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receive an @ address\n# and: POST /api/v1/sms → send/receive SMS via Google Voice", "url": "https://github.com/agenticmail/agenticmail" }, "protocols": [ "rest", "webhook", "cli", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "communication/agentmail", "slug": "agentmail", "name": "AgentMail", "tagline": "Email for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "communication", "website": "https://agentmail.to", "repository": "https://github.com/agentmail-to", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/agentmail.md", "source_path": "services/communication/agentmail.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install agentmail then POST /inboxes", "url": null }, "protocols": [ "mcp", "rest", "webhook", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "communication/agents-mail", "slug": "agents-mail", "name": "Agents Mail", "tagline": "Email for AI Agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "communication", "website": "https://agentsmail.org", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/agents-mail.md", "source_path": "services/communication/agents-mail.md", "onboarding": { "type": "url", "pattern": "URL Onboarding", "instruction": "https://agentsmail.org/skill.md", "url": "https://agentsmail.org/skill.md" }, "protocols": [ "url-onboarding", "agent-skill", "rest", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "communication/agentteam-email", "slug": "agentteam-email", "name": "AgentTeam Email", "tagline": "Open-source email infrastructure for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "communication", "website": "https://www.agentteam.email", "repository": "https://github.com/agentteamhq/agentteam-email", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/agentteam-email.md", "source_path": "services/communication/agentteam-email.md", "onboarding": { "type": "agent-skill", "pattern": "CLI + published Agent Skill", "instruction": "npx --yes @agentteamhq/email@latest --version\nat-email agent connect\n# or\nat-email agent trial\nat-email agent enroll TOKEN", "url": "https://github.com/agentteamhq/agentteam-email/tree/main/skills/at-email-cli" }, "protocols": [ "agent-skill", "cli", "http" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push still 2026-08-01; npm @agentteamhq/email 0.0.1-beta.1; MIT; skills/at-email-cli present. Docs now served at agentteamemail.mintlify.app (linked from the homepage); the old agentteamemail.mintlify.app host no longer resolves (verified 2026-09-30)", "verified_at": "2026-09-30", "verification_sources": [ "https://agentteamemail.mintlify.app/" ] }, { "id": "communication/atomic-mail", "slug": "atomic-mail", "name": "Atomic Mail", "tagline": "Not AI for your email. Email for your AI.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "communication", "website": "https://atomicmail.ai/", "repository": "https://github.com/Atomic-Mail/atomic-mail-agentic", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/atomic-mail.md", "source_path": "services/communication/atomic-mail.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐ — the homepage is the join document.", "instruction": "Read https://atomicmail.ai and follow the instructions to create an inbox at Atomic Mail.", "url": "https://atomicmail.ai" }, "protocols": [ "url-onboarding", "agent-skill", "mcp", "rest", "cli", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "v0.3.31 released 2026-09-27; npm @atomicmail/mcp and @atomicmail/agent-skill-github 0.3.31; MIT; atomicmail.ai still documents PoW signup, JMAP, MCP, and AgentSkill; hosted MCP endpoint answers 401 without credentials (verified 2026-09-30)", "verified_at": "2026-09-30", "verification_sources": [ "https://github.com/Atomic-Mail/atomic-mail-agentic/releases/tag/v0.3.31", "https://atomicmail.ai/" ] }, { "id": "communication/atxp-email", "slug": "atxp-email", "name": "ATXP Email", "tagline": "Email for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "communication", "website": "https://atxp.email/", "repository": "https://github.com/atxp-dev", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/atxp-email.md", "source_path": "services/communication/atxp-email.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "Read https://atxp.email/ and follow the docs to create an agent inbox via CLI/API.", "url": "https://atxp.email/" }, "protocols": [ "cli", "api", "documentation" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "communication/caspian", "slug": "caspian", "name": "Caspian", "tagline": "Agent communication SDK. The open-source agent communication layer for AI agents — email, WhatsApp, Slack, Discord, Telegram, SMS.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "communication", "website": "https://trycaspianai.com", "repository": "https://github.com/TryCaspian/caspian-sdk", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/caspian.md", "source_path": "services/communication/caspian.md", "onboarding": { "type": "url", "pattern": "URL Onboarding", "instruction": "Integrate Caspian so my agent can message people on email, Slack, Discord, Telegram, and more.\nRead https://api.trycaspianai.com/SKILL.md and follow it end to end.", "url": "https://api.trycaspianai.com/SKILL.md" }, "protocols": [ "url-onboarding", "agent-skill", "rest", "webhook", "cli", "sdk", "http", "api" ], "mcp_status": "planned", "agent_skill_status": "available", "latest_month_signal": "Latest release is still v0.1.2; 973 stars; last push 2026-08-25; root LICENSE is still AGPL-3.0 while the README license section still says Apache-2.0; SKILL.md returned HTTP 200 on 2026-09-26 (repo metadata)", "verified_at": "2026-09-26", "verification_sources": [ "https://github.com/TryCaspian/caspian-sdk/releases/tag/v0.1.2", "https://api.trycaspianai.com/SKILL.md", "https://api.github.com/repos/TryCaspian/caspian-sdk" ] }, { "id": "communication/chimely", "slug": "chimely", "name": "Chimely", "tagline": "Open-source, self-hostable in-app notification inbox infrastructure that agents can call through an HTTP API.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "communication", "website": "https://chimely.dev", "repository": "https://github.com/dodopayments/chimely", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/chimely.md", "source_path": "services/communication/chimely.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "Use the HTTP API from https://chimely.dev docs to deliver in-app notifications", "url": "https://chimely.dev" }, "protocols": [ "http", "api", "documentation" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "communication/mailboxkit", "slug": "mailboxkit", "name": "MailboxKit", "tagline": "Email infrastructure for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "communication", "website": "https://mailboxkit.com", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/mailboxkit.md", "source_path": "services/communication/mailboxkit.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐", "instruction": "Read https://mailboxkit.com/skill.md and follow the instructions.", "url": "https://mailboxkit.com/skill.md" }, "protocols": [ "url-onboarding", "agent-skill", "rest", "webhook", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "communication/mails-dev", "slug": "mails-dev", "name": "mails.dev", "tagline": "Email for AI Agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "communication", "website": "https://mails.dev", "repository": "https://github.com/chekusu/mails", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/mails-dev.md", "source_path": "services/communication/mails-dev.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐ — the highest tier of agent-nativeness.", "instruction": "Read https://mails.dev/skill.md and follow the instructions.", "url": "https://mails.dev/skill.md" }, "protocols": [ "url-onboarding", "agent-skill", "rest", "cli", "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "communication/mcp-agent-mail-rust", "slug": "mcp-agent-mail-rust", "name": "MCP Agent Mail (Rust)", "tagline": "It's like Gmail for your coding agents!", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "communication", "website": "https://github.com/Dicklesworthstone/mcp_agent_mail_rust", "repository": "https://github.com/Dicklesworthstone/mcp_agent_mail_rust", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/mcp-agent-mail-rust.md", "source_path": "services/communication/mcp-agent-mail-rust.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "curl -fsSL \"https://raw.githubusercontent.com/Dicklesworthstone/mcp_agent_mail_rust/main/install.sh?$(date +%s)\" | bash\nam", "url": "https://raw.githubusercontent.com/Dicklesworthstone/mcp_agent_mail_rust/main/install.sh?" }, "protocols": [ "mcp", "cli", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "communication/mcp-agent-mail", "slug": "mcp-agent-mail", "name": "MCP Agent Mail", "tagline": "Asynchronous coordination layer for AI coding agents: identities, inboxes, searchable threads, and advisory file leases over FastMCP + Git + SQLite.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "communication", "website": "https://github.com/Dicklesworthstone/mcp_agent_mail", "repository": "https://github.com/Dicklesworthstone/mcp_agent_mail", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/mcp-agent-mail.md", "source_path": "services/communication/mcp-agent-mail.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "uvx mcp_agent_mail", "url": null }, "protocols": [ "mcp", "cli" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "communication/novu", "slug": "novu", "name": "Novu", "tagline": "The open-source notification infrastructure — with an Agent Toolkit for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "communication", "website": "https://novu.co", "repository": "https://github.com/novuhq/novu", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/novu.md", "source_path": "services/communication/novu.md", "onboarding": { "type": "agent-skill", "pattern": null, "instruction": "npx skills add novuhq/skills", "url": null }, "protocols": [ "agent-skill", "mcp", "rest", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "communication/openmail", "slug": "openmail", "name": "OpenMail", "tagline": "Built for agents, not marketers.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "communication", "website": "https://openmail.sh", "repository": "https://github.com/openmailsh/cli", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/openmail.md", "source_path": "services/communication/openmail.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "npm install -g @openmail/cli\nopenmail setup", "url": "https://docs.openmail.sh/quickstart" }, "protocols": [ "rest", "websocket", "webhook", "cli", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "communication/outreachagent", "slug": "outreachagent", "name": "OutreachAgent", "tagline": "The Cold Outbound Engine for AI Agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "communication", "website": "https://outreachagent.dev/", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/outreachagent.md", "source_path": "services/communication/outreachagent.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "npm install @outreachagent/sdk-ts", "url": "https://outreachagent.dev/for-agents" }, "protocols": [ "agent-skill", "rest", "webhook", "sdk", "openapi", "http", "api" ], "mcp_status": "unknown", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "communication/sendraven", "slug": "sendraven", "name": "SendRaven", "tagline": "Email infrastructure for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "communication", "website": "https://sendraven.ai", "repository": "https://github.com/CommonNinja/sendraven-mcp-server", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/communication/sendraven.md", "source_path": "services/communication/sendraven.md", "onboarding": { "type": "mcp", "pattern": "MCP server (remote Streamable HTTP with OAuth, or stdio with an API key); REST for everything else", "instruction": "npx -y @sendraven/mcp # with SENDRAVEN_API_KEY=sk_live_... in the environment", "url": "https://mcp.sendraven.ai/mcp" }, "protocols": [ "mcp", "rest", "webhook", "openapi", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/agent-browser", "slug": "agent-browser", "name": "Vercel Agent Browser", "tagline": "Browser automation CLI for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://github.com/vercel-labs/agent-browser", "repository": "https://github.com/vercel-labs/agent-browser", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/agent-browser.md", "source_path": "services/browser-and-web-execution/agent-browser.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "npm install -g agent-browser", "url": null }, "protocols": [ "mcp", "cli", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/agentql", "slug": "agentql", "name": "AgentQL", "tagline": "Make the web AI‑ready.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://agentql.com", "repository": "https://github.com/tinyfish-io/agentql", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/agentql.md", "source_path": "services/browser-and-web-execution/agentql.md", "onboarding": { "type": "sdk", "pattern": "REST + Python/JS SDK + Playwright + optional remote browser (CDP)", "instruction": "1. Sign up at [agentql.com/dev](https://agentql.com/dev) for an API key.", "url": "https://agentql.com/dev" }, "protocols": [ "rest", "sdk", "http", "api" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/anchor-browser", "slug": "anchor-browser", "name": "Anchor Browser", "tagline": "The Secure Infrastructure for Computer Use Agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://www.anchorbrowser.io", "repository": "https://github.com/anchorbrowser/AnchorBrowser-SDK-Python", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/anchor-browser.md", "source_path": "services/browser-and-web-execution/anchor-browser.md", "onboarding": { "type": "mcp", "pattern": "SDK / REST + MCP (per marketing: integrate anywhere via SDK, MCP, or automation platforms)", "instruction": "1. Sign in at [signin.anchorbrowser.io](https://signin.anchorbrowser.io/) and obtain API credentials.", "url": "https://signin.anchorbrowser.io/" }, "protocols": [ "mcp", "rest", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/apify", "slug": "apify", "name": "Apify", "tagline": "Get real-time web data for your AI.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://apify.com", "repository": "https://github.com/apify/crawlee", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/apify.md", "source_path": "services/browser-and-web-execution/apify.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "npm install apify-client\n# or\npip install apify-client", "url": "https://console.apify.com" }, "protocols": [ "mcp", "rest", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/bb-browser", "slug": "bb-browser", "name": "bb-browser", "tagline": "Your browser is the API. No keys. No bots. No scrapers.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://github.com/epiral/bb-browser", "repository": "https://github.com/epiral/bb-browser", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/bb-browser.md", "source_path": "services/browser-and-web-execution/bb-browser.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "npm install -g bb-browser + Chrome extension, then bb-browser site /", "url": null }, "protocols": [ "agent-skill", "mcp", "rest", "cli", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/bright-data-agent-browser", "slug": "bright-data-agent-browser", "name": "Bright Data Agent Browser", "tagline": "A cloud browser built for AI agents — with built-in website unlocking.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://brightdata.com/ai/agent-browser", "repository": "https://github.com/brightdata/ai-sdk", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/bright-data-agent-browser.md", "source_path": "services/browser-and-web-execution/bright-data-agent-browser.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "Add Web MCP to config: npx -y @brightdata/mcp", "url": null }, "protocols": [ "mcp", "rest", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/browser-debugger-cli", "slug": "browser-debugger-cli", "name": "bdg (Browser Debugger CLI)", "tagline": "Give your AI agent a real browser. And the DevTools to go with it.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://github.com/szymdzum/browser-debugger-cli", "repository": "https://github.com/szymdzum/browser-debugger-cli", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/browser-debugger-cli.md", "source_path": "services/browser-and-web-execution/browser-debugger-cli.md", "onboarding": { "type": "agent-skill", "pattern": "Structured CLI + Agent Skill", "instruction": "npm install -g browser-debugger-cli\nbdg localhost:3000 # start a background browser session\nbdg --help --json # machine-readable command map for the agent\nbdg cdp --search cookie # discover raw CDP methods\nbdg install-skill # install the bdg skill for Claude Code, Codex, Gemini CLI, ...", "url": null }, "protocols": [ "agent-skill", "websocket", "cli" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/browser-mcp", "slug": "browser-mcp", "name": "Browser MCP", "tagline": "Browser MCP server for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://browsermcp.io/", "repository": "https://github.com/BrowserMCP/mcp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/browser-mcp.md", "source_path": "services/browser-and-web-execution/browser-mcp.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "npx -y @browsermcp/mcp", "url": null }, "protocols": [ "mcp", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/browser-use-cloud", "slug": "browser-use-cloud", "name": "Browser Use Cloud", "tagline": "State-of-the-art AI browser automation with stealth browsers, CAPTCHA solving, residential proxies, and managed infrastructure.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://browser-use.com", "repository": "https://github.com/browser-use/browser-use", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/browser-use-cloud.md", "source_path": "services/browser-and-web-execution/browser-use-cloud.md", "onboarding": { "type": "mcp", "pattern": "SDK + hosted MCP (HTTP) + Agent or raw CDP browser modes", "instruction": "pip install browser-use-sdk\n# or: npm install browser-use-sdk", "url": "https://cloud.browser-use.com/settings?tab=api-keys&new=1" }, "protocols": [ "mcp", "rest", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/browserbase", "slug": "browserbase", "name": "Browserbase", "tagline": "A web browser for AI agents & applications.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://browserbase.com", "repository": "https://github.com/browserbase/stagehand", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/browserbase.md", "source_path": "services/browser-and-web-execution/browserbase.md", "onboarding": { "type": "agent-skill", "pattern": null, "instruction": "npx skills add browserbase/skills", "url": null }, "protocols": [ "agent-skill", "mcp", "rest", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/camofox", "slug": "camofox", "name": "CamoFox Browser", "tagline": "Stealth headless browser for AI agents — bypass Cloudflare, bot detection, and anti-scraping.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://github.com/jo-inc/camofox-browser", "repository": "https://github.com/jo-inc/camofox-browser", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/camofox.md", "source_path": "services/browser-and-web-execution/camofox.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "npm install -g camofox-browser\ncamofox-browser --help", "url": null }, "protocols": [ "cli" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/cloudflare-browser-rendering", "slug": "cloudflare-browser-rendering", "name": "Cloudflare Browser Rendering", "tagline": "Headless browsers for AI agents (Cloudflare Workers).", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://www.cloudflare.com/products/browser-rendering/", "repository": "https://github.com/cloudflare/workers-sdk", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/cloudflare-browser-rendering.md", "source_path": "services/browser-and-web-execution/cloudflare-browser-rendering.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "1. Enable Browser Rendering on a Cloudflare account and create a Worker with a **browser binding** per [docs](https://developers.cloudflare.com/browser-run/).", "url": "https://developers.cloudflare.com/browser-run/" }, "protocols": [ "mcp", "rest", "sdk", "http", "api", "documentation" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/crawl4ai", "slug": "crawl4ai", "name": "Crawl4AI", "tagline": "🚀🤖 Crawl4AI: Open-source LLM Friendly Web Crawler & Scraper.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://crawl4ai.com", "repository": "https://github.com/unclecode/crawl4ai", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/crawl4ai.md", "source_path": "services/browser-and-web-execution/crawl4ai.md", "onboarding": { "type": "mcp", "pattern": "Python library + Docker + MCP", "instruction": "1. Install per [docs](https://docs.crawl4ai.com/) (pip, Docker, or cloud deploy).", "url": "https://docs.crawl4ai.com/" }, "protocols": [ "mcp", "http" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/ego-lite", "slug": "ego-lite", "name": "ego lite", "tagline": "The fastest browser for AI agents to run browser automation", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "browser-and-web-execution", "website": "https://lite.ego.app", "repository": "https://github.com/citrolabs/ego-lite", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/ego-lite.md", "source_path": "services/browser-and-web-execution/ego-lite.md", "onboarding": { "type": "agent-skill", "pattern": "local desktop browser + Agent Skill / CLI", "instruction": "npx skills add citrolabs/ego-lite", "url": "https://cdn.ego.app/setup/macos/arm64/egolite-Y7MbxKIuhzFB.dmg" }, "protocols": [ "agent-skill", "cli" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": "v2.1.0 released 2026-10-16; Windows installer added to the README on 2026-10-19 and the Windows .exe returns HTTP 200; last GitHub push 2026-10-23; lite.ego.app HTTP 200 (verified 2026-10-25)", "verified_at": "2026-10-25", "verification_sources": [ "https://github.com/citrolabs/ego-lite/releases/tag/v2.1.0", "https://cdn.ego.app/setup/windows/x64/egoliteSetup-Y7MbxKIuhzFB.exe", "https://lite.ego.app" ] }, { "id": "browser-and-web-execution/firecrawl", "slug": "firecrawl", "name": "Firecrawl", "tagline": "Turn any website into LLM-ready data.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://firecrawl.dev", "repository": "https://github.com/firecrawl/firecrawl", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/firecrawl.md", "source_path": "services/browser-and-web-execution/firecrawl.md", "onboarding": { "type": "agent-skill", "pattern": null, "instruction": "npx skills add firecrawl/cli", "url": null }, "protocols": [ "agent-skill", "mcp", "rest", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/fsb", "slug": "fsb", "name": "FSB (Full Self Browsing)", "tagline": "DOM-first AI browser automation for Chrome and MCP clients.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "browser-and-web-execution", "website": "https://full-selfbrowsing.com", "repository": "https://github.com/fullselfbrowsing/FSB", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/fsb.md", "source_path": "services/browser-and-web-execution/fsb.md", "onboarding": { "type": "mcp", "pattern": "MCP + browser extension (local bridge)", "instruction": "npx -y fsb-mcp-server@latest install --claude-code", "url": "https://chromewebstore.google.com/detail/badgafnfchcihdfnjneklogedcdkmjfk" }, "protocols": [ "agent-skill", "mcp", "websocket", "cli", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "fsb-mcp-server v0.11.2 released 2026-10-14 and served as latest by the npm registry; last GitHub push 2026-10-20; full-selfbrowsing.com, the MCP README and the ClawHub listing HTTP 200 (verified 2026-10-20)", "verified_at": "2026-10-20", "verification_sources": [ "https://github.com/fullselfbrowsing/FSB/releases/tag/mcp-v0.11.2", "https://registry.npmjs.org/fsb-mcp-server/latest", "https://full-selfbrowsing.com", "https://github.com/fullselfbrowsing/FSB/blob/main/mcp/README.md", "https://clawhub.ai/lakshmanturlapati/full-selfbrowsing" ] }, { "id": "browser-and-web-execution/hronaut", "slug": "hronaut", "name": "Hronaut", "tagline": "A browser your AI agent can come back to.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "browser-and-web-execution", "website": "https://hronaut.dev/", "repository": "https://github.com/hronaut/hronaut", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/hronaut.md", "source_path": "services/browser-and-web-execution/hronaut.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "An owner installs and starts the desktop application, then configures a local Streamable HTTP MCP client using the current configuration generated by Hronaut Home. Follow https://hronaut.dev/setup. This is initial human setup, not autonomous URL registration.", "url": "https://hronaut.dev/setup" }, "protocols": [ "agent-skill", "mcp", "http" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "v2.8.6 released 2026-09-30; last GitHub push 2026-09-30; repository created 2026-08-23; proprietary subscription/trial LICENSE (GitHub SPDX NOASSERTION); hronaut.dev, setup and client-topology HTTP 200; skills/hronaut/SKILL.md present (verified 2026-09-30)", "verified_at": "2026-09-30", "verification_sources": [ "https://github.com/hronaut/hronaut/releases/tag/v2.8.6", "https://hronaut.dev/", "https://hronaut.dev/setup", "https://hronaut.dev/client-topology" ] }, { "id": "browser-and-web-execution/hyperbrowser", "slug": "hyperbrowser", "name": "Hyperbrowser", "tagline": "Hyperbrowser - Web Infra for AI Agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://www.hyperbrowser.ai", "repository": "https://github.com/hyperbrowserai/mcp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/hyperbrowser.md", "source_path": "services/browser-and-web-execution/hyperbrowser.md", "onboarding": { "type": "mcp", "pattern": "REST API + SDKs + MCP", "instruction": "npx hyperbrowser-mcp ", "url": "https://github.com/hyperbrowserai/mcp" }, "protocols": [ "mcp", "rest", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/jet-browser", "slug": "jet-browser", "name": "Jet Browser", "tagline": "Jet Browser — the browser runtime agents can carry.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://masaka-ai.vercel.app/jet-browser/", "repository": "https://github.com/masakaai/jet-browser", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/jet-browser.md", "source_path": "services/browser-and-web-execution/jet-browser.md", "onboarding": { "type": "cli", "pattern": "self-hosted container runtime with an ordered JSONL stdio protocol. Docker and curl are enough for the bounded acceptance proof:", "instruction": "curl -fsSL https://raw.githubusercontent.com/masakaai/jet-browser/main/scripts/try-jet.sh | sh", "url": "https://raw.githubusercontent.com/masakaai/jet-browser/main/scripts/try-jet.sh" }, "protocols": [ "agent-skill", "mcp", "cli", "sdk", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": "2026-10-11", "verification_sources": [ "https://github.com/masakaai/jet-browser" ] }, { "id": "browser-and-web-execution/kernel", "slug": "kernel", "name": "Kernel", "tagline": "you build agents. we give them the internet.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "browser-and-web-execution", "website": "https://www.kernel.sh/", "repository": "https://github.com/kernel/kernel-images", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/kernel.md", "source_path": "services/browser-and-web-execution/kernel.md", "onboarding": { "type": "agent-skill", "pattern": "CLI + published Agent Skill", "instruction": "brew install kernel/tap/kernel\n# or\nnpm install -g @onkernel/cli\n\nkernel --version\nexport KERNEL_API_KEY=your_api_key\n# fallback: kernel login\nkernel browsers create -o json", "url": "https://github.com/kernel/skills/blob/main/plugins/kernel-cli/skills/kernel-cli/SKILL.md" }, "protocols": [ "agent-skill", "mcp", "cli", "http" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "kernel/kernel-images last push 2026-09-29; kernel/cli v0.41.0 released 2026-09-24 (npm @onkernel/cli 0.41.0); both Apache-2.0; hosted MCP server documented at kernel.sh/docs/reference/mcp-server (verified 2026-09-30)", "verified_at": "2026-09-30", "verification_sources": [ "https://github.com/kernel/cli/releases/tag/v0.41.0", "https://www.kernel.sh/docs/reference/mcp-server" ] }, { "id": "browser-and-web-execution/lightpanda", "slug": "lightpanda", "name": "Lightpanda", "tagline": "The headless browser built from scratch for AI agents and automation.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://lightpanda.io", "repository": "https://github.com/lightpanda-io/browser", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/lightpanda.md", "source_path": "services/browser-and-web-execution/lightpanda.md", "onboarding": { "type": "mcp", "pattern": "Daemon (CDP) + MCP (stdio) + CLI", "instruction": "# Nightly binary (see releases) or Docker:\n# docker run -d -p 127.0.0.1:9222:9222 lightpanda/browser:nightly\n\n./lightpanda serve --host 127.0.0.1 --port 9222", "url": "https://lightpanda.io/docs/open-source/guides/mcp-server" }, "protocols": [ "mcp", "websocket", "cli", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/moli", "slug": "moli", "name": "Moli", "tagline": "Moli is a production-ready, structured-first browser engine for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "browser-and-web-execution", "website": "https://browser.lexmount.com", "repository": "https://github.com/lexmount/moli", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/moli.md", "source_path": "services/browser-and-web-execution/moli.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "cargo build --release -p moli\n\n./target/release/moli fetch \\\n --dump semantic_tree_text \\\n --wait-selector body \\\n https://example.com\n\n./target/release/moli serve\n\n# Or expose Moli's first-party MCP server over stdio:\n./target/release/moli mcp", "url": "https://example.com" }, "protocols": [ "mcp", "cli", "stdio" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "v1.1.10 released 2026-09-24; 2,403 stars; both LICENSE-APACHE and LICENSE-MIT are present (GitHub SPDX Apache-2.0); browser.lexmount.com returned HTTP 200 on 2026-09-26 with title \"Lexmount Browser\" (repo metadata)", "verified_at": "2026-09-26", "verification_sources": [ "https://github.com/lexmount/moli/releases/tag/v1.1.10", "https://browser.lexmount.com", "https://api.github.com/repos/lexmount/moli" ] }, { "id": "browser-and-web-execution/notte", "slug": "notte", "name": "Notte", "tagline": "Browser infrastructure that lets AI run on the internet at speed.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://www.notte.cc", "repository": "https://github.com/nottelabs/notte", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/notte.md", "source_path": "services/browser-and-web-execution/notte.md", "onboarding": { "type": "mcp", "pattern": "SDK / REST + remote browser via CDP + optional MCP (SSE)", "instruction": "pip install notte-sdk", "url": "https://console.notte.cc/" }, "protocols": [ "mcp", "rest", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/obscura", "slug": "obscura", "name": "Obscura", "tagline": "The open-source headless browser for AI agents and web scraping.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://obscura.sh", "repository": "https://github.com/h4ckf0r0day/obscura", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/obscura.md", "source_path": "services/browser-and-web-execution/obscura.md", "onboarding": { "type": "mcp", "pattern": "MCP (stdio or HTTP) + Daemon (CDP) + CLI", "instruction": "# Download a release binary or Docker image (see GitHub releases), then:\nobscura mcp # stdio MCP for Claude Desktop / Cursor / Claude Code\nobscura mcp --http --port 3000 # Streamable HTTP MCP at http://127.0.0.1:3000/mcp\nobscura serve # CDP server at ws://127.0.0.1:9222 for Puppeteer/Playwright\nobscura fetch https://example.com # one-shot fetch", "url": "http://127.0.0.1:3000/mcp" }, "protocols": [ "mcp", "cli", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/olostep", "slug": "olostep", "name": "Olostep", "tagline": "Transform websites into clean, LLM-ready data.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://www.olostep.com", "repository": "https://github.com/olostep/olostep-mcp-server", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/olostep.md", "source_path": "services/browser-and-web-execution/olostep.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "# See https://docs.olostep.com/get-started/welcome\n# Set OLOSTEP_API_KEY and call HTTPS endpoints (scrapes, searches, maps, crawls, batches)", "url": "https://docs.olostep.com/get-started/welcome" }, "protocols": [ "mcp", "rest", "http", "api", "documentation" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/opencli", "slug": "opencli", "name": "OpenCLI", "tagline": "Make any website, Electron App, or Local Tool your CLI.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://opencli.info/", "repository": "https://github.com/jackwener/opencli", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/opencli.md", "source_path": "services/browser-and-web-execution/opencli.md", "onboarding": { "type": "cli", "pattern": "CLI (Bash) + optional repo SKILL.md", "instruction": "npm install -g @jackwener/opencli\n\n# Discover every site command and external CLI passthrough\nopencli list\nopencli list -f yaml\n\n# Example: structured output for agents\nopencli hackernews top --limit 5 -f json\nopencli bilibili hot --limit 5 -f json", "url": "https://github.com/jackwener/opencli/blob/main/README.md" }, "protocols": [ "agent-skill", "cli" ], "mcp_status": "not-applicable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/playwright-mcp", "slug": "playwright-mcp", "name": "Playwright MCP", "tagline": "A Model Context Protocol (MCP) server that provides browser automation capabilities using Playwright.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://playwright.dev/docs/getting-started-mcp", "repository": "https://github.com/microsoft/playwright-mcp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/playwright-mcp.md", "source_path": "services/browser-and-web-execution/playwright-mcp.md", "onboarding": { "type": "mcp", "pattern": "MCP server (stdio by default; optional HTTP transport)", "instruction": "npx @playwright/mcp@latest", "url": "http://localhost:8931/mcp" }, "protocols": [ "mcp", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/skyvern", "slug": "skyvern", "name": "Skyvern", "tagline": "AI agents to automate workflows on any website.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://www.skyvern.com", "repository": "https://github.com/Skyvern-AI/skyvern", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/skyvern.md", "source_path": "services/browser-and-web-execution/skyvern.md", "onboarding": { "type": "mcp", "pattern": "SDK / REST + optional MCP", "instruction": "curl -X POST https://api.skyvern.com/v1/run/tasks \\\n -H \"x-api-key: $SKYVERN_API_KEY\" \\\n -H \"Content-Type: application/json\" \\\n -d '{\"prompt\": \"Find the top 3 posts on Hacker News\", \"url\": \"https://news.ycombinator.com\"}'", "url": "https://api.skyvern.com/v1/run/tasks" }, "protocols": [ "agent-skill", "mcp", "rest", "sdk", "openapi", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/stealth-browser-mcp", "slug": "stealth-browser-mcp", "name": "Stealth Browser MCP", "tagline": "Stealth browser automation for MCP-compatible AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "browser-and-web-execution", "website": "https://github.com/vibheksoni/stealth-browser-mcp", "repository": "https://github.com/vibheksoni/stealth-browser-mcp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/stealth-browser-mcp.md", "source_path": "services/browser-and-web-execution/stealth-browser-mcp.md", "onboarding": { "type": "mcp", "pattern": "MCP", "instruction": "git clone https://github.com/vibheksoni/stealth-browser-mcp.git\ncd stealth-browser-mcp\npython -m venv venv\nsource venv/bin/activate\npip install -r requirements.txt", "url": "https://github.com/vibheksoni/stealth-browser-mcp.git" }, "protocols": [ "agent-skill", "mcp", "cli", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-07-24 (repo metadata). Quieter than neighboring browser rows — verify master before depending on a weekly release cadence", "verified_at": "2026-10-13", "verification_sources": [ "https://api.github.com/repos/vibheksoni/stealth-browser-mcp" ] }, { "id": "browser-and-web-execution/steel", "slug": "steel", "name": "Steel", "tagline": "Browser Infrastructure for AI Agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://steel.dev", "repository": "https://github.com/steel-dev/steel-browser", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/steel.md", "source_path": "services/browser-and-web-execution/steel.md", "onboarding": { "type": "mcp", "pattern": "SDK / REST + MCP (stdio) + Puppeteer / Playwright / Selenium connect", "instruction": "pip install steel-sdk # PyPI package name: steel-sdk", "url": "https://github.com/steel-dev/steel-mcp-server" }, "protocols": [ "mcp", "rest", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "browser-and-web-execution/vessel-browser", "slug": "vessel-browser", "name": "Vessel Browser", "tagline": "Built from the ground-up for agents, Vessel Browser is an open source AI browser for Linux/Windows that provides a durable state, MCP control, and BYOK with full autonomous browsing.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "browser-and-web-execution", "website": "https://github.com/unmodeled-tyler/vessel-browser", "repository": "https://github.com/unmodeled-tyler/vessel-browser", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/browser-and-web-execution/vessel-browser.md", "source_path": "services/browser-and-web-execution/vessel-browser.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "# Linux AppImage:\ndownload AppImage from releases → chmod +x → run\n\n# npm:\nnpm install -g vessel-browser\nvessel-browser --mcp # exposes MCP server for any MCP-compatible agent", "url": null }, "protocols": [ "mcp", "cli", "stdio" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/aident-loadout", "slug": "aident-loadout", "name": "Aident Loadout", "tagline": "Give your agents real capabilities", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://aident.ai", "repository": "https://github.com/Aident-AI/aident-skill", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/aident-loadout.md", "source_path": "services/tool-access-and-integration/aident-loadout.md", "onboarding": { "type": "url", "pattern": "URL Onboarding", "instruction": "Follow https://aident.ai/SETUP.md", "url": "https://aident.ai/SETUP.md" }, "protocols": [ "url-onboarding", "agent-skill", "mcp", "cli", "http" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/apify-mcp-server", "slug": "apify-mcp-server", "name": "Apify MCP Server", "tagline": "MCP server enabling AI agents to run Apify Actors and extract web data.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://apify.com", "repository": "https://github.com/apify/apify-mcp-server", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/apify-mcp-server.md", "source_path": "services/tool-access-and-integration/apify-mcp-server.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "Connect the official remote MCP endpoint following the [repository README](https://github.com/apify/apify-mcp-server)", "url": "https://github.com/apify/apify-mcp-server" }, "protocols": [ "mcp" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/arcade", "slug": "arcade", "name": "Arcade", "tagline": "MCP tools with managed OAuth — credentials stay out of the LLM.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://www.arcade.dev", "repository": "https://github.com/ArcadeAI/arcade-mcp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/arcade.md", "source_path": "services/tool-access-and-integration/arcade.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "uv tool install arcade-mcp\narcade new my_server", "url": "https://docs.arcade.dev/en/guides/create-tools/tool-basics/build-mcp-server" }, "protocols": [ "mcp", "cli", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/clawhub", "slug": "clawhub", "name": "ClawHub", "tagline": "Claw Hub: OpenClaw Skill Marketplace", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://claw-hub.net/", "repository": "https://github.com/openclaw/clawhub", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/clawhub.md", "source_path": "services/tool-access-and-integration/clawhub.md", "onboarding": { "type": "agent-skill", "pattern": null, "instruction": "npx clawhub@latest login\nnpx clawhub@latest search \nnpx clawhub@latest install \nnpx clawhub@latest list\nnpx clawhub@latest update --all", "url": "https://github.com/openclaw/clawhub/blob/main/docs/cli.md" }, "protocols": [ "agent-skill", "cli", "http", "api" ], "mcp_status": "unknown", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/cli-anything", "slug": "cli-anything", "name": "CLI-Anything", "tagline": "CLI-Anything: Making ALL Software Agent-Native", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://clianything.cc", "repository": "https://github.com/HKUDS/CLI-Anything", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/cli-anything.md", "source_path": "services/tool-access-and-integration/cli-anything.md", "onboarding": { "type": "agent-skill", "pattern": "Agent Skill + Structured CLI (--json) + registry", "instruction": "# Let the agent find and install CLIs from CLI-Hub\nnpx skills add HKUDS/CLI-Anything --skill cli-hub-meta-skill -g -y\n# then prompt: \"Find appropriate CLI software in CLI-Hub and complete the task: ...\"\n\n# Or manage CLIs yourself\npip install cli-anything-hub\ncli-hub search \ncli-hub install ", "url": null }, "protocols": [ "agent-skill", "mcp", "cli", "http" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/composio", "slug": "composio", "name": "Composio", "tagline": "The tool platform built for agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://composio.dev", "repository": "https://github.com/ComposioHQ/composio", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/composio.md", "source_path": "services/tool-access-and-integration/composio.md", "onboarding": { "type": "agent-skill", "pattern": null, "instruction": "npx skills add composiohq/skills", "url": null }, "protocols": [ "agent-skill", "mcp", "sdk" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/contextforge", "slug": "contextforge", "name": "ContextForge", "tagline": "An open source registry and proxy that federates MCP, A2A, and REST/gRPC APIs with centralized governance, discovery, and observability. Optimizes Agent & Tool calling, and supports plugins.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "tool-access-and-integration", "website": "https://ibm.github.io/mcp-context-forge/", "repository": "https://github.com/IBM/mcp-context-forge", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/contextforge.md", "source_path": "services/tool-access-and-integration/contextforge.md", "onboarding": { "type": "mcp", "pattern": "CLI + MCP gateway", "instruction": "# Generate secrets, then start the gateway (official README TLDR)\npython3 -m mcpgateway.scripts.init_secrets\nexport JWT_SECRET_KEY=\"$(grep '^JWT_SECRET_KEY=' .env.secrets | cut -d= -f2)\"\nexport AUTH_ENCRYPTION_SECRET=\"$(grep '^AUTH_ENCRYPTION_SECRET=' .env.secrets | cut -d= -f2)\"\nJWT_SECRET_KEY=\"$JWT_SECRET_KEY\" \\\nAUTH_ENCRYPTION_SECRET=\"$AUTH_ENCRYPTION_SECRET\" \\\nMCPGATEWAY_UI_ENABLED=true \\\nMCPGATEWAY_ADMIN_API_ENABLED=true \\\nPLATFORM_ADMIN_EMAIL=admin@example.com \\\nuvx --from mcp-contextforge-gateway mcpgateway --host 0.0.0.0 --port 4444", "url": "http://localhost:4444" }, "protocols": [ "mcp", "rest", "grpc", "websocket", "cli", "a2a", "json-rpc", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-08-25 (repo metadata); PyPI mcp-contextforge-gateway; image ghcr.io/ibm/mcp-context-forge", "verified_at": "2026-10-13", "verification_sources": [ "https://api.github.com/repos/IBM/mcp-context-forge" ] }, { "id": "tool-access-and-integration/framelink-figma-mcp", "slug": "framelink-figma-mcp", "name": "Framelink MCP for Figma", "tagline": "Give your coding agent access to your Figma data. Implement designs in any framework in one-shot.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://www.framelink.ai/", "repository": "https://github.com/GLips/Figma-Context-MCP", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/framelink-figma-mcp.md", "source_path": "services/tool-access-and-integration/framelink-figma-mcp.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "{\n \"mcpServers\": {\n \"Framelink MCP for Figma\": {\n \"command\": \"npx\",\n \"args\": [\"-y\", \"figma-developer-mcp\", \"--figma-api-key=YOUR-KEY\", \"--stdio\"]\n }\n }\n}", "url": "https://help.figma.com/hc/en-us/articles/8085703771159-Manage-personal-access-tokens" }, "protocols": [ "mcp", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/github-mcp-server", "slug": "github-mcp-server", "name": "GitHub MCP Server", "tagline": "The GitHub MCP Server connects AI tools directly to GitHub's platform. This gives AI agents, assistants, and chatbots the ability to read repositories and code files, manage issues and PRs, analyze code, and automate workflows.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://github.com/github/github-mcp-server", "repository": "https://github.com/github/github-mcp-server", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/github-mcp-server.md", "source_path": "services/tool-access-and-integration/github-mcp-server.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "{\n \"servers\": {\n \"github\": {\n \"type\": \"http\",\n \"url\": \"https://api.githubcopilot.com/mcp/\"\n }\n }\n}", "url": "https://api.githubcopilot.com/mcp/" }, "protocols": [ "mcp", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/google-mcp-toolbox", "slug": "google-mcp-toolbox", "name": "MCP Toolbox for Databases", "tagline": "MCP Toolbox for Databases is an open source Model Context Protocol (MCP) server that connects your AI agents, IDEs, and applications directly to your enterprise databases.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://mcp-toolbox.dev/", "repository": "https://github.com/googleapis/mcp-toolbox", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/google-mcp-toolbox.md", "source_path": "services/tool-access-and-integration/google-mcp-toolbox.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "{\n \"mcpServers\": {\n \"toolbox-postgres\": {\n \"command\": \"npx\",\n \"args\": [\"-y\", \"@toolbox-sdk/server\", \"--prebuilt=postgres\"]\n }\n }\n}", "url": "https://mcp-toolbox.dev/documentation/configuration/prebuilt-configs/" }, "protocols": [ "mcp", "sdk", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/greyridge-x402-tools", "slug": "greyridge-x402-tools", "name": "Grey Ridge x402 Tools", "tagline": "Vet an MCP server before your agent trusts it.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://x402-data-api.sigrunner.workers.dev/", "repository": "https://github.com/rezearcher/greyridge-x402-tools", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/greyridge-x402-tools.md", "source_path": "services/tool-access-and-integration/greyridge-x402-tools.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "# Keyless CLI, no install — scan any MCP server's advertised tools before trusting them.\n# (the package ships multiple bins, so -p selects mcpscan)\nnpx -y -p github:rezearcher/greyridge-x402-tools#v0.3.0 mcpscan https://mcp.deepwiki.com/mcp\n\n# Coding-time Skill / Claude Code plugin:\n/plugin marketplace add rezearcher/greyridge-x402-tools", "url": "https://mcp.deepwiki.com/mcp" }, "protocols": [ "agent-skill", "mcp", "rest", "cli", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/mcp-gateway-registry", "slug": "mcp-gateway-registry", "name": "MCP Gateway & Registry", "tagline": "Unified Agent & MCP Server Registry – Gateway for AI Development Tools", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "tool-access-and-integration", "website": "https://agentic-community.github.io/mcp-gateway-registry/", "repository": "https://github.com/agentic-community/mcp-gateway-registry", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/mcp-gateway-registry.md", "source_path": "services/tool-access-and-integration/mcp-gateway-registry.md", "onboarding": { "type": "mcp", "pattern": "CLI + MCP gateway", "instruction": "git clone https://github.com/agentic-community/mcp-gateway-registry.git\ncd mcp-gateway-registry\ncp .env.example .env\n# Set required secrets (KEYCLOAK_ADMIN_PASSWORD, SECRET_KEY, …) — see docs/configuration.md\n./build_and_run.sh --prebuilt", "url": "https://github.com/agentic-community/mcp-gateway-registry.git" }, "protocols": [ "agent-skill", "mcp", "rest", "cli", "a2a", "openapi", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-08-25 (repo metadata)", "verified_at": "2026-10-13", "verification_sources": [ "https://api.github.com/repos/agentic-community/mcp-gateway-registry" ] }, { "id": "tool-access-and-integration/mcpgateway", "slug": "mcpgateway", "name": "MCP Gateway", "tagline": "The platform for production AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://mcpgateway.com", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/mcpgateway.md", "source_path": "services/tool-access-and-integration/mcpgateway.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "pip install mcpgateway-sdk", "url": null }, "protocols": [ "mcp", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/mcphub", "slug": "mcphub", "name": "MCPHub", "tagline": "One gateway for all your MCP servers.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "tool-access-and-integration", "website": "https://www.mcphub.app", "repository": "https://github.com/samanhappy/mcphub", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/mcphub.md", "source_path": "services/tool-access-and-integration/mcphub.md", "onboarding": { "type": "mcp", "pattern": "CLI + MCP gateway", "instruction": "docker run -p 3000:3000 \\\n -v ./mcp_settings.json:/app/mcp_settings.json \\\n -v ./data:/app/data \\\n samanhappy/mcphub", "url": "http://localhost:3000/mcp" }, "protocols": [ "mcp", "cli", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-10-19 (repo metadata); Docker samanhappy/mcphub; demo https://demo.mcphub.app/ (HTTP 200 on 2026-10-19)", "verified_at": "2026-10-19", "verification_sources": [ "https://api.github.com/repos/samanhappy/mcphub", "https://demo.mcphub.app/" ] }, { "id": "tool-access-and-integration/mcpjungle", "slug": "mcpjungle", "name": "MCPJungle", "tagline": "Run all your MCP servers behind one endpoint", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "tool-access-and-integration", "website": "https://docs.mcpjungle.com", "repository": "https://github.com/mcpjungle/MCPJungle", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/mcpjungle.md", "source_path": "services/tool-access-and-integration/mcpjungle.md", "onboarding": { "type": "mcp", "pattern": "CLI + MCP gateway", "instruction": "curl -O https://raw.githubusercontent.com/mcpjungle/MCPJungle/refs/heads/main/docker-compose.yaml\ndocker compose up -d\nbrew install mcpjungle/mcpjungle/mcpjungle\nmcpjungle register --name context7 --url https://mcp.context7.com/mcp", "url": "https://raw.githubusercontent.com/mcpjungle/MCPJungle/refs/heads/main/docker-compose.yaml" }, "protocols": [ "mcp", "cli", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-08-02 (repo metadata) — quieter than neighboring gateways; repo public and not archived, docs site and Docker Compose path still live as of 2026-10-19", "verified_at": "2026-10-19", "verification_sources": [ "https://api.github.com/repos/mcpjungle/MCPJungle" ] }, { "id": "tool-access-and-integration/metamcp", "slug": "metamcp", "name": "MetaMCP", "tagline": "MCP Aggregator, Orchestrator, Middleware, Gateway in one docker", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "tool-access-and-integration", "website": "https://docs.metamcp.com", "repository": "https://github.com/metatool-ai/metamcp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/metamcp.md", "source_path": "services/tool-access-and-integration/metamcp.md", "onboarding": { "type": "mcp", "pattern": "CLI + MCP gateway", "instruction": "git clone https://github.com/metatool-ai/metamcp.git\ncd metamcp\ncp example.env .env\ndocker compose up -d", "url": "https://github.com/metatool-ai/metamcp.git" }, "protocols": [ "mcp", "openapi", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-06-22 (repo metadata) — quieter than MCPHub/ContextForge; default branch ai-dev. README still notes maintenance delay while merging PRs; repo public, not archived, docs live as of 2026-10-20. Still admitted: MIT + clear MCP aggregator/gateway OSS not already listed", "verified_at": "2026-10-20", "verification_sources": [ "https://api.github.com/repos/metatool-ai/metamcp" ] }, { "id": "tool-access-and-integration/nango", "slug": "nango", "name": "Nango", "tagline": "The OAuth and API credential layer for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://nango.dev", "repository": "https://github.com/NangoHQ/nango", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/nango.md", "source_path": "services/tool-access-and-integration/nango.md", "onboarding": { "type": "other", "pattern": null, "instruction": "$skills install @NangoHQ/sync-builder-skill", "url": null }, "protocols": [ "agent-skill", "mcp", "rest", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/obot", "slug": "obot", "name": "Obot", "tagline": "Complete MCP Platform — Hosting, Registry, Gateway, and Chat Client.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://obot.ai", "repository": "https://github.com/obot-platform/obot", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/obot.md", "source_path": "services/tool-access-and-integration/obot.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "# Self-hosted (Kubernetes / Docker):\nhelm install obot obot/obot\n# or:\ndocker run -p 8080:8080 ghcr.io/obot-platform/obot:latest\n\n# Then point any MCP-compatible agent at the gateway URL:\nhttps:///mcp", "url": null }, "protocols": [ "mcp", "rest", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/openchatcut", "slug": "openchatcut", "name": "OpenChatCut", "tagline": "Open-source, local-first conversational AI video editor with a professional multi-track timeline, Agent Skills, MCP integration, and Remotion rendering.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "tool-access-and-integration", "website": "https://openchatcut.com", "repository": "https://github.com/0xsline/OpenChatCut", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/openchatcut.md", "source_path": "services/tool-access-and-integration/openchatcut.md", "onboarding": { "type": "agent-skill", "pattern": null, "instruction": "npx skills add 0xsline/OpenChatCut", "url": "http://localhost:5199/api/external-mcp/mcp" }, "protocols": [ "agent-skill", "mcp", "http" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "v0.2.14 released 2026-09-04; 2,000 stars; root LICENSE is AGPL-3.0; openchatcut.com returned HTTP 200 on 2026-09-26 (repo metadata)", "verified_at": "2026-09-26", "verification_sources": [ "https://github.com/0xsline/OpenChatCut/releases/tag/v0.2.14", "https://openchatcut.com", "https://api.github.com/repos/0xsline/OpenChatCut" ] }, { "id": "tool-access-and-integration/rea", "slug": "rea", "name": "REA (Reverse Engineer Anything)", "tagline": "One MCP for reverse engineering across binaries, applications, and runtime behavior.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://rea.tools", "repository": "https://github.com/morluto/rea", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/rea.md", "source_path": "services/tool-access-and-integration/rea.md", "onboarding": { "type": "mcp", "pattern": "MCP (stdio) + CLI + agent workflow instructions", "instruction": "# Preview the config changes first, then apply\nnpx -y rea-agents setup --dry-run\nnpx rea-agents setup # choose agents, review, approve (backs up existing config)\n# restart the agent, then verify\nrea doctor --json", "url": "https://github.com/morluto/rea/blob/main/docs/installation.md" }, "protocols": [ "agent-skill", "mcp", "cli", "stdio" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/sandbase-cli", "slug": "sandbase-cli", "name": "SandBase CLI", "tagline": "Give your AI agent superpowers. One command. 2,000+ AI models.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "tool-access-and-integration", "website": "https://www.sandbase.ai", "repository": "https://github.com/sandbaseai/cli", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/sandbase-cli.md", "source_path": "services/tool-access-and-integration/sandbase-cli.md", "onboarding": { "type": "mcp", "pattern": "local MCP bridge (stdio) after one browser approval", "instruction": "npx -y https://github.com/sandbaseai/cli/releases/download/v0.1.17/sandbaseai-cli-0.1.17.tgz connect", "url": "https://github.com/sandbaseai/cli/releases/download/v0.1.17/sandbaseai-cli-0.1.17.tgz" }, "protocols": [ "agent-skill", "mcp", "cli", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-08-23; immutable v0.1.17 published 2026-08-19", "verified_at": "2026-10-13", "verification_sources": [ "https://github.com/sandbaseai/cli/releases/tag/v0.1.17" ] }, { "id": "tool-access-and-integration/scalekit", "slug": "scalekit", "name": "Scalekit", "tagline": "Connect your agents to any tool. Authenticated, scoped, and logged.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://www.scalekit.com", "repository": "https://github.com/scalekit-inc/scalekit-sdk-python", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/scalekit.md", "source_path": "services/tool-access-and-integration/scalekit.md", "onboarding": { "type": "agent-skill", "pattern": null, "instruction": "npx skills add scalekit-inc/authstack --skill integrate-agentkit", "url": "https://docs.scalekit.com/agentkit/quickstart/" }, "protocols": [ "agent-skill", "mcp", "rest", "webhook", "sdk", "openapi", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/smithery", "slug": "smithery", "name": "Smithery", "tagline": "Connect your agent to thousands of MCP tools and Agent Skills.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://smithery.ai", "repository": "https://github.com/arcadeai-labs/smithery-cli", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/smithery.md", "source_path": "services/tool-access-and-integration/smithery.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "npx @smithery/cli@latest setup\n# or\nnpm install -g @smithery/cli\nsmithery auth login\nsmithery mcp add \nsmithery tool list\nsmithery tool call ''", "url": "https://smithery.ai/docs" }, "protocols": [ "agent-skill", "mcp", "cli", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/snyk-agent-scan", "slug": "snyk-agent-scan", "name": "Snyk Agent Scan", "tagline": "Security scanner for AI agents, MCP servers and agent skills.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://github.com/snyk/agent-scan", "repository": "https://github.com/snyk/agent-scan", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/snyk-agent-scan.md", "source_path": "services/tool-access-and-integration/snyk-agent-scan.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "uvx snyk-agent-scan@latest scan", "url": null }, "protocols": [ "mcp", "cli" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/toolhive", "slug": "toolhive", "name": "ToolHive", "tagline": "Run any MCP server securely, instantly, anywhere.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://stacklok.com/download/", "repository": "https://github.com/stacklok/toolhive-studio", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/toolhive.md", "source_path": "services/tool-access-and-integration/toolhive.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "brew tap stacklok/tap\nbrew install thv\nthv --help", "url": "https://docs.stacklok.com" }, "protocols": [ "mcp", "cli", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/toolhouse", "slug": "toolhouse", "name": "Toolhouse", "tagline": "Repetitive tasks, done for you, by AI workers.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "tool-access-and-integration", "website": "https://toolhouse.ai", "repository": "https://github.com/toolhouseai/toolhouse-sdk-python", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/toolhouse.md", "source_path": "services/tool-access-and-integration/toolhouse.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "npm install -g toolhouse then th deploy", "url": null }, "protocols": [ "mcp", "rest", "cli", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "tool-access-and-integration/toolport", "slug": "toolport", "name": "Toolport", "tagline": "Every tool. One port.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "tool-access-and-integration", "website": "https://toolport.app", "repository": "https://github.com/btsouth/toolport", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/tool-access-and-integration/toolport.md", "source_path": "services/tool-access-and-integration/toolport.md", "onboarding": { "type": "mcp", "pattern": "local MCP gateway (stdio) after a one-time desktop install", "instruction": "1. Download the installer from https://github.com/btsouth/toolport/releases/latest", "url": "https://github.com/btsouth/toolport/releases/latest" }, "protocols": [ "mcp", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Repository transferred from tsouth89/toolport to btsouth/toolport (old URL redirects); last push 2026-09-26; license MIT (repo metadata)", "verified_at": "2026-09-26", "verification_sources": [ "https://api.github.com/repos/btsouth/toolport" ] }, { "id": "oversight-and-approval/cordum", "slug": "cordum", "name": "Cordum", "tagline": "The open agent control plane.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "oversight-and-approval", "website": "https://github.com/cordum-io/cordum", "repository": "https://github.com/cordum-io/cordum", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/oversight-and-approval/cordum.md", "source_path": "services/oversight-and-approval/cordum.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "Deploy Cordum and connect LangChain/CrewAI/MCP agents to policy gates", "url": null }, "protocols": [ "mcp", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "oversight-and-approval/humanlayer", "slug": "humanlayer", "name": "HumanLayer", "tagline": "Human in the Loop for AI Agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "oversight-and-approval", "website": "https://humanlayer.dev", "repository": "https://github.com/humanlayer/humanlayer", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/oversight-and-approval/humanlayer.md", "source_path": "services/oversight-and-approval/humanlayer.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install humanlayer then decorate high-risk functions with @hl.require_approval()", "url": null }, "protocols": [ "rest", "webhook", "sdk", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "oversight-and-approval/preloop", "slug": "preloop", "name": "Preloop", "tagline": "The Open Source Control Plane for AI Agents", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "oversight-and-approval", "website": "https://preloop.ai", "repository": "https://github.com/preloop/preloop", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/oversight-and-approval/preloop.md", "source_path": "services/oversight-and-approval/preloop.md", "onboarding": { "type": "cli", "pattern": "CLI that rewrites local agents onto the control plane", "instruction": "curl -fsSL https://preloop.ai/install/cli | sh\npreloop signup\n# or: preloop login --url http://localhost:3000\npreloop agents discover", "url": "https://preloop.ai/install/cli" }, "protocols": [ "mcp", "rest", "cli", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "v0.16.0 released 2026-09-21; last GitHub push 2026-09-29; Apache-2.0; preloop.ai, docs, and the CLI installer HTTP 200 (verified 2026-09-30)", "verified_at": "2026-09-30", "verification_sources": [ "https://github.com/preloop/preloop/releases/tag/v0.16.0", "https://preloop.ai", "https://docs.preloop.ai" ] }, { "id": "oversight-and-approval/sallyport", "slug": "sallyport", "name": "Sallyport", "tagline": "Let your agent touch prod. Keep the keys.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "oversight-and-approval", "website": "https://sallyport.dev", "repository": "https://github.com/OlegSotnikov/sallyport", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/oversight-and-approval/sallyport.md", "source_path": "services/oversight-and-approval/sallyport.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "brew install --cask olegsotnikov/tap/sallyport", "url": null }, "protocols": [ "mcp", "cli", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Latest release is still v0.8.16 (2026-07-17); last push still 2026-07-19; 192 stars on 2026-09-26 (the 2026-08-13 snapshot was 246); license Apache-2.0; sallyport.dev returned HTTP 200 and still uses the catalog tagline (repo metadata)", "verified_at": "2026-09-26", "verification_sources": [ "https://github.com/OlegSotnikov/sallyport/releases/tag/v0.8.16", "https://sallyport.dev", "https://api.github.com/repos/OlegSotnikov/sallyport" ] }, { "id": "oversight-and-approval/sondera-coding-agent-hooks", "slug": "sondera-coding-agent-hooks", "name": "Sondera Coding Agent Hooks", "tagline": "A reference monitor for AI coding agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "oversight-and-approval", "website": "https://github.com/sondera-ai/sondera-coding-agent-hooks", "repository": "https://github.com/sondera-ai/sondera-coding-agent-hooks", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/oversight-and-approval/sondera-coding-agent-hooks.md", "source_path": "services/oversight-and-approval/sondera-coding-agent-hooks.md", "onboarding": { "type": "other", "pattern": null, "instruction": "Install hook binaries and Cedar policy files around coding-agent sessions", "url": null }, "protocols": [ "mcp", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "oversight-and-approval/tracekit", "slug": "tracekit", "name": "Tracekit", "tagline": "Let your agents act. Prove every action.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "oversight-and-approval", "website": "https://tracekit.tech", "repository": "https://github.com/Cygnux-Labs/Tracekit", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/oversight-and-approval/tracekit.md", "source_path": "services/oversight-and-approval/tracekit.md", "onboarding": { "type": "sdk", "pattern": "SDK (Python or TypeScript) that asks a signer you run before each tool call", "instruction": "pip install tracekit-ai # then make \"import tracekit; tracekit.instrument()\" the agent's first line and run it\ntracekit last # export the latest run and verify it offline\ntracekit approvals list # calls held for a person; answer with: tracekit approvals approve ID", "url": "https://github.com/Cygnux-Labs/Tracekit/wiki/Quickstart" }, "protocols": [ "mcp", "cli", "sdk", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "oversight-and-approval/withhuman", "slug": "withhuman", "name": "withHuman", "tagline": "The approval layer for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "oversight-and-approval", "website": "https://withhuman.ai", "repository": "https://github.com/withHumanAI/withHuman", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/oversight-and-approval/withhuman.md", "source_path": "services/oversight-and-approval/withhuman.md", "onboarding": { "type": "cli", "pattern": "Hooks (Claude Code, Codex) + SDKs (Python/TypeScript) + AAP HTTP protocol", "instruction": "1. Run withHuman yourself (Docker or from source; one binary with built-in database and workflow engine) or use the hosted version.", "url": null }, "protocols": [ "cli", "sdk", "openapi" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "commerce-and-payments/402xagent", "slug": "402xagent", "name": "402xAgent", "tagline": "The check an agent calls before paying any x402 endpoint.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "commerce-and-payments", "website": "https://402xagent.com", "repository": "https://github.com/withgrokbot/x402-spotcheck", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/402xagent.md", "source_path": "services/commerce-and-payments/402xagent.md", "onboarding": { "type": "mcp", "pattern": "HTTP and MCP", "instruction": "curl 'https://api.402xagent.com/v1/products/endpoint-spot-check?url='", "url": "https://api.402xagent.com/v1/products/endpoint-spot-check?url=" }, "protocols": [ "mcp", "openapi", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "GET https://api.402xagent.com/health returned {\"ok\":true,\"version\":\"0.26.1\"}. Free check example GET https://api.402xagent.com/v1/products/endpoint-spot-check?url=https://api.402rates.com/v1/ping returned verdict: pay with receipt https://402xagent.com/v1/receipts/sc-1373dc485641b938. MCP initialize on POST https://api.402xagent.com/mcp returned server name 402xagent, version 0.26.1.", "verified_at": "2026-10-13", "verification_sources": [ "https://api.402xagent.com/health", "https://api.402xagent.com/v1/products/endpoint-spot-check?url=https://api.402rates.com/v1/ping", "https://402xagent.com/v1/receipts/sc-1373dc485641b938", "https://api.402xagent.com/mcp" ] }, { "id": "commerce-and-payments/affixio", "slug": "affixio", "name": "AffixIO", "tagline": "Know which agent acted. Prove it stayed inside the lines.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "commerce-and-payments", "website": "https://www.affix-io.com/", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/affixio.md", "source_path": "services/commerce-and-payments/affixio.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "npm install affixio", "url": "https://www.affix-io.com/agent-trust/" }, "protocols": [ "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "commerce-and-payments/agentspay", "slug": "agentspay", "name": "AgentsPay", "tagline": "Crypto identity and embedded wallets for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "commerce-and-payments", "website": "https://agentspay.dev", "repository": "https://github.com/AgentPayy/agentpayy-platform", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/agentspay.md", "source_path": "services/commerce-and-payments/agentspay.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "Provision wallet at agentspay.dev, then use MCP-native gateway", "url": null }, "protocols": [ "mcp", "rest", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "commerce-and-payments/ap2", "slug": "ap2", "name": "Agent Payments Protocol (AP2)", "tagline": "An open protocol for the emerging Agent Economy.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "commerce-and-payments", "website": "https://ap2-protocol.org", "repository": "https://github.com/google-agentic-commerce/AP2", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/ap2.md", "source_path": "services/commerce-and-payments/ap2.md", "onboarding": { "type": "sdk", "pattern": "SDK + scenario samples", "instruction": "# Types package (PyPI later; official install is from git): https://github.com/google-agentic-commerce/AP2\nuv pip install git+https://github.com/google-agentic-commerce/AP2.git@main", "url": "https://github.com/google-agentic-commerce/AP2" }, "protocols": [ "sdk", "a2a", "http" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": "Last *code* push 2026-06-17 (repo metadata); docs/site still served. Quieter than neighboring commerce repos — disclose before treating samples as weekly-fresh", "verified_at": "2026-10-13", "verification_sources": [ "https://api.github.com/repos/google-agentic-commerce/AP2" ] }, { "id": "commerce-and-payments/circle-agent-stack", "slug": "circle-agent-stack", "name": "Circle Agent Stack", "tagline": "Financial infrastructure for the agentic economy.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "commerce-and-payments", "website": "https://www.circle.com/", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/circle-agent-stack.md", "source_path": "services/commerce-and-payments/circle-agent-stack.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "Read https://developers.circle.com/agent-stack and follow the Agent Stack quickstart to configure Agent Wallets, CLI, and payment flows.", "url": "https://developers.circle.com/agent-stack" }, "protocols": [ "agent-skill", "cli", "documentation" ], "mcp_status": "unknown", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "commerce-and-payments/coinbase-x402", "slug": "coinbase-x402", "name": "Coinbase Developer Platform (x402)", "tagline": "HTTP-native payments for the machine web — verify, settle, discover.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "commerce-and-payments", "website": "https://docs.cdp.coinbase.com/x402/welcome", "repository": "https://github.com/coinbase/x402", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/coinbase-x402.md", "source_path": "services/commerce-and-payments/coinbase-x402.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "# Example: Python SDK per coinbase/x402 README\npip install x402", "url": "https://docs.cdp.coinbase.com/x402/welcome" }, "protocols": [ "rest", "sdk", "http" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "commerce-and-payments/cymetica-ai", "slug": "cymetica-ai", "name": "CyMetica AI (EventTrader)", "tagline": "Agentically engineered financial platform with autonomous AI trading agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "commerce-and-payments", "website": "https://cymetica.com", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/cymetica-ai.md", "source_path": "services/commerce-and-payments/cymetica-ai.md", "onboarding": { "type": "other", "pattern": null, "instruction": "---", "url": "https://cymetica.com/.well-known/agent.json" }, "protocols": [ "mcp", "a2a", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "commerce-and-payments/g2-jobs", "slug": "g2-jobs", "name": "G2 Jobs (APEX Faucet)", "tagline": "An ERC-8183-readable job escrow for AI agents on Base and Arc, in USDC. No owner, no upgrade, 2% fee. If the evaluator stays silent after the work is delivered, the working agent is paid.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "commerce-and-payments", "website": "https://apexfaucet.xyz/g2/jobs/", "repository": "https://github.com/apexfaucet-hub/g2-agentkit", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/g2-jobs.md", "source_path": "services/commerce-and-payments/g2-jobs.md", "onboarding": { "type": "url", "pattern": "URL Onboarding", "instruction": "# URL Onboarding:\nRead https://apexfaucet.xyz/g2/jobs/llms.txt and follow it: read the terms at https://apexfaucet.xyz/.well-known/g2-jobs.json, then createJob -> setBudget -> fund -> submit -> complete or reject.\n\n# MCP (Streamable HTTP, unsigned transactions you sign with your own key):\nhttps://apexfaucet.xyz/api/mcp/g2jobs (registry name xyz.apexfaucet/apex-g2-jobs)\n\n# SDK (Coinbase AgentKit):\nnpm install @apexfaucet/g2-agentkit # then: g2JobsActionProvider() adds 11 actions to an AgentKit agent", "url": "https://apexfaucet.xyz/g2/jobs/llms.txt" }, "protocols": [ "url-onboarding", "mcp", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "commerce-and-payments/inam-protocol", "slug": "inam-protocol", "name": "INAM Protocol", "tagline": "Check an AI agent or x402 seller before you pay it.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "commerce-and-payments", "website": "https://inamprotocol.org", "repository": "https://github.com/inamprotocol/inam-protocol", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/inam-protocol.md", "source_path": "services/commerce-and-payments/inam-protocol.md", "onboarding": { "type": "mcp", "pattern": "HTTP, CLI and MCP", "instruction": "curl 'https://api.inamprotocol.org/v1/check?target='", "url": "https://api.inamprotocol.org/v1/check?target=" }, "protocols": [ "mcp", "rest", "cli", "sdk", "a2a", "openapi", "json-rpc", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "GET https://api.inamprotocol.org/v1/health returned status: ok, registry 0.12.0, spec 0.42, MCP 0.6.0. GET https://api.inamprotocol.org/v1/transparency/sth returned tree size 12. MCP initialize on POST https://api.inamprotocol.org/mcp returned server name inam-mcp, version 0.6.0. npm inamprotocol 0.21.0, PyPI inamprotocol 0.13.0", "verified_at": "2026-10-13", "verification_sources": [ "https://api.inamprotocol.org/v1/health", "https://api.inamprotocol.org/v1/transparency/sth", "https://api.inamprotocol.org/mcp" ] }, { "id": "commerce-and-payments/lumen-tab", "slug": "lumen-tab", "name": "Lumen Tab", "tagline": "Prepaid USDC tabs for pay-per-call AI agent APIs on Arc.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "commerce-and-payments", "website": "https://dansgit2b.github.io/lumen-tab/", "repository": "https://github.com/Dansgit2b/lumen-tab", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/lumen-tab.md", "source_path": "services/commerce-and-payments/lumen-tab.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "npm install github:Dansgit2b/lumen-tab", "url": "https://github.com/Dansgit2b/lumen-tab/blob/main/examples/agent.mjs" }, "protocols": [ "sdk", "http" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "Repository created 2026-10-09, last push 2026-10-09, SDK version 0.1.0; dashboard returned HTTP 200 on 2026-10-11; contract 0xb4a0364c58B2DF53e25FfF0463B5434160Ed2B50 deployed on Arc mainnet with demo transactions listed in DEPLOYMENTS.md", "verified_at": "2026-10-11", "verification_sources": [ "https://github.com/Dansgit2b/lumen-tab/blob/main/DEPLOYMENTS.md" ] }, { "id": "commerce-and-payments/mpp", "slug": "mpp", "name": "MPP", "tagline": "MPP lets agents pay for services on the web, extensible to any payment method.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "commerce-and-payments", "website": "https://mpp.dev", "repository": "https://github.com/wevm/mppx", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/mpp.md", "source_path": "services/commerce-and-payments/mpp.md", "onboarding": { "type": "sdk", "pattern": "SDK + HTTP 402", "instruction": "npm i mppx", "url": "https://mpp.dev/quickstart/client.md" }, "protocols": [ "mcp", "cli", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last wevm/mppx push 2026-08-27 (repo metadata); thinner star count than neighboring commerce OSS — still the documented TypeScript SDK", "verified_at": "2026-10-13", "verification_sources": [ "https://api.github.com/repos/wevm/mppx" ] }, { "id": "commerce-and-payments/nevermined", "slug": "nevermined", "name": "Nevermined", "tagline": "The payment layer AI agents actually need.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "commerce-and-payments", "website": "https://nevermined.ai/", "repository": "https://github.com/nevermined-io/payments", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/nevermined.md", "source_path": "services/commerce-and-payments/nevermined.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install payments-py — x402 handles payments transparently in the HTTP cycle", "url": null }, "protocols": [ "rest", "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "commerce-and-payments/openlibx402", "slug": "openlibx402", "name": "OpenLibx402", "tagline": "An open-source library for AI-native x402 integrations.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "commerce-and-payments", "website": "https://github.com/openlibx402/openlibx402", "repository": "https://github.com/openlibx402/openlibx402", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/openlibx402.md", "source_path": "services/commerce-and-payments/openlibx402.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "Install the Python or Node SDK from [openlibx402/openlibx402](https://github.com/openlibx402/openlibx402)", "url": "https://github.com/openlibx402/openlibx402" }, "protocols": [ "sdk", "documentation" ], "mcp_status": "unknown", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "commerce-and-payments/payman-ai", "slug": "payman-ai", "name": "Payman AI", "tagline": "Agentic AI that does the banking. Under your control.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "commerce-and-payments", "website": "https://paymanai.com", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/payman-ai.md", "source_path": "services/commerce-and-payments/payman-ai.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "Review the current [Payman API license](https://paymanai.com/api-license), then", "url": "https://paymanai.com/api-license" }, "protocols": [ "agent-skill", "mcp", "rest", "sdk", "api", "documentation" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "commerce-and-payments/priors", "slug": "priors", "name": "Priors", "tagline": "Reputation for AI agents that is earned, public and recomputable.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "commerce-and-payments", "website": "https://priors.trade", "repository": "https://github.com/priors-agents/priors", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/priors.md", "source_path": "services/commerce-and-payments/priors.md", "onboarding": { "type": "mcp", "pattern": "Hosted read-only MCP (no key) + optional SDK/CLI for on-chain actions", "instruction": "claude mcp add --transport http priors https://mcp.priors.trade/mcp", "url": "https://mcp.priors.trade/mcp" }, "protocols": [ "agent-skill", "mcp", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Hosted MCP https://mcp.priors.trade/mcp initializes as priors-read v0.3.0; repo last push 2026-10-26; CreditPool v2 live on Robinhood Chain (4663)", "verified_at": "2026-10-27", "verification_sources": [ "https://mcp.priors.trade/mcp" ] }, { "id": "commerce-and-payments/saifuro", "slug": "saifuro", "name": "Saifuro", "tagline": "The financial OS for the AI agent economy.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "commerce-and-payments", "website": "https://saifuro.com", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/saifuro.md", "source_path": "services/commerce-and-payments/saifuro.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "curl -s https://api.saifuro.com/v1/authorizations \\\n -H \"Authorization: Bearer $SAIFURO_AGENT_KEY\" \\\n -H \"Content-Type: application/json\" \\\n -d '{ \"amount\": 120.00, \"currency\": \"USD\", \"recipient\": \"vendor:acme_saas\", \"category\": \"saas\" }'", "url": "https://api.saifuro.com/v1/authorizations" }, "protocols": [ "rest", "webhook", "cli", "acp", "api" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": "2026-10-05", "verification_sources": [ "https://saifuro.com" ] }, { "id": "commerce-and-payments/secondsign-core", "slug": "secondsign-core", "name": "SecondSign Core", "tagline": "An independent transaction co-signer for AI agents that manage other people's money.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "commerce-and-payments", "website": "https://secondsignruntime.com", "repository": "https://github.com/Bestpart-Irene/secondsign-core", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/secondsign-core.md", "source_path": "services/commerce-and-payments/secondsign-core.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install secondsign-core\npython examples/quickstart.py", "url": "https://github.com/Bestpart-Irene/secondsign-core" }, "protocols": [ "sdk", "http", "api" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": "Latest release is still v0.2.0 (2026-08-01); 32 stars; license Apache-2.0; last push 2026-09-04; secondsignruntime.com returned HTTP 200 on 2026-09-26 (repo metadata)", "verified_at": "2026-09-26", "verification_sources": [ "https://github.com/Bestpart-Irene/secondsign-core/releases/tag/v0.2.0", "https://secondsignruntime.com", "https://api.github.com/repos/Bestpart-Irene/secondsign-core" ] }, { "id": "commerce-and-payments/send21", "slug": "send21", "name": "send21", "tagline": "Payments for AI agents, without giving them your keys", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "commerce-and-payments", "website": "https://send21.io", "repository": "https://github.com/send21io/send21-examples", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/send21.md", "source_path": "services/commerce-and-payments/send21.md", "onboarding": { "type": "mcp", "pattern": "MCP", "instruction": "claude mcp add --transport http send21 https://send21.io/mcp \\\n --header \"Authorization: Bearer s21_...\"", "url": "https://send21.io/mcp" }, "protocols": [ "agent-skill", "mcp", "rest", "webhook", "sdk", "openapi", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Homepage HTTP 200. Unauthenticated tools/list on POST https://send21.io/mcp returned 14 tools. https://send21.io/llms-full.txt", "verified_at": "2026-10-27", "verification_sources": [ "https://send21.io/mcp", "https://send21.io/llms-full.txt" ] }, { "id": "commerce-and-payments/shinjuku-shield", "slug": "shinjuku-shield", "name": "Shinjuku Shield", "tagline": "Privacy-only x402 facilitator for AI agents on Solana.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "commerce-and-payments", "website": "https://shinjukustaition.com", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/shinjuku-shield.md", "source_path": "services/commerce-and-payments/shinjuku-shield.md", "onboarding": { "type": "mcp", "pattern": "Local self-custody MCP wallet", "instruction": "npm install -g shinjuku@0.3.86\nshinjuku setup", "url": null }, "protocols": [ "mcp", "cli", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "npm shinjuku-shield@0.3.86 pinned 2026-10-23; site https://shinjukustaition.com HTTP 200; GitHub push 2026-10-27", "verified_at": "2026-10-27", "verification_sources": [ "https://shinjukustaition.com" ] }, { "id": "commerce-and-payments/skyfire", "slug": "skyfire", "name": "Skyfire", "tagline": "Identity and payments for autonomous AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "commerce-and-payments", "website": "https://skyfire.xyz", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/skyfire.md", "source_path": "services/commerce-and-payments/skyfire.md", "onboarding": { "type": "other", "pattern": null, "instruction": "Register at skyfire.xyz/product — receive agent wallet + KYA identity token", "url": null }, "protocols": [ "rest", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "commerce-and-payments/tollex", "slug": "tollex", "name": "Tollex", "tagline": "The economic control plane for autonomous software.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "commerce-and-payments", "website": "https://tollex.org", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/tollex.md", "source_path": "services/commerce-and-payments/tollex.md", "onboarding": { "type": "url", "pattern": "URL Onboarding", "instruction": "Read https://tollex.org/llms.txt, then follow https://tollex.org/docs/getting-started/", "url": "https://tollex.org/llms.txt" }, "protocols": [ "url-onboarding", "agent-skill", "a2a", "openapi", "json-rpc", "http", "api" ], "mcp_status": "unknown", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "commerce-and-payments/ucp", "slug": "ucp", "name": "Universal Commerce Protocol (UCP)", "tagline": "The common language for platforms, agents, and businesses.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "commerce-and-payments", "website": "https://ucp.dev", "repository": "https://github.com/Universal-Commerce-Protocol/ucp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/ucp.md", "source_path": "services/commerce-and-payments/ucp.md", "onboarding": { "type": "sdk", "pattern": "SDK + protocol spec", "instruction": "# Schema tool agents use to resolve ucp_* annotations at runtime\ncargo install ucp-schema\n\n# Spec + docs checkout\ngit clone https://github.com/Universal-Commerce-Protocol/ucp.git", "url": "https://github.com/Universal-Commerce-Protocol/ucp.git" }, "protocols": [ "mcp", "rest", "cli", "sdk", "a2a", "json-rpc", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-08-25 (repo metadata); spec + docs repo", "verified_at": "2026-10-13", "verification_sources": [ "https://api.github.com/repos/Universal-Commerce-Protocol/ucp" ] }, { "id": "commerce-and-payments/veyra", "slug": "veyra", "name": "Veyra", "tagline": "Let your AI agents make payments — with guardrails you control.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "commerce-and-payments", "website": "https://veyra.money", "repository": "https://github.com/zapxlabs/veyra-mcp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/commerce-and-payments/veyra.md", "source_path": "services/commerce-and-payments/veyra.md", "onboarding": { "type": "mcp", "pattern": "MCP", "instruction": "claude mcp add --transport http veyra https://veyra.money/api/mcp \\\n --header \"Authorization: Bearer veyra_...\"", "url": "https://veyra.money/api/mcp" }, "protocols": [ "mcp", "sdk", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Homepage HTTP 200. POST https://veyra.money/api/mcp initialize returned server name veyra. Pricing page and llms.txt agree on Free £0, Pro £19/month, Team £79/month. https://veyra.money", "verified_at": "2026-10-09", "verification_sources": [ "https://veyra.money/api/mcp", "https://veyra.money" ] }, { "id": "agent-runtime-and-infrastructure/acpx", "slug": "acpx", "name": "acpx", "tagline": "Headless CLI client for stateful Agent Client Protocol (ACP) sessions — so AI agents and orchestrators can talk to coding agents over a structured protocol instead of PTY scraping.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://github.com/openclaw/acpx", "repository": "https://github.com/openclaw/acpx", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/acpx.md", "source_path": "services/agent-runtime-and-infrastructure/acpx.md", "onboarding": { "type": "url", "pattern": "Coding-time Skill + CLI", "instruction": "# Install acpx globally (recommended for session reuse)\nnpm install -g acpx@latest\n\n# Install the acpx skill for full command reference\nnpx acpx@latest --skill install acpx\n\n# Read the skill reference for all commands and workflows\n# Read https://raw.githubusercontent.com/openclaw/acpx/main/skills/acpx/SKILL.md\n\n# Delegate to a coding agent via ACP\nnpx acpx@latest codex \"fix the failing tests\"\nnpx acpx@latest claude \"refactor the auth module\"\nnpx acpx@latest exec \"one-shot: summarize this repo\"", "url": "https://raw.githubusercontent.com/openclaw/acpx/main/skills/acpx/SKILL.md" }, "protocols": [ "url-onboarding", "agent-skill", "cli", "acp", "http" ], "mcp_status": "not-applicable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/aembit", "slug": "aembit", "name": "Aembit", "tagline": "Secretless workload identity and access management for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://aembit.io", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/aembit.md", "source_path": "services/agent-runtime-and-infrastructure/aembit.md", "onboarding": { "type": "other", "pattern": null, "instruction": "Configure Aembit access policy — agent requests JIT credentials at runtime, no code changes", "url": null }, "protocols": [ "mcp", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/agent-rider", "slug": "agent-rider", "name": "Agent Rider", "tagline": "Stop making your agents re-prove themselves every time.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-runtime-and-infrastructure", "website": "https://agentrider.fly.dev", "repository": "https://github.com/ceedot-rock/Agent-Rider", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/agent-rider.md", "source_path": "services/agent-runtime-and-infrastructure/agent-rider.md", "onboarding": { "type": "url", "pattern": "URL Onboarding", "instruction": "Read https://agentrider.fly.dev/llms.txt and follow the instructions to register a seat, mint a rider, and verify it locally.", "url": "https://agentrider.fly.dev/llms.txt" }, "protocols": [ "url-onboarding", "mcp", "rest", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Live host, /.well-known/agent.json, and /.well-known/jwks.json returned HTTP 200. POST /api/mcp initialize named the server AgentRider. tools/list returned 66 tools. https://agentrider.fly.dev", "verified_at": "2026-10-09", "verification_sources": [ "https://agentrider.fly.dev" ] }, { "id": "agent-runtime-and-infrastructure/agent-substrate", "slug": "agent-substrate", "name": "Agent Substrate", "tagline": "A performant, high density runtime environment for large scale agent deployments.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-runtime-and-infrastructure", "website": "https://github.com/agent-substrate/substrate", "repository": "https://github.com/agent-substrate/substrate", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/agent-substrate.md", "source_path": "services/agent-runtime-and-infrastructure/agent-substrate.md", "onboarding": { "type": "cli", "pattern": "CLI + Kubernetes control plane", "instruction": "# Local kind path from the official README (development only)\nhack/create-kind-cluster.sh\nhack/install-ate-kind.sh --deploy-ate-system\nhack/install-ate-kind.sh --deploy-demo-counter\ngo install ./cmd/kubectl-ate\n\nkubectl ate create atespace demo\nkubectl ate create actor my-counter-1 -a demo --template=ate-demo-counter/counter\nkubectl port-forward -n ate-system svc/atenet-router 8000:80", "url": null }, "protocols": [ "grpc", "cli", "http", "api" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-08-25 (repo metadata); early development, APIs expected to change", "verified_at": "2026-10-13", "verification_sources": [ "https://api.github.com/repos/agent-substrate/substrate" ] }, { "id": "agent-runtime-and-infrastructure/agentanycast", "slug": "agentanycast", "name": "AgentAnycast", "tagline": "Connect AI agents across any network. No public IP required.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://github.com/AgentAnycast/agentanycast", "repository": "https://github.com/AgentAnycast/agentanycast", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/agentanycast.md", "source_path": "services/agent-runtime-and-infrastructure/agentanycast.md", "onboarding": { "type": "mcp", "pattern": "SDK + MCP (stdio via agentanycastd or uvx agentanycast-mcp) + auto-managed daemon", "instruction": "pip install agentanycast && agentanycast demo\n# Second terminal — use the peer id printed by the demo:\nagentanycast send \"Hello!\"", "url": "https://github.com/AgentAnycast/agentanycast/blob/main/docs/integrations/mcp-setup.md" }, "protocols": [ "mcp", "sdk", "stdio" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/agentuity", "slug": "agentuity", "name": "Agentuity", "tagline": "The Full-Stack Platform for AI Agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://agentuity.com", "repository": "https://github.com/agentuity/sdk", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/agentuity.md", "source_path": "services/agent-runtime-and-infrastructure/agentuity.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "# Follow quickstart at https://agentcompany.com/agentuity — install CLI and SDK, then deploy.\n# Example pattern (see official docs for current commands):\nnpm install @agentuity/sdk", "url": "https://agentcompany.com/agentuity" }, "protocols": [ "webhook", "cli", "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/amazon-bedrock-agentcore", "slug": "amazon-bedrock-agentcore", "name": "Amazon Bedrock AgentCore", "tagline": "Purpose-built for deploying and scaling dynamic AI agents and tools.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://aws.amazon.com/bedrock/agentcore/", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/amazon-bedrock-agentcore.md", "source_path": "services/agent-runtime-and-infrastructure/amazon-bedrock-agentcore.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install boto3 — configure AgentCore runtime via AWS SDK", "url": null }, "protocols": [ "rest", "sdk", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/aport-agent-guardrails", "slug": "aport-agent-guardrails", "name": "APort Agent Guardrails", "tagline": "Deterministic pre-action authorization for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://aport.io", "repository": "https://github.com/aporthq/aport-agent-guardrails", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/aport-agent-guardrails.md", "source_path": "services/agent-runtime-and-infrastructure/aport-agent-guardrails.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "npx @aporthq/aport-agent-guardrails then choose openclaw, cursor, claude-code, langchain, or crewai", "url": null }, "protocols": [ "cli", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/atxp", "slug": "atxp", "name": "ATXP", "tagline": "Give your AI agent a wallet, email, phone number, and instant access to paid MCP tools.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://atxp.ai", "repository": "https://github.com/atxp-dev/atxp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/atxp.md", "source_path": "services/agent-runtime-and-infrastructure/atxp.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "[docs.atxp.ai](https://docs.atxp.ai) — CLI / SDK / MCP-compatible endpoints", "url": "https://docs.atxp.ai" }, "protocols": [ "mcp", "cli", "sdk" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/auten", "slug": "auten", "name": "Auten", "tagline": "Give your AI agent hands. It clicks, types and sees your screen.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-runtime-and-infrastructure", "website": "https://auten.ai", "repository": "https://github.com/auten-ai/auten-mcp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/auten.md", "source_path": "services/agent-runtime-and-infrastructure/auten.md", "onboarding": { "type": "mcp", "pattern": "MCP (stdio) + local runner (installer)", "instruction": "curl -fsSL https://auten.ai/install | bash", "url": "https://auten.ai/install" }, "protocols": [ "mcp", "cli", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "npm @autenai/mcp 0.1.4 published 2026-10-10; listed in the official MCP registry as ai.auten/mcp; young project (no stars yet)", "verified_at": "2026-10-11", "verification_sources": [ "https://github.com/auten-ai/auten-mcp" ] }, { "id": "agent-runtime-and-infrastructure/chrome-devtools-mcp", "slug": "chrome-devtools-mcp", "name": "Chrome DevTools MCP", "tagline": "chrome-devtools-mcp lets your coding agent (such as Gemini, Claude, Cursor or Copilot) control and inspect a live Chrome browser.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://github.com/ChromeDevTools/chrome-devtools-mcp", "repository": "https://github.com/ChromeDevTools/chrome-devtools-mcp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/chrome-devtools-mcp.md", "source_path": "services/agent-runtime-and-infrastructure/chrome-devtools-mcp.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "{\n \"mcpServers\": {\n \"chrome-devtools\": {\n \"command\": \"npx\",\n \"args\": [\"-y\", \"chrome-devtools-mcp@latest\"]\n }\n }\n}", "url": "https://github.com/ChromeDevTools/chrome-devtools-mcp" }, "protocols": [ "mcp", "stdio" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/claude-managed-agents", "slug": "claude-managed-agents", "name": "Claude Managed Agents", "tagline": "The Claude API is a RESTful API at https://api.anthropic.com that provides programmatic access to Claude models and Claude Managed Agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://docs.anthropic.com/en/api/overview", "repository": "https://github.com/anthropics/anthropic-sdk-python", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/claude-managed-agents.md", "source_path": "services/agent-runtime-and-infrastructure/claude-managed-agents.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install anthropic", "url": "https://platform.claude.com/" }, "protocols": [ "rest", "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/claude-peers", "slug": "claude-peers", "name": "Claude Peers (claude-peers-mcp)", "tagline": "Allow all your Claude Codes to message each other ad-hoc!", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://github.com/louislva/claude-peers-mcp", "repository": "https://github.com/louislva/claude-peers-mcp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/claude-peers.md", "source_path": "services/agent-runtime-and-infrastructure/claude-peers.md", "onboarding": { "type": "mcp", "pattern": "MCP (stdio) + local broker", "instruction": "git clone https://github.com/louislva/claude-peers-mcp.git ~/claude-peers-mcp\ncd ~/claude-peers-mcp\nbun install\n\n# Register the MCP server for Claude Code (user scope)\nclaude mcp add --scope user --transport stdio claude-peers -- bun ~/claude-peers-mcp/server.ts\n\n# Run Claude Code with the claude-peers development channel\nclaude --dangerously-skip-permissions --dangerously-load-development-channels server:claude-peers", "url": "https://github.com/louislva/claude-peers-mcp.git" }, "protocols": [ "mcp", "cli", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/cloudflare-agents-sdk", "slug": "cloudflare-agents-sdk", "name": "Cloudflare Agents SDK", "tagline": "Build and host durable AI agents on Cloudflare's global network.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://developers.cloudflare.com/agents/", "repository": "https://github.com/cloudflare/agents", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/cloudflare-agents-sdk.md", "source_path": "services/agent-runtime-and-infrastructure/cloudflare-agents-sdk.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "npx create-cloudflare@latest --template cloudflare/agents-starter\ncd agents-starter && npm install\nnpm run dev", "url": null }, "protocols": [ "mcp", "websocket", "cli", "sdk", "http" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/cloudflare-computer", "slug": "cloudflare-computer", "name": "Cloudflare Computer", "tagline": "Give your agent a computer 👾", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-runtime-and-infrastructure", "website": "https://github.com/cloudflare/computer", "repository": "https://github.com/cloudflare/computer", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/cloudflare-computer.md", "source_path": "services/agent-runtime-and-infrastructure/cloudflare-computer.md", "onboarding": { "type": "sdk", "pattern": "SDK (Durable Object workspace)", "instruction": "npm install @cloudflare/computer", "url": null }, "protocols": [ "sdk", "api" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": "npm @cloudflare/computer 0.3.1 released 2026-09-18; README still marks the package PREVIEW ONLY; last GitHub push 2026-09-29; 9,325 stars; MIT; examples/mcp still present (verified 2026-09-30)", "verified_at": "2026-09-30", "verification_sources": [ "https://github.com/cloudflare/computer/tree/main/examples/mcp" ] }, { "id": "agent-runtime-and-infrastructure/codex-plugin-cc", "slug": "codex-plugin-cc", "name": "Codex plugin for Claude Code (codex-plugin-cc)", "tagline": "Use Codex from inside Claude Code for code reviews or to delegate tasks to Codex.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://github.com/openai/codex-plugin-cc", "repository": "https://github.com/openai/codex-plugin-cc", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/codex-plugin-cc.md", "source_path": "services/agent-runtime-and-infrastructure/codex-plugin-cc.md", "onboarding": { "type": "cli", "pattern": "Extension / Plugin (Claude Code marketplace plugin wrapping local Codex CLI + app server)", "instruction": "# In Claude Code: add marketplace and install plugin (see repo README)\n/plugin marketplace add openai/codex-plugin-cc\n/plugin install codex@openai-codex\n/reload-plugins\n/codex:setup\n\n# Optional: ensure Codex CLI is installed and signed in\nnpm install -g @openai/codex\n# then from Claude Code: !codex login\n\n# Typical delegation flow\n/codex:review --background\n/codex:status\n/codex:result\n\n# Delegate a fix or investigation to Codex (subagent)\n/codex:rescue investigate why the tests started failing", "url": "https://github.com/openai/codex-plugin-cc/blob/main/README.md" }, "protocols": [ "cli", "http" ], "mcp_status": "not-applicable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/cohesivity", "slug": "cohesivity", "name": "Cohesivity", "tagline": "backend infra your agents can actually use.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://cohesivity.ai", "repository": "https://github.com/cohesivity-org/cohesivity-plugin", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/cohesivity.md", "source_path": "services/agent-runtime-and-infrastructure/cohesivity.md", "onboarding": { "type": "agent-skill", "pattern": "CLI", "instruction": "npx --yes @cohesivity/init@0.8.3", "url": "https://cohesivity.ai/quickstart.sh" }, "protocols": [ "agent-skill", "mcp", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/cua", "slug": "cua", "name": "Cua", "tagline": "Scale computer fleets for every agent", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-runtime-and-infrastructure", "website": "https://cua.ai", "repository": "https://github.com/trycua/cua", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/cua.md", "source_path": "services/agent-runtime-and-infrastructure/cua.md", "onboarding": { "type": "mcp", "pattern": "CLI + MCP (stdio) + Sandbox / Fleet SDK", "instruction": "# macOS / Linux\n/bin/bash -c \"$(curl -fsSL https://cua.ai/driver/install.sh)\"\n\n# Windows (PowerShell)\nirm https://cua.ai/driver/install.ps1 | iex\n\ncua-driver --version\ncua-driver call list_apps\ncua-driver mcp-config --client ", "url": "https://cua.ai/driver/install.sh" }, "protocols": [ "agent-skill", "mcp", "cli", "sdk", "http" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Show HN CUA-S1 2026-09-19 (item 49767564); mature OSS (~24.6k★)", "verified_at": "2026-09-20", "verification_sources": [ "https://news.ycombinator.com/item?id=49767564" ] }, { "id": "agent-runtime-and-infrastructure/cx", "slug": "cx", "name": "cx", "tagline": "Semantic code navigation for AI agents — file overviews, symbol search, definitions, and references — without running a language server.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://github.com/ind-igo/cx", "repository": "https://github.com/ind-igo/cx", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/cx.md", "source_path": "services/agent-runtime-and-infrastructure/cx.md", "onboarding": { "type": "cli", "pattern": "CLI (Bash) + embedded agent instructions", "instruction": "# Install (pick one)\ncargo install cx-cli\n# or: brew tap ind-igo/cx && brew install cx\n# or: curl -sL https://raw.githubusercontent.com/ind-igo/cx/master/install.sh | sh\n\n# One-time grammars for the languages in the repo\ncx lang add rust typescript python\n\n# Emit machine-readable instructions for your agent (append to AGENTS.md, CLAUDE.md, etc.)\ncx skill >> AGENTS.md\n\n# Cheap-first navigation (TOON by default; add --json when you need JSON)\ncx overview src/main.rs\ncx symbols --kind fn\ncx definition --name resolve_root\ncx references --name Symbol", "url": "https://raw.githubusercontent.com/ind-igo/cx/master/install.sh" }, "protocols": [ "cli", "http" ], "mcp_status": "not-applicable", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/cyberdesk", "slug": "cyberdesk", "name": "Cyberdesk", "tagline": "Open source virtual desktops for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://www.cyberdesk.io", "repository": "https://github.com/cyberdesk-hq/cyberdesk", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/cyberdesk.md", "source_path": "services/agent-runtime-and-infrastructure/cyberdesk.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install cyberdesk\n# then create a desktop and execute computer actions via SDK/API", "url": "https://docs.cyberdesk.io" }, "protocols": [ "sdk", "api" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/db9", "slug": "db9", "name": "db9", "tagline": "Postgres but for agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://db9.ai", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/db9.md", "source_path": "services/agent-runtime-and-infrastructure/db9.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐ — the highest tier of agent-nativeness.", "instruction": "Read https://db9.ai/skill.md and follow the instructions.", "url": "https://db9.ai/skill.md" }, "protocols": [ "url-onboarding", "agent-skill", "rest", "cli", "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/deed-page", "slug": "deed-page", "name": "deed.page", "tagline": "Permanent static hosting for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-runtime-and-infrastructure", "website": "https://deed.page", "repository": "https://github.com/f-o-x11/deed-page-skill", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/deed-page.md", "source_path": "services/agent-runtime-and-infrastructure/deed-page.md", "onboarding": { "type": "url", "pattern": "URL Onboarding", "instruction": "Read https://deed.page/skill.md and follow the instructions to publish a page.", "url": "https://deed.page/skill.md" }, "protocols": [ "url-onboarding", "agent-skill", "mcp", "rest", "webhook", "cli", "openapi", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "https://deed.page, https://deed.page/llms.txt, https://deed.page/pricing and https://deed.page/openapi.json returned HTTP 200. MCP tools/list at https://deed.page/mcp returned 26 tools", "verified_at": "2026-10-26", "verification_sources": [ "https://deed.page", "https://deed.page/llms.txt", "https://deed.page/pricing", "https://deed.page/openapi.json", "https://deed.page/mcp" ] }, { "id": "agent-runtime-and-infrastructure/fiserv-agentos", "slug": "fiserv-agentos", "name": "agentOS by Fiserv", "tagline": "A governed operating layer that enables financial institutions to deploy AI agents safely and securely.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://www.fiserv.com/en/lp/agentos-by-fiserv.html", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/fiserv-agentos.md", "source_path": "services/agent-runtime-and-infrastructure/fiserv-agentos.md", "onboarding": { "type": "other", "pattern": null, "instruction": "Start with the official agentOS page and enterprise onboarding through Fiserv.", "url": null }, "protocols": [ "documentation" ], "mcp_status": "unknown", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/google-ax", "slug": "google-ax", "name": "Agent Executor (AX)", "tagline": "An open source distributed agent runtime", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-runtime-and-infrastructure", "website": "https://agentexecutor.io", "repository": "https://github.com/google/ax", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/google-ax.md", "source_path": "services/agent-runtime-and-infrastructure/google-ax.md", "onboarding": { "type": "cli", "pattern": "CLI + optional gRPC server", "instruction": "go install github.com/google/ax/cmd/ax@latest\nax --help\n\n# Local built-in Antigravity harness (needs GEMINI_API_KEY or Vertex ADC)\nax --input \"Can you list this directory?\"\n\n# Resume\nax --conversation --input \"Show me the contents of README.md\"\nax --conversation --resume", "url": "https://github.com/agent-substrate/substrate" }, "protocols": [ "grpc", "cli" ], "mcp_status": "unknown", "agent_skill_status": "unknown", "latest_month_signal": "v0.3.1 released 2026-09-25; last GitHub push 2026-09-27; 12,569 stars; Apache-2.0; README still warns AX is in heavy development; agentexecutor.io HTTP 200 (verified 2026-09-30)", "verified_at": "2026-09-30", "verification_sources": [ "https://github.com/google/ax/releases/tag/v0.3.1", "https://agentexecutor.io" ] }, { "id": "agent-runtime-and-infrastructure/infisical-agent-sentinel", "slug": "infisical-agent-sentinel", "name": "Infisical Agent Sentinel", "tagline": "Secrets and credential governance for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://infisical.com", "repository": "https://github.com/Infisical/infisical", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/infisical-agent-sentinel.md", "source_path": "services/agent-runtime-and-infrastructure/infisical-agent-sentinel.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "npx -y @infisical/mcp or deploy the agent daemon sidecar", "url": null }, "protocols": [ "mcp", "rest", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/letta", "slug": "letta", "name": "Letta", "tagline": "The fastest way to bring stateful agents to production.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://letta.com", "repository": "https://github.com/letta-ai/letta", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/letta.md", "source_path": "services/agent-runtime-and-infrastructure/letta.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install letta-client then client.agents.create(...)", "url": null }, "protocols": [ "mcp", "rest", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/modal", "slug": "modal", "name": "Modal", "tagline": "AI infrastructure that developers love.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://modal.com", "repository": "https://github.com/modal-labs/modal-client", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/modal.md", "source_path": "services/agent-runtime-and-infrastructure/modal.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install modal\nmodal setup\n# Define Modal app in Python per https://modal.com/docs/guide", "url": "https://modal.com/docs/guide" }, "protocols": [ "cli", "sdk", "http" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/multica", "slug": "multica", "name": "Multica", "tagline": "AI-native project management — like Linear, but with AI agents as first-class team members.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://multica.ai", "repository": "https://github.com/multica-ai/multica", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/multica.md", "source_path": "services/agent-runtime-and-infrastructure/multica.md", "onboarding": { "type": "cli", "pattern": "CLI + local agent daemon (hosted cloud or self-hosted backend)", "instruction": "# Install CLI (macOS/Linux via Homebrew)\nbrew tap multica-ai/tap\nbrew install multica-cli\n\n# Authenticate (browser OAuth or paste token — see CLI guide)\nmultica login\n\n# Start the agent daemon — registers local Claude Code / Codex runtimes and polls for assigned work\nmultica daemon start\n\n# Scripted control plane (JSON output for automation)\nmultica issue list --output json\nmultica issue assign --to \"Agent Name\"\nmultica daemon status --output json", "url": "https://github.com/multica-ai/multica/blob/main/SELF_HOSTING.md" }, "protocols": [ "websocket", "cli", "http" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/openai-symphony", "slug": "openai-symphony", "name": "OpenAI Symphony", "tagline": "Symphony turns project work into isolated, autonomous implementation runs, allowing teams to manage work instead of supervising coding agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-runtime-and-infrastructure", "website": "https://openai.com/index/open-source-codex-orchestration-symphony/", "repository": "https://github.com/openai/symphony", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/openai-symphony.md", "source_path": "services/agent-runtime-and-infrastructure/openai-symphony.md", "onboarding": { "type": "documentation", "pattern": "Agent-readable specification or Elixir reference service", "instruction": "Implement Symphony according to the following spec:\nhttps://github.com/openai/symphony/blob/main/SPEC.md", "url": "https://github.com/openai/symphony/blob/main/SPEC.md" }, "protocols": [ "agent-skill", "api", "documentation" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": "v0.0.3 released 2026-09-15; 27,409 stars; license Apache-2.0; last push 2026-09-15. The marketing page returned HTTP 403 to this client on 2026-09-26 (repo metadata)", "verified_at": "2026-09-26", "verification_sources": [ "https://github.com/openai/symphony/releases/tag/v0.0.3", "https://api.github.com/repos/openai/symphony" ] }, { "id": "agent-runtime-and-infrastructure/polos", "slug": "polos", "name": "Polos", "tagline": "The open-source runtime for AI agents. Sandboxed execution with built-in tools, human-in-the-loop approvals, Slack integration, and durable workflows with automatic retries and prompt caching. You write the agent. Polos handles the infrastructure.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://github.com/polos-dev/polos", "repository": "https://github.com/polos-dev/polos", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/polos.md", "source_path": "services/agent-runtime-and-infrastructure/polos.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "# Install:\npip install polos\n# or\nnpm install polos\n\n# Run an agent inside the runtime:\nimport polos\n\n@polos.agent(triggers=[\"http\", \"cron\", \"webhook\"])\ndef my_agent(ctx): ...", "url": null }, "protocols": [ "webhook", "sdk", "http" ], "mcp_status": "planned", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/sandbase-harness", "slug": "sandbase-harness", "name": "SandBase Harness", "tagline": "A local-first runtime for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://github.com/sandbaseai/sandbase-harness", "repository": "https://github.com/sandbaseai/sandbase-harness", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/sandbase-harness.md", "source_path": "services/agent-runtime-and-infrastructure/sandbase-harness.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "Follow the [installation guide](https://github.com/sandbaseai/sandbase-harness/blob/main/docs/installation.md). Supported entry points include the local TypeScript runtime/CLI, Docker, Kubernetes, and self-hosted workers. For the MCP bridge, use the metadata in [server.json](https://github.com/sandbaseai/sandbase-harness/blob/main/server.json) and the official [MCP Registry entry](https://registry.modelcontextprotocol.io/v0.1/servers/io.github.sandbaseai%2Fsandbase-harness/versions/latest).", "url": "https://github.com/sandbaseai/sandbase-harness/blob/main/docs/installation.md" }, "protocols": [ "mcp", "cli", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/scrapybara", "slug": "scrapybara", "name": "Scrapybara", "tagline": "A COMPUTER FOR YOUR AI.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://scrapybara.com", "repository": "https://github.com/Scrapybara/scrapybara-python", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/scrapybara.md", "source_path": "services/agent-runtime-and-infrastructure/scrapybara.md", "onboarding": { "type": "mcp", "pattern": "Python/TypeScript SDK + Act SDK + MCP", "instruction": "pip install scrapybara\n# or: npm install scrapybara", "url": "https://docs.scrapybara.com/act-sdk" }, "protocols": [ "mcp", "rest" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/serena", "slug": "serena", "name": "Serena", "tagline": "Serena is the IDE for your coding agent.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://oraios.github.io/serena/", "repository": "https://github.com/oraios/serena", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/serena.md", "source_path": "services/agent-runtime-and-infrastructure/serena.md", "onboarding": { "type": "other", "pattern": null, "instruction": "uv tool install -p 3.13 serena-agent@latest --prerelease=allow\nserena init", "url": "https://oraios.github.io/serena/02-usage/030_clients.html" }, "protocols": [ "mcp", "cli", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/uta-trust-api", "slug": "uta-trust-api", "name": "UTA Trust API", "tagline": "The USB-C of agent trust.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://uta-trust-api.eddyflores100.workers.dev", "repository": "https://github.com/alicelabs-llc/universal-trust-adapter", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/uta-trust-api.md", "source_path": "services/agent-runtime-and-infrastructure/uta-trust-api.md", "onboarding": { "type": "url", "pattern": "URL Onboarding", "instruction": "# URL Onboarding:\nRead https://uta-trust-api.eddyflores100.workers.dev/openapi.json and follow the instructions to settle and call.\n\n# SDK / REST:\nnpm install agent-trust-card # issue / verify / inspect Agent Trust Cards\n# or call the verifier directly — an agent with no pre-paid access receives\n# HTTP 402 + payment metadata, settles $0.01 USDC via x402, and retries:\nPOST https://uta-trust-api.eddyflores100.workers.dev/v1/trust/verify\n\n# Conformance (self-test a credential before submitting it):\nnpx @marketnow/uta-conformance # signed vectors + card generator", "url": "https://uta-trust-api.eddyflores100.workers.dev/openapi.json" }, "protocols": [ "url-onboarding", "rest", "sdk", "openapi", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/vectoree", "slug": "vectoree", "name": "Vectoree", "tagline": "Give your coding agent a backend.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://vectoree.ai", "repository": "https://github.com/VectoreeAI/vectoree-skills", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/vectoree.md", "source_path": "services/agent-runtime-and-infrastructure/vectoree.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐ — the highest tier of agent-nativeness.", "instruction": "Read https://vectoree.ai/SKILL.md and follow the instructions to connect this project.", "url": "https://vectoree.ai/SKILL.md" }, "protocols": [ "url-onboarding", "agent-skill", "mcp", "cli", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-runtime-and-infrastructure/vertex-ai-agent-engine", "slug": "vertex-ai-agent-engine", "name": "Gemini Enterprise Agent Platform (formerly Vertex AI Agent Engine)", "tagline": "Scale your agents\" — Gemini Enterprise Agent Platform", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-runtime-and-infrastructure", "website": "https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale", "repository": "https://github.com/googleapis/python-aiplatform", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-runtime-and-infrastructure/vertex-ai-agent-engine.md", "source_path": "services/agent-runtime-and-infrastructure/vertex-ai-agent-engine.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install \"google-cloud-aiplatform[agent_engines,adk]\"", "url": "https://docs.cloud.google.com/gemini-enterprise-agent-platform/scale" }, "protocols": [ "rest", "grpc", "sdk", "a2a", "http" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": "2026-10-19", "verification_sources": [ "https://github.com/googleapis/python-aiplatform" ] }, { "id": "agent-harnesses-and-control-planes/agent-qa", "slug": "agent-qa", "name": "Agent QA", "tagline": "The self-improving QA agent for software teams.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-harnesses-and-control-planes", "website": "https://vostride.com/", "repository": "https://github.com/vostride/agent-qa", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-harnesses-and-control-planes/agent-qa.md", "source_path": "services/agent-harnesses-and-control-planes/agent-qa.md", "onboarding": { "type": "agent-skill", "pattern": "CLI workspace + MCP + published Agent Skills", "instruction": "npx agent-qa init\nnpx agent-qa dashboard --port 3470 --open\ncodex mcp add agent-qa -- agent-qa mcp\nnpx skills add vostride/agent-qa --skill agent-qa-authoring --skill agent-qa-debug-fix --skill agent-qa-result-triage", "url": null }, "protocols": [ "agent-skill", "mcp", "cli", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "v0.1.21 (2026-06-03) is still the latest release and npm agent-qa is 0.1.21; last GitHub push 2026-08-03; 892 stars; LICENSE.md still FSL-1.1-ALv2; three skills/agent-qa-* SKILL.md files present; vostride.com and docs HTTP 200 (verified 2026-09-30)", "verified_at": "2026-09-30", "verification_sources": [ "https://vostride.com/", "https://vostride.com/docs/agent-qa" ] }, { "id": "agent-harnesses-and-control-planes/claude-hud", "slug": "claude-hud", "name": "Claude HUD", "tagline": "A Claude Code plugin that shows what's happening", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-harnesses-and-control-planes", "website": "https://github.com/jarrodwatts/claude-hud", "repository": "https://github.com/jarrodwatts/claude-hud", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-harnesses-and-control-planes/claude-hud.md", "source_path": "services/agent-harnesses-and-control-planes/claude-hud.md", "onboarding": { "type": "other", "pattern": "Claude Code plugin + status-line protocol", "instruction": "/plugin marketplace add jarrodwatts/claude-hud\n/plugin install claude-hud\n/reload-plugins\n/claude-hud:setup", "url": null }, "protocols": [ "documentation" ], "mcp_status": "unavailable", "agent_skill_status": "unknown", "latest_month_signal": "v0.8.0 released 2026-08-18; last GitHub push 2026-09-26; 28,233 stars; MIT; .claude-plugin/marketplace.json still present (verified 2026-09-30)", "verified_at": "2026-09-30", "verification_sources": [ "https://github.com/jarrodwatts/claude-hud/releases/tag/v0.8.0" ] }, { "id": "agent-harnesses-and-control-planes/codex-hud-anhannin", "slug": "codex-hud-anhannin", "name": "Codex HUD (anhannin)", "tagline": "Codex HUD is an open-source status line HUD for Codex CLI, rendering Claude-HUD style usage and session status directly in the terminal.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-harnesses-and-control-planes", "website": "https://github.com/anhannin/codex-hud", "repository": "https://github.com/anhannin/codex-hud", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-harnesses-and-control-planes/codex-hud-anhannin.md", "source_path": "services/agent-harnesses-and-control-planes/codex-hud-anhannin.md", "onboarding": { "type": "cli", "pattern": "Patched Codex CLI + status-line command", "instruction": "git clone https://github.com/anhannin/codex-hud.git\ncd codex-hud/Codex-HUD\n./install.sh\n\n# Start a new session; existing sessions do not pick up the patch.\ncodex", "url": "https://github.com/anhannin/codex-hud.git" }, "protocols": [ "cli" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-harnesses-and-control-planes/codex-hud-fwyc0573", "slug": "codex-hud-fwyc0573", "name": "Codex HUD (fwyc0573)", "tagline": "Real-time statusline HUD for OpenAI Codex CLI. Lightweight, zero-config, works inside tmux.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-harnesses-and-control-planes", "website": "https://github.com/fwyc0573/codex-hud", "repository": "https://github.com/fwyc0573/codex-hud", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-harnesses-and-control-planes/codex-hud-fwyc0573.md", "source_path": "services/agent-harnesses-and-control-planes/codex-hud-fwyc0573.md", "onboarding": { "type": "cli", "pattern": "Codex wrapper CLI + tmux operator surface", "instruction": "Install codex-hud (https://github.com/fwyc0573/codex-hud) for the Codex CLI by following the instructions in its README.md.", "url": "https://github.com/fwyc0573/codex-hud" }, "protocols": [ "cli" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "v1.2 released 2026-09-01; 79 stars; last push 2026-09-06; package.json license is MIT and there is still no root LICENSE file (repo metadata)", "verified_at": "2026-09-26", "verification_sources": [ "https://github.com/fwyc0573/codex-hud/releases/tag/v1.2", "https://api.github.com/repos/fwyc0573/codex-hud" ] }, { "id": "agent-harnesses-and-control-planes/deepseek-harness", "slug": "deepseek-harness", "name": "DeepSeek Harness (dsh)", "tagline": "Everything is a Plugin.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-harnesses-and-control-planes", "website": "https://deepseek.com/harness", "repository": "https://github.com/deepseek-ai/deepseek-harness", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-harnesses-and-control-planes/deepseek-harness.md", "source_path": "services/agent-harnesses-and-control-planes/deepseek-harness.md", "onboarding": { "type": "cli", "pattern": "CLI + Web UI (developer preview)", "instruction": "npx @deepseek-ai/dsh web", "url": "http://127.0.0.1:3080" }, "protocols": [ "cli", "sdk", "acp", "json-rpc", "http" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-08-21 (repo metadata); developer-preview release with public Web UI entry (npx @deepseek-ai/dsh web)", "verified_at": "2026-10-13", "verification_sources": [ "https://api.github.com/repos/deepseek-ai/deepseek-harness" ] }, { "id": "agent-harnesses-and-control-planes/longhorizon-harness", "slug": "longhorizon-harness", "name": "LongHorizon-Harness", "tagline": "Plan → act → verify → checkpoint or recover → repeat — until the work is actually done.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-harnesses-and-control-planes", "website": "https://lh-harness.pages.dev", "repository": "https://github.com/AMAP-ML/LongHorizon-Harness", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-harnesses-and-control-planes/longhorizon-harness.md", "source_path": "services/agent-harnesses-and-control-planes/longhorizon-harness.md", "onboarding": { "type": "cli", "pattern": "CLI + agent adapters + optional computer-use plugin", "instruction": "# Python 3.10+; requires Codex or Claude Code on PATH\nuv tool install lh-harness\n\ncd /path/to/project\nlh-harness init\nlh-harness doctor\n\nTASK=\"Inspect the current directory and summarize its files.\"\nlh-harness run --task \"${TASK}\" --agent codex", "url": null }, "protocols": [ "mcp", "cli" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "v0.1.7 released 2026-08-20; 1,628 stars; license MIT; last push 2026-08-20; lh-harness.pages.dev returned HTTP 200 on 2026-09-26 (repo metadata)", "verified_at": "2026-09-26", "verification_sources": [ "https://github.com/AMAP-ML/LongHorizon-Harness/releases/tag/v0.1.7", "https://lh-harness.pages.dev", "https://api.github.com/repos/AMAP-ML/LongHorizon-Harness" ] }, { "id": "agent-harnesses-and-control-planes/loopx", "slug": "loopx", "name": "LoopX", "tagline": "The open, provider-neutral, stateful control plane for long-horizon agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-harnesses-and-control-planes", "website": "https://loopx-project.github.io/loopx/", "repository": "https://github.com/loopx-project/loopx", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-harnesses-and-control-planes/loopx.md", "source_path": "services/agent-harnesses-and-control-planes/loopx.md", "onboarding": { "type": "cli", "pattern": "CLI + workflow skills", "instruction": "python3 -m pip install --upgrade loopx\nloopx workflow-skills --install\nloopx doctor\ncd /path/to/your-project\nloopx connect\nloopx status", "url": null }, "protocols": [ "agent-skill", "mcp", "cli" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "v1.2.3 released 2026-09-29 (PyPI loopx 1.2.3); last GitHub push 2026-09-30; 6,108 stars; Apache-2.0; site and docs HTTP 200 (verified 2026-09-30)", "verified_at": "2026-09-30", "verification_sources": [ "https://github.com/loopx-project/loopx/releases/tag/v1.2.3", "https://loopx-project.github.io/loopx/", "https://loopx-project.github.io/loopx/docs/" ] }, { "id": "agent-harnesses-and-control-planes/oh-my-codex", "slug": "oh-my-codex", "name": "oh-my-codex (OMX)", "tagline": "Start Codex stronger, then let OMX add better prompts, workflows, and runtime help when the work grows.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-harnesses-and-control-planes", "website": "https://oh-my-codex.dev", "repository": "https://github.com/Yeachan-Heo/oh-my-codex", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-harnesses-and-control-planes/oh-my-codex.md", "source_path": "services/agent-harnesses-and-control-planes/oh-my-codex.md", "onboarding": { "type": "agent-skill", "pattern": "Codex wrapper CLI + project setup + Agent Skills", "instruction": "# Requires an already-working, authenticated Codex CLI and Node.js 20+\ncodex --version\nnpm install -g oh-my-codex\n\n# Run from the actual project root\nomx setup --scope project --merge-agents\nomx doctor\nomx exec --skip-git-repo-check -C . \"Reply with exactly OMX-EXEC-OK\"\n\n# Safer isolation for an autonomous session\nomx --worktree=feat/task --xhigh", "url": null }, "protocols": [ "agent-skill", "mcp", "cli" ], "mcp_status": "optional", "agent_skill_status": "available", "latest_month_signal": "v0.21.6 released 2026-09-21; 33,371 stars; root LICENSE is MIT; oh-my-codex.dev returned HTTP 200 on 2026-09-26 (repo metadata)", "verified_at": "2026-09-26", "verification_sources": [ "https://github.com/Yeachan-Heo/oh-my-codex/releases/tag/v0.21.6", "https://oh-my-codex.dev", "https://api.github.com/repos/Yeachan-Heo/oh-my-codex" ] }, { "id": "agent-harnesses-and-control-planes/peerd", "slug": "peerd", "name": "peerd", "tagline": "peerd: the AI agent harness native to the browser", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-harnesses-and-control-planes", "website": "https://peerd.ai", "repository": "https://github.com/NotASithLord/peerd", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-harnesses-and-control-planes/peerd.md", "source_path": "services/agent-harnesses-and-control-planes/peerd.md", "onboarding": { "type": "documentation", "pattern": "Browser extension (load unpacked) — local harness, no peerd account", "instruction": "git clone https://github.com/NotASithLord/peerd.git", "url": "https://github.com/NotASithLord/peerd.git" }, "protocols": [ "a2a", "http", "documentation" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "Softer HN heat this week; architecture fit + Apache-2.0 OSS (earlier Show HN 2026-06-23, item 48646165)", "verified_at": "2026-09-20", "verification_sources": [ "https://news.ycombinator.com/item?id=48646165" ] }, { "id": "agent-harnesses-and-control-planes/pizza-bot", "slug": "pizza-bot", "name": "Pizza Bot", "tagline": "Pizza Bot is an inbox for long-running AI work.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-harnesses-and-control-planes", "website": "https://github.com/pizza-bot-app/pizza-bot", "repository": "https://github.com/pizza-bot-app/pizza-bot", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-harnesses-and-control-planes/pizza-bot.md", "source_path": "services/agent-harnesses-and-control-planes/pizza-bot.md", "onboarding": { "type": "cli", "pattern": "CLI + HTTP/SSE api-server (desktop, browser, or terminal)", "instruction": "git clone https://github.com/pizza-bot-app/pizza-bot.git\ncd pizza-bot\nnpm install\nnpm run build\nnpm run dev", "url": "https://github.com/pizza-bot-app/pizza-bot.git" }, "protocols": [ "cli", "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "Show HN 2026-09-15 (item 49713894); Amazon-developed OSS inbox for background agent runs", "verified_at": "2026-09-20", "verification_sources": [ "https://news.ycombinator.com/item?id=49713894" ] }, { "id": "agent-harnesses-and-control-planes/qm", "slug": "qm", "name": "QM", "tagline": "A multiplayer agent harness for work. In Slack and on the web.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-harnesses-and-control-planes", "website": "https://qm.ycombinator.com", "repository": "https://github.com/yc-software/qm", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-harnesses-and-control-planes/qm.md", "source_path": "services/agent-harnesses-and-control-planes/qm.md", "onboarding": { "type": "cli", "pattern": "Deployment CLI + generated deployment Skill", "instruction": "npm exec --yes --package=@yc-software/qm@latest -- \\\n qm init . --org --target \nnpm install", "url": null }, "protocols": [ "agent-skill", "mcp", "cli", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "v0.1.12 released 2026-09-19; 15,253 stars; root LICENSE is MIT; qm.ycombinator.com returned HTTP 200 on 2026-09-26 (repo metadata)", "verified_at": "2026-09-26", "verification_sources": [ "https://github.com/yc-software/qm/releases/tag/v0.1.12", "https://qm.ycombinator.com", "https://api.github.com/repos/yc-software/qm" ] }, { "id": "agent-harnesses-and-control-planes/reef", "slug": "reef", "name": "Reef", "tagline": "Infrastructure for continually self-improving agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-harnesses-and-control-planes", "website": "https://reefinfra.ai", "repository": "https://github.com/Human-Agent-Society/reef", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-harnesses-and-control-planes/reef.md", "source_path": "services/agent-harnesses-and-control-planes/reef.md", "onboarding": { "type": "cli", "pattern": "Local/self-hosted Python infra (CLI)", "instruction": "uv venv && source .venv/bin/activate\nuv pip install reef-infra\npython3 -c \"import reef; print(reef.__version__)\"\n# minimal inference serve example from upstream README:\nuv run reef serve --inference.model-path Qwen/Qwen2.5-1.5B-Instruct", "url": "https://reefinfra.ai/docs/getting-started/quickstart/" }, "protocols": [ "cli", "http" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "PyPI reef-infra 0.1.3; docs quickstart HTTP 200; GitHub ~7.7k stars, last push 2026-10-27", "verified_at": "2026-10-27", "verification_sources": [ "https://github.com/Human-Agent-Society/reef" ] }, { "id": "agent-harnesses-and-control-planes/ruflo", "slug": "ruflo", "name": "Ruflo", "tagline": "An agent meta-harness for Claude Code and Codex.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-harnesses-and-control-planes", "website": "https://github.com/ruvnet/ruflo", "repository": "https://github.com/ruvnet/ruflo", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-harnesses-and-control-planes/ruflo.md", "source_path": "services/agent-harnesses-and-control-planes/ruflo.md", "onboarding": { "type": "mcp", "pattern": "CLI initialization + MCP + plugins/Skills", "instruction": "# Run in the target project\nnpx ruflo@latest init --codex\n\n# Optional full skill surface\nnpx ruflo@latest init --codex --full", "url": null }, "protocols": [ "agent-skill", "mcp", "cli" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-10-19 (repo metadata); README tagline still “An agent meta-harness for Claude Code and Codex.”", "verified_at": "2026-10-19", "verification_sources": [ "https://api.github.com/repos/ruvnet/ruflo" ] }, { "id": "agent-harnesses-and-control-planes/txcript", "slug": "txcript", "name": "txcript", "tagline": "Continue your conversation in another coding agent.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-harnesses-and-control-planes", "website": "https://github.com/skillsynchq/txcript", "repository": "https://github.com/skillsynchq/txcript", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-harnesses-and-control-planes/txcript.md", "source_path": "services/agent-harnesses-and-control-planes/txcript.md", "onboarding": { "type": "mcp", "pattern": "CLI + stdio MCP (read-only session tools)", "instruction": "cargo install --git https://github.com/skillsynchq/txcript txcript-cli --locked", "url": "https://github.com/skillsynchq/txcript" }, "protocols": [ "mcp", "cli", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Launch HN 2026-09-17 (item 49743049); OSS core of Skillsync", "verified_at": "2026-09-20", "verification_sources": [ "https://news.ycombinator.com/item?id=49743049" ] }, { "id": "agent-harnesses-and-control-planes/yylo", "slug": "yylo", "name": "YYLO", "tagline": "Run the work. Keep the memory.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-harnesses-and-control-planes", "website": "https://yylo.dev", "repository": "https://github.com/yylo-dev/yylo", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-harnesses-and-control-planes/yylo.md", "source_path": "services/agent-harnesses-and-control-planes/yylo.md", "onboarding": { "type": "cli", "pattern": "CLI", "instruction": "npm install --global '@yylo/cli@latest'\nyy --version\nyy init --task \"Ship one verified change\" --subagent pi\nyy info --json\nyy doctor workspace", "url": null }, "protocols": [ "agent-skill", "cli", "http" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/agentmemory", "slug": "agentmemory", "name": "agentmemory", "tagline": "Your coding agent remembers everything. No more re-explaining.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://agent-memory.dev", "repository": "https://github.com/rohitg00/agentmemory", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/agentmemory.md", "source_path": "services/memory-and-state/agentmemory.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐ + local memory server + MCP + Skills", "instruction": "Retrieve and follow the instructions at: https://raw.githubusercontent.com/rohitg00/agentmemory/main/INSTALL_FOR_AGENTS.md", "url": "https://raw.githubusercontent.com/rohitg00/agentmemory/main/INSTALL_FOR_AGENTS.md" }, "protocols": [ "url-onboarding", "agent-skill", "mcp", "rest", "cli", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "v0.9.29 released 2026-08-16 (npm @agentmemory/agentmemory and @agentmemory/mcp 0.9.29); last GitHub push 2026-09-28; 29,029 stars; Apache-2.0 (verified 2026-09-30)", "verified_at": "2026-09-30", "verification_sources": [ "https://github.com/rohitg00/agentmemory/releases/tag/v0.9.29" ] }, { "id": "memory-and-state/beads", "slug": "beads", "name": "Beads", "tagline": "Dependency-aware, Dolt-backed issue tracker built for AI coding agents that survive context loss", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://beads.gascity.com", "repository": "https://github.com/gastownhall/beads", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/beads.md", "source_path": "services/memory-and-state/beads.md", "onboarding": { "type": "mcp", "pattern": "CLI + optional MCP / agent setup recipes", "instruction": "brew install beads\n# or: curl -fsSL https://raw.githubusercontent.com/gastownhall/beads/main/scripts/install.sh | bash\n# or: npm install -g @beads/bd\n\ncd your-project\nbd init --quiet\nbd setup claude # also: codex, cursor, factory, mux, gemini, copilot, …\nbd ready --json", "url": "https://raw.githubusercontent.com/gastownhall/beads/main/scripts/install.sh" }, "protocols": [ "agent-skill", "mcp", "cli", "stdio", "http" ], "mcp_status": "optional", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-10-19 (repo metadata); Homebrew beads, npm @beads/bd 1.3.1, PyPI beads-mcp 1.3.1", "verified_at": "2026-10-19", "verification_sources": [ "https://api.github.com/repos/gastownhall/beads" ] }, { "id": "memory-and-state/claude-mem", "slug": "claude-mem", "name": "Claude-Mem", "tagline": "Persistent memory compression system for Claude Code", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://cmem.ai/", "repository": "https://github.com/thedotmack/claude-mem", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/claude-mem.md", "source_path": "services/memory-and-state/claude-mem.md", "onboarding": { "type": "cli", "pattern": "CLI + coding-agent plugin", "instruction": "npx claude-mem install", "url": "https://docs.claude-mem.ai/installation" }, "protocols": [ "agent-skill", "mcp", "cli", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-08-26 (repo metadata); 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PyPI compartment 4.11.0 (2026-09-30)", "verified_at": "2026-10-19", "verification_sources": [ "https://api.github.com/repos/MaxFreedomPollard/Compartment" ] }, { "id": "memory-and-state/contextstream", "slug": "contextstream", "name": "ContextStream", "tagline": "Persistent memory. Millisecond code search.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://contextstream.io", "repository": "https://github.com/contextstream/mcp-server", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/contextstream.md", "source_path": "services/memory-and-state/contextstream.md", "onboarding": { "type": "mcp", "pattern": "MCP install script / hosted MCP", "instruction": "curl -fsSL https://contextstream.io/scripts/mcp.sh | bash", "url": "https://contextstream.io/scripts/mcp.sh" }, "protocols": [ "mcp", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Hosted MCP and docs return HTTP 200; contextstream/mcp-server last push 2026-10-27; install scripts at contextstream.io/scripts/mcp.sh and mcp.ps1", "verified_at": "2026-10-27", "verification_sources": [ "https://github.com/contextstream/mcp-server" ] }, { "id": "memory-and-state/dexio", "slug": "dexio", "name": "Dexio", "tagline": "One wiki for all your agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://dexio.wiki", "repository": "https://github.com/dexio-wiki/dexio", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/dexio.md", "source_path": "services/memory-and-state/dexio.md", "onboarding": { "type": "url", "pattern": "URL Onboarding", "instruction": "Read https://dexio.wiki/agents.md and follow the instructions to connect.", "url": "https://dexio.wiki/agents.md" }, "protocols": [ "url-onboarding", "agent-skill", "mcp", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Server release v1.0.0 published 2026-09-30, last commit 2026-10-04; listed on the official MCP Registry as wiki.dexio/dexio 1.0.0 (registry). Verified 2026-10-05: dexio.wiki, agents.md and docs return HTTP 200; an unauthenticated POST to https://app.dexio.wiki/mcp answers 401 with OAuth protected-resource metadata", "verified_at": "2026-10-05", "verification_sources": [ "https://github.com/dexio-wiki/dexio/releases/tag/v1.0.0", "https://registry.modelcontextprotocol.io/v0.1/servers/wiki.dexio%2Fdexio/versions/latest", "https://dexio.wiki", "https://dexio.wiki/agents.md", "https://dexio.wiki/docs/", "https://app.dexio.wiki/mcp" ] }, { "id": "memory-and-state/engram", "slug": "engram", "name": "Engram", "tagline": "Persistent memory for AI coding agents", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://engram.gentlemanprogramming.com/", "repository": "https://github.com/Gentleman-Programming/engram", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/engram.md", "source_path": "services/memory-and-state/engram.md", "onboarding": { "type": "mcp", "pattern": "CLI + MCP / plugin", "instruction": "brew install gentleman-programming/tap/engram", "url": "https://github.com/Gentleman-Programming/engram/blob/main/docs/INSTALLATION.md" }, "protocols": [ "agent-skill", "mcp", "cli", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-08-27 (repo metadata); Homebrew tap + engram setup matrix", "verified_at": "2026-10-13", "verification_sources": [ "https://api.github.com/repos/Gentleman-Programming/engram" ] }, { "id": "memory-and-state/ensue", "slug": "ensue", "name": "Ensue", "tagline": "The shared memory network for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://ensue-network.ai", "repository": "https://github.com/mutable-state-inc/ensue-mcp-stdio", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/ensue.md", "source_path": "services/memory-and-state/ensue.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐ — the highest tier of agent-nativeness.", "instruction": "Read https://raw.githubusercontent.com/mutable-state-inc/ensue-skill/main/skills/ensue-memory/SKILL.md and follow the instructions to connect to Ensue.", "url": "https://raw.githubusercontent.com/mutable-state-inc/ensue-skill/main/skills/ensue-memory/SKILL.md" }, "protocols": [ "url-onboarding", "agent-skill", "mcp", "rest", "cli", "sdk", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/goodmem", "slug": "goodmem", "name": "GoodMem", "tagline": "Memory that survives context windows.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://goodmem.ai/", "repository": "https://github.com/PAIR-Systems-Inc/goodmem-claude-code-plugin", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/goodmem.md", "source_path": "services/memory-and-state/goodmem.md", "onboarding": { "type": "mcp", "pattern": "MCP (Streamable HTTP)", "instruction": "After workload provisioning, connect an HTTP MCP client to your GoodMem instance's /mcp endpoint with an x-api-key header; follow the [native MCP setup](https://docs.goodmem.ai/docs/reference/mcp/).", "url": "https://docs.goodmem.ai/docs/reference/mcp/" }, "protocols": [ "agent-skill", "mcp", "rest", "cli", "sdk", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/graphiti", "slug": "graphiti", "name": "Graphiti", "tagline": "Build Real-Time Knowledge Graphs for AI Agents", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://help.getzep.com/graphiti", "repository": "https://github.com/getzep/graphiti", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/graphiti.md", "source_path": "services/memory-and-state/graphiti.md", "onboarding": { "type": "mcp", "pattern": "SDK + MCP", "instruction": "pip install graphiti-core", "url": "https://help.getzep.com/graphiti/getting-started/mcp-server" }, "protocols": [ "mcp", "sdk", "stdio" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-10-19 (repo metadata); PyPI graphiti-core 0.31.1 (2026-10-15); MCP server in-repo", "verified_at": "2026-10-20", "verification_sources": [ "https://api.github.com/repos/getzep/graphiti" ] }, { "id": "memory-and-state/hindsight", "slug": "hindsight", "name": "Hindsight", "tagline": "Agent Memory That Learns.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://hindsight.vectorize.io", "repository": "https://github.com/vectorize-io/hindsight", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/hindsight.md", "source_path": "services/memory-and-state/hindsight.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install hindsight-ai", "url": "https://hindsight.vectorize.io" }, "protocols": [ "sdk" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/llm-wiki", "slug": "llm-wiki", "name": "LLM Wiki", "tagline": "LLM-compiled knowledge bases for any AI agent.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://llm-wiki.net", "repository": "https://github.com/nvk/llm-wiki", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/llm-wiki.md", "source_path": "services/memory-and-state/llm-wiki.md", "onboarding": { "type": "other", "pattern": null, "instruction": "claude plugin install wiki@llm-wiki", "url": "https://github.com/nvk/llm-wiki.git" }, "protocols": [ "agent-skill" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/mcp-memory-service", "slug": "mcp-memory-service", "name": "mcp-memory-service", "tagline": "Memory for AI Agents — REST, MCP, OAuth, CLI", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://mcpmemory.services", "repository": "https://github.com/doobidoo/mcp-memory-service", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/mcp-memory-service.md", "source_path": "services/memory-and-state/mcp-memory-service.md", "onboarding": { "type": "mcp", "pattern": "CLI + MCP / REST", "instruction": "pip install mcp-memory-service", "url": "http://localhost:8000" }, "protocols": [ "mcp", "rest", "cli", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-10-19 (repo metadata); PyPI mcp-memory-service 12.1.1 (2026-10-16); homepage showed v12.1.0 on 2026-10-20", "verified_at": "2026-10-20", "verification_sources": [ "https://api.github.com/repos/doobidoo/mcp-memory-service" ] }, { "id": "memory-and-state/mem0", "slug": "mem0", "name": "Mem0", "tagline": "The memory layer for your AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://mem0.ai", "repository": "https://github.com/mem0ai/mem0", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/mem0.md", "source_path": "services/memory-and-state/mem0.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install mem0ai then m.add(messages, user_id=...)", "url": null }, "protocols": [ "agent-skill", "mcp", "rest", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/mem9", "slug": "mem9", "name": "mem9", "tagline": "Persistent memory for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://mem9.ai", "repository": "https://github.com/mem9-ai/mem9", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/mem9.md", "source_path": "services/memory-and-state/mem9.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐ — the highest tier of agent-nativeness.", "instruction": "Read https://mem9.ai/skill.md and follow the instructions to register and join.", "url": "https://mem9.ai/skill.md" }, "protocols": [ "url-onboarding", "agent-skill", "rest", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/memmachine", "slug": "memmachine", "name": "MemMachine", "tagline": "Universal memory layer for AI Agents. Scalable, extensible, and interoperable memory storage and retrieval for next-generation autonomous systems.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://memmachine.ai", "repository": "https://github.com/MemMachine/MemMachine", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/memmachine.md", "source_path": "services/memory-and-state/memmachine.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install memmachine\n# then:\nfrom memmachine import Memory\nm = Memory()\nm.add(messages, agent_id=...)\ncontext = m.recall(query, agent_id=...)", "url": null }, "protocols": [ "rest", "sdk", "api" ], "mcp_status": "planned", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/memmy-agent", "slug": "memmy-agent", "name": "Memmy", "tagline": "Memmy is your personal AI agent & local memory hub for all AI agents — it lets every AI connect to the same memory and keep self-evolving.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://memmy.bot/", "repository": "https://github.com/MemTensor/memmy-agent", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/memmy-agent.md", "source_path": "services/memory-and-state/memmy-agent.md", "onboarding": { "type": "agent-skill", "pattern": "local daemon + JSON CLI / REST + installed Agent Skill", "instruction": "git clone https://github.com/MemTensor/memmy-agent.git && cd memmy-agent\ncp .env.example .env\nbash scripts/dev-start.sh\n\nmemmy-memory init\nmemmy-memory health\nmemmy-memory search \"memory policies in this project\"", "url": "https://github.com/MemTensor/memmy-agent.git" }, "protocols": [ "agent-skill", "rest", "cli", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "v1.1.8 released 2026-09-23; 1,982 stars; license MIT; memmy.bot returned HTTP 200 on 2026-09-26 (repo metadata)", "verified_at": "2026-09-26", "verification_sources": [ "https://github.com/MemTensor/memmy-agent/releases/tag/v1.1.8", "https://memmy.bot/", "https://api.github.com/repos/MemTensor/memmy-agent" ] }, { "id": "memory-and-state/memoir", "slug": "memoir", "name": "Memoir", "tagline": "Git for AI Memory", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://www.memoir-ai.dev", "repository": "https://github.com/zhangfengcdt/memoir", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/memoir.md", "source_path": "services/memory-and-state/memoir.md", "onboarding": { "type": "mcp", "pattern": "SDK / CLI + plugins / MCP", "instruction": "pip install memoir-ai\n# Claude Code:\n# /plugin marketplace add zhangfengcdt/memoir\n# /plugin install memoir@memoir", "url": null }, "protocols": [ "agent-skill", "mcp", "cli", "sdk" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-10-16 (repo metadata); PyPI memoir-ai 0.2.9 (2026-10-14); Claude Code / Codex plugins", "verified_at": "2026-10-19", "verification_sources": [ "https://api.github.com/repos/zhangfengcdt/memoir" ] }, { "id": "memory-and-state/memoria", "slug": "memoria", "name": "Memoria", "tagline": "Persistent memory layer for AI agents with Git-level version control.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://github.com/matrixorigin/Memoria", "repository": "https://github.com/matrixorigin/Memoria", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/memoria.md", "source_path": "services/memory-and-state/memoria.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "Install memoria; run memoria serve or memoria mcp", "url": null }, "protocols": [ "mcp", "rest", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/memorix", "slug": "memorix", "name": "Memorix", "tagline": "Local-first shared memory layer for AI coding agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://github.com/AVIDS2/memorix", "repository": "https://github.com/AVIDS2/memorix", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/memorix.md", "source_path": "services/memory-and-state/memorix.md", "onboarding": { "type": "mcp", "pattern": "CLI + MCP / memorix setup", "instruction": "npm install -g memorix\nmemorix setup --agent claude --global\n# also: codex, copilot, cursor, pi, gemini-cli, opencode, windsurf,\n# kiro, antigravity, trae, openclaw, hermes, omp, dsh, workbuddy, …", "url": null }, "protocols": [ "agent-skill", "mcp", "cli", "sdk", "stdio", "http" ], "mcp_status": "optional", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-10-17 (repo metadata); npm memorix 1.9.12; listed in the official MCP Registry", "verified_at": "2026-10-19", "verification_sources": [ "https://api.github.com/repos/AVIDS2/memorix" ] }, { "id": "memory-and-state/memos", "slug": "memos", "name": "MemOS", "tagline": "A memory OS for LLM and AI agent systems.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://openmem.net", "repository": "https://github.com/MemTensor/MemOS", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/memos.md", "source_path": "services/memory-and-state/memos.md", "onboarding": { "type": "sdk", "pattern": "SDK / REST", "instruction": "pip install memos-core\n\n# Configure and start MemOS\nfrom memos import MemOS\nmemory = MemOS(config=\"~/.memos/config.yaml\")\n\n# Add a memory from agent session\nmemory.add(\"User prefers Python over TypeScript for new projects\")\n\n# Retrieve relevant memories before agent responds\nresults = memory.get(\"user coding preferences\")", "url": null }, "protocols": [ "agent-skill", "mcp", "rest", "sdk", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/mempalace", "slug": "mempalace", "name": "MemPalace", "tagline": "The best-benchmarked open-source AI memory system. And it's free.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://mempalaceofficial.com", "repository": "https://github.com/MemPalace/mempalace", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/mempalace.md", "source_path": "services/memory-and-state/mempalace.md", "onboarding": { "type": "mcp", "pattern": "CLI + MCP", "instruction": "uv tool install mempalace\nmempalace init ~/projects/myapp\nmempalace mine ~/projects/myapp\nmempalace search \"why did we switch to GraphQL\"\nmempalace wake-up", "url": null }, "protocols": [ "mcp", "cli", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-08-25 (repo metadata); default branch develop; PyPI package mempalace", "verified_at": "2026-10-13", "verification_sources": [ "https://api.github.com/repos/MemPalace/mempalace" ] }, { "id": "memory-and-state/memsearch", "slug": "memsearch", "name": "MemSearch", "tagline": "Cross-platform semantic memory for AI coding agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://zilliztech.github.io/memsearch/", "repository": "https://github.com/zilliztech/memsearch", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/memsearch.md", "source_path": "services/memory-and-state/memsearch.md", "onboarding": { "type": "cli", "pattern": "CLI + platform plugins", "instruction": "# CLI / library (ONNX embeddings, no API key)\nuv tool install \"memsearch[onnx]\"\n\nmemsearch index ./memory/\nmemsearch search \"how to configure Redis?\" --top-k 5", "url": null }, "protocols": [ "agent-skill", "mcp", "cli", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-08-23 (repo metadata); DeepSeek Harness plugin documented", "verified_at": "2026-10-13", "verification_sources": [ "https://api.github.com/repos/zilliztech/memsearch" ] }, { "id": "memory-and-state/memu", "slug": "memu", "name": "memU", "tagline": "Memory for 24/7 proactive AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://memu.pro", "repository": "https://github.com/NevaMind-AI/memU", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/memu.md", "source_path": "services/memory-and-state/memu.md", "onboarding": { "type": "sdk", "pattern": "SDK / REST", "instruction": "pip install memu\n\n# Initialize memory layer\nfrom memu import MemU\nmemory = MemU(agent_id=\"my-agent\")\n\n# Continuous monitoring mode — for proactive 24/7 agents\nmemory.monitor(data_stream=my_stream, callback=on_relevant_event)\n\n# Or: standard add/retrieve\nmemory.add(content=\"User has deadline on Friday\")\ncontext = memory.retrieve(\"user schedule and priorities\")", "url": null }, "protocols": [ "rest", "sdk", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/mnemoverse", "slug": "mnemoverse", "name": "Mnemoverse", "tagline": "Persistent memory for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://mnemoverse.com/", "repository": "https://github.com/mnemoverse/mcp-memory-server", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/mnemoverse.md", "source_path": "services/memory-and-state/mnemoverse.md", "onboarding": { "type": "mcp", "pattern": "MCP (Streamable HTTP)", "instruction": "Add https://mcp.mnemoverse.com/mcp as a remote MCP server and complete the browser sign-in, or run npx -y @mnemoverse/mcp-memory-server@latest with MNEMOVERSE_API_KEY set to a key from https://console.mnemoverse.com .", "url": "https://mcp.mnemoverse.com/mcp" }, "protocols": [ "agent-skill", "mcp", "rest", "cli", "sdk", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "npm @mnemoverse/mcp-memory-server 0.10.2 published 2026-09-20 (npm); PyPI mnemoverse 0.3.0 (PyPI); an unauthenticated POST to https://mcp.mnemoverse.com/mcp answered 401 with OAuth resource metadata on 2026-09-20", "verified_at": "2026-09-20", "verification_sources": [ "https://www.npmjs.com/package/@mnemoverse/mcp-memory-server", "https://pypi.org/project/mnemoverse/", "https://mcp.mnemoverse.com/mcp" ] }, { "id": "memory-and-state/openviking", "slug": "openviking", "name": "OpenViking", "tagline": "The context database for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://openviking.ai", "repository": "https://github.com/volcengine/OpenViking", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/openviking.md", "source_path": "services/memory-and-state/openviking.md", "onboarding": { "type": "mcp", "pattern": "SDK / REST + MCP", "instruction": "# Install\npip install openviking --upgrade\n\n# Configure (create ~/.openviking/ov.conf with your VLM + embedding keys)\n# Then start the server\nopenviking-server\n\n# Agent connects via MCP (recommended for Claude Code / Cursor)\nclaude mcp add --transport http openviking http://localhost:8000/mcp\n\n# Or ingest content and query via CLI\nov add ./my-project-docs\nov query \"how does the authentication flow work\"", "url": "http://localhost:8000/mcp" }, "protocols": [ "agent-skill", "mcp", "rest", "cli", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/projectmem", "slug": "projectmem", "name": "projectmem", "tagline": "We don't make AI smarter. We make it experienced.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://www.projectmem.dev", "repository": "https://github.com/riponcm/projectmem", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/projectmem.md", "source_path": "services/memory-and-state/projectmem.md", "onboarding": { "type": "mcp", "pattern": "SDK / CLI + MCP", "instruction": "pip install -U projectmem\npjm doctor\npjm doctor --fix\npjm init # per repo — writes .projectmem/ and git hooks", "url": null }, "protocols": [ "mcp", "cli", "stdio" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-10-03 (repo metadata); PyPI projectmem v0.3.4 (2026-10-02) — one MCP server for every project", "verified_at": "2026-10-19", "verification_sources": [ "https://api.github.com/repos/riponcm/projectmem" ] }, { "id": "memory-and-state/recall", "slug": "recall", "name": "Recall", "tagline": "Open-source memory for AI agents. MCP-native. Self-hosted.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://www.recall.works", "repository": "https://github.com/RecallWorks/Recall", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/recall.md", "source_path": "services/memory-and-state/recall.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "uvx ai-recallworks stdio", "url": null }, "protocols": [ "mcp", "cli", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/supermemory", "slug": "supermemory", "name": "Supermemory", "tagline": "The Memory API for the AI era.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://supermemory.ai", "repository": "https://github.com/supermemoryai/supermemory", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/supermemory.md", "source_path": "services/memory-and-state/supermemory.md", "onboarding": { "type": "mcp", "pattern": "Remote MCP + REST API / SDK", "instruction": "{ \"mcpServers\": { \"supermemory\": { \"url\": \"https://mcp.supermemory.ai/mcp\" } } }", "url": "https://mcp.supermemory.ai/mcp" }, "protocols": [ "mcp", "rest", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": "Last GitHub push 2026-10-29 (repo metadata); ~31k stars", "verified_at": "2026-10-30", "verification_sources": [ "https://api.github.com/repos/supermemoryai/supermemory" ] }, { "id": "memory-and-state/tencentdb-agent-memory", "slug": "tencentdb-agent-memory", "name": "TencentDB Agent Memory", "tagline": "Agents remember,Humans innovate.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "memory-and-state", "website": "https://github.com/TencentCloud/TencentDB-Agent-Memory", "repository": "https://github.com/TencentCloud/TencentDB-Agent-Memory", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/tencentdb-agent-memory.md", "source_path": "services/memory-and-state/tencentdb-agent-memory.md", "onboarding": { "type": "other", "pattern": "OpenClaw plugin or Hermes gateway plugin", "instruction": "openclaw plugins install @tencentdb-agent-memory/memory-tencentdb\nopenclaw gateway restart", "url": null }, "protocols": [ "http" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "Default branch still feat/server_team; v2.0.1 released 2026-08-25; last push 2026-09-29; 27,526 stars; LICENSE text still MIT (GitHub SPDX NOASSERTION) (verified 2026-09-30)", "verified_at": "2026-09-30", "verification_sources": [ "https://github.com/TencentCloud/TencentDB-Agent-Memory/releases/tag/v2.0.1" ] }, { "id": "memory-and-state/zambo", "slug": "zambo", "name": "Zambo", "tagline": "Give your AI hands, memory, and proof.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://zambo.dev", "repository": "https://github.com/zambodotdev/zambo-mcp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/zambo.md", "source_path": "services/memory-and-state/zambo.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "{\n \"mcpServers\": {\n \"zambo\": { \"url\": \"https://zambo.dev/mcp\" }\n }\n}", "url": "https://zambo.dev/mcp" }, "protocols": [ "agent-skill", "mcp", "http" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "memory-and-state/zep", "slug": "zep", "name": "Zep", "tagline": "The memory layer for production AI agents — powered by a temporal knowledge graph.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "memory-and-state", "website": "https://www.getzep.com", "repository": "https://github.com/getzep/zep", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/memory-and-state/zep.md", "source_path": "services/memory-and-state/zep.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install zep-python then zep.add_session_message(...)", "url": null }, "protocols": [ "mcp", "rest", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "search-and-web-intelligence/agent-search-mcp", "slug": "agent-search-mcp", "name": "Agent Search MCP", "tagline": "A Node.js MCP server and CLI for English and Chinese web search.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "search-and-web-intelligence", "website": "https://lennney.com/en/agent-search-mcp", "repository": "https://github.com/lennney/agent-search-mcp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/search-and-web-intelligence/agent-search-mcp.md", "source_path": "services/search-and-web-intelligence/agent-search-mcp.md", "onboarding": { "type": "agent-skill", "pattern": "MCP (stdio) + optional Agent Skill + fasm CLI", "instruction": "{\n \"mcpServers\": {\n \"agent-search\": {\n \"command\": \"npx\",\n \"args\": [\"-y\", \"agent-search-mcp\"]\n }\n }\n}", "url": null }, "protocols": [ "agent-skill", "mcp", "cli", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Product page moved to lennney.com/en/agent-search-mcp; take-a-deep-breath0.com redirects there. Last GitHub push 2026-09-21; license Apache-2.0 (repo)", "verified_at": "2026-09-26", "verification_sources": [ "https://lennney.com/en/agent-search-mcp", "https://github.com/lennney/agent-search-mcp" ] }, { "id": "search-and-web-intelligence/context7", "slug": "context7", "name": "Context7", "tagline": "Up-to-date Docs for AI Agents", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "search-and-web-intelligence", "website": "https://context7.com", "repository": "https://github.com/upstash/context7", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/search-and-web-intelligence/context7.md", "source_path": "services/search-and-web-intelligence/context7.md", "onboarding": { "type": "mcp", "pattern": "Remote MCP or CLI + Skill", "instruction": "npx ctx7 setup # OAuth, mints an API key, installs a skill or MCP config\n# targets: --cursor, --claude, --opencode", "url": "https://mcp.context7.com/mcp" }, "protocols": [ "mcp", "cli", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-10-29 (repo metadata); ~64k stars", "verified_at": "2026-10-30", "verification_sources": [ "https://api.github.com/repos/upstash/context7" ] }, { "id": "search-and-web-intelligence/contextx", "slug": "contextx", "name": "contextX", "tagline": "contextX is a remote MCP server that provides normal search powered by Grok 4.3 and deep search powered by Grok 4.20 Multi-Agent 0309.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "search-and-web-intelligence", "website": "https://github.com/akasakariko/ContextX", "repository": "https://github.com/akasakariko/ContextX", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/search-and-web-intelligence/contextx.md", "source_path": "services/search-and-web-intelligence/contextx.md", "onboarding": { "type": "mcp", "pattern": "remote MCP over Streamable HTTP", "instruction": "claude mcp add --transport http contextX https://mcp.twitter.monster/mcp", "url": "https://mcp.twitter.monster/mcp" }, "protocols": [ "mcp", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Repo moved from KayanoLiam/ContextX to akasakariko/ContextX (checked 2026-11-03). Still no GitHub release and still no LICENSE file; 175 stars; last push 2026-09-09. README still documents the public MCP at mcp.twitter.monster/mcp, which on 2026-09-26 answered HTTP 406 until the client accepted both application/json and text/event-stream (repo metadata)", "verified_at": "2026-09-26", "verification_sources": [ "https://mcp.twitter.monster/mcp", "https://api.github.com/repos/akasakariko/ContextX" ] }, { "id": "search-and-web-intelligence/exa", "slug": "exa", "name": "Exa", "tagline": "The search engine designed for AI.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "search-and-web-intelligence", "website": "https://exa.ai", "repository": "https://github.com/exa-labs/exa-py", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/search-and-web-intelligence/exa.md", "source_path": "services/search-and-web-intelligence/exa.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install exa-py then exa.search(query)", "url": null }, "protocols": [ "mcp", "rest", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "search-and-web-intelligence/jina-deepsearch", "slug": "jina-deepsearch", "name": "Jina DeepSearch", "tagline": "Agentic search and deep research API for AI applications.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "search-and-web-intelligence", "website": "https://jina.ai", "repository": "https://github.com/jina-ai", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/search-and-web-intelligence/jina-deepsearch.md", "source_path": "services/search-and-web-intelligence/jina-deepsearch.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "Follow the [Jina DeepSearch API docs](https://jina.ai/deepsearch)", "url": "https://jina.ai/deepsearch" }, "protocols": [ "http", "api", "documentation" ], "mcp_status": "unknown", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "search-and-web-intelligence/jina-reader", "slug": "jina-reader", "name": "Jina Reader", "tagline": "Convert a URL to LLM-friendly input, by simply adding r.jina.ai in front.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "search-and-web-intelligence", "website": "https://jina.ai/reader", "repository": "https://github.com/jina-ai/reader", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/search-and-web-intelligence/jina-reader.md", "source_path": "services/search-and-web-intelligence/jina-reader.md", "onboarding": { "type": "mcp", "pattern": "HTTP GET/POST + MCP (mcp.jina.ai)", "instruction": "curl \"https://r.jina.ai/https://www.example.com\"", "url": "https://r.jina.ai/https://www.example.com" }, "protocols": [ "mcp", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "search-and-web-intelligence/linkup", "slug": "linkup", "name": "Linkup", "tagline": "Search API for AI agents and LLM apps.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "search-and-web-intelligence", "website": "https://www.linkup.so", "repository": "https://github.com/LinkupPlatform/linkup-python-sdk", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/search-and-web-intelligence/linkup.md", "source_path": "services/search-and-web-intelligence/linkup.md", "onboarding": { "type": "other", "pattern": null, "instruction": "Create API credentials, call search endpoints from SDK/REST, and feed structured responses into the agent planning loop.", "url": null }, "protocols": [ "rest", "sdk", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "search-and-web-intelligence/nothumansearch", "slug": "nothumansearch", "name": "NotHumanSearch", "tagline": "Agent-first search — the index of services designed for AI, not humans.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "search-and-web-intelligence", "website": "https://nothumansearch.ai", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/search-and-web-intelligence/nothumansearch.md", "source_path": "services/search-and-web-intelligence/nothumansearch.md", "onboarding": { "type": "url", "pattern": "URL Onboarding", "instruction": "Read https://nothumansearch.ai/llms.txt and follow the instructions.", "url": "https://nothumansearch.ai/llms.txt" }, "protocols": [ "url-onboarding", "mcp", "rest", "webhook", "openapi", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "search-and-web-intelligence/parallel", "slug": "parallel", "name": "Parallel", "tagline": "The highest accuracy web search for your AI.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "search-and-web-intelligence", "website": "https://www.parallel.ai", "repository": "https://github.com/parallel-web/task-mcp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/search-and-web-intelligence/parallel.md", "source_path": "services/search-and-web-intelligence/parallel.md", "onboarding": { "type": "mcp", "pattern": "REST + Python/TypeScript SDK + MCP", "instruction": "1. Create an API key at [platform.parallel.ai](https://platform.parallel.ai).", "url": "https://platform.parallel.ai" }, "protocols": [ "mcp", "rest", "http" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "search-and-web-intelligence/prooffetch", "slug": "prooffetch", "name": "ProofFetch", "tagline": "Web pages your agent can quote.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "search-and-web-intelligence", "website": "https://prooffetch.steellantern.com", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/search-and-web-intelligence/prooffetch.md", "source_path": "services/search-and-web-intelligence/prooffetch.md", "onboarding": { "type": "url", "pattern": "remote MCP + REST, with an llms.txt agent guide.", "instruction": "# Agent guide:\nRead https://prooffetch.steellantern.com/llms.txt and follow the instructions.\n\n# MCP (Claude Code):\nclaude mcp add --transport http proof-fetch https://prooffetch.steellantern.com/mcp\n\n# REST: get a free key (1,000 extractions, shown once), then fetch a page\nPOST https://prooffetch.steellantern.com/v1/keys/free\nPOST https://prooffetch.steellantern.com/v1/evidence (Authorization: Bearer ; body: url, idempotencyKey)", "url": "https://prooffetch.steellantern.com/llms.txt" }, "protocols": [ "url-onboarding", "mcp", "rest", "a2a", "openapi", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "search-and-web-intelligence/releaselog", "slug": "releaselog", "name": "ReleaseLog", "tagline": "Verified AI release intelligence for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "search-and-web-intelligence", "website": "https://releaselog.site", "repository": "https://github.com/haoruilee/releaselog", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/search-and-web-intelligence/releaselog.md", "source_path": "services/search-and-web-intelligence/releaselog.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐ + public JSON API + Atom feeds. Local stdio MCP is optional.", "instruction": "Read https://releaselog.site/skill.md and follow the instructions.", "url": "https://releaselog.site/skill.md" }, "protocols": [ "url-onboarding", "agent-skill", "mcp", "rest", "http", "api" ], "mcp_status": "optional", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "search-and-web-intelligence/tavily", "slug": "tavily", "name": "Tavily", "tagline": "Connect your agent to the web.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "search-and-web-intelligence", "website": "https://tavily.com", "repository": "https://github.com/tavily-ai/tavily-python", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/search-and-web-intelligence/tavily.md", "source_path": "services/search-and-web-intelligence/tavily.md", "onboarding": { "type": "agent-skill", "pattern": null, "instruction": "npx skills add tavily-ai/skills", "url": null }, "protocols": [ "agent-skill", "mcp", "rest", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "code-execution/agent-infra-sandbox", "slug": "agent-infra-sandbox", "name": "AIO Sandbox (agent-infra)", "tagline": "AIO Sandbox is an all-in-one agent sandbox environment that combines Browser, Shell, File, MCP operations, and VSCode Server in a single Docker container.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "code-execution", "website": "https://github.com/agent-infra/sandbox", "repository": "https://github.com/agent-infra/sandbox", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/agent-infra-sandbox.md", "source_path": "services/code-execution/agent-infra-sandbox.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "docker run --security-opt seccomp=unconfined --rm -it -p 8080:8080 ghcr.io/agent-infra/sandbox:latest", "url": "https://github.com/agent-infra/sandbox" }, "protocols": [ "mcp", "rest", "cli", "sdk", "openapi" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "code-execution/agent-sandbox", "slug": "agent-sandbox", "name": "Agent Sandbox", "tagline": "The trusted runtime for untrusted code.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "code-execution", "website": "https://agentsandbox.co", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/agent-sandbox.md", "source_path": "services/code-execution/agent-sandbox.md", "onboarding": { "type": "url", "pattern": "URL Onboarding", "instruction": "https://agentsandbox.co/skill.md", "url": "https://agentsandbox.co/skill.md" }, "protocols": [ "url-onboarding", "agent-skill", "rest", "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "code-execution/axern", "slug": "axern", "name": "Axern", "tagline": "Axern is an open-source sandbox platform for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "code-execution", "website": "https://axern.cofy-x.space", "repository": "https://github.com/cofy-x/axern", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/axern.md", "source_path": "services/code-execution/axern.md", "onboarding": { "type": "cli", "pattern": "self-hosted control plane + CLI / SDK", "instruction": "brew install cofy-x/tap/axern\naxern local up\naxern run python:3.12-slim -- python -c 'print(\"hello from axern\")'\naxern run list", "url": "https://raw.githubusercontent.com/cofy-x/axern/main/install.sh" }, "protocols": [ "grpc", "cli", "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "v0.11.4 released 2026-09-24; 66 stars on 2026-09-26 (the 2026-08-13 snapshot recorded 232); license Apache-2.0; axern.cofy-x.space returned HTTP 200 (repo metadata)", "verified_at": "2026-09-26", "verification_sources": [ "https://github.com/cofy-x/axern/releases/tag/v0.11.4", "https://axern.cofy-x.space", "https://api.github.com/repos/cofy-x/axern" ] }, { "id": "code-execution/clawk", "slug": "clawk", "name": "Clawk", "tagline": "Give a coding agent its own disposable Linux machine, not yours.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "code-execution", "website": "https://github.com/clawkwork/clawk", "repository": "https://github.com/clawkwork/clawk", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/clawk.md", "source_path": "services/code-execution/clawk.md", "onboarding": { "type": "cli", "pattern": "CLI (local hypervisor VM)", "instruction": "brew install clawkwork/tap/clawk\ncd \nclawk # boot a sandbox for this dir + attach Claude Code", "url": "https://github.com/clawkwork/clawk#install" }, "protocols": [ "cli", "http" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-08-13 (repo metadata); Homebrew tap clawkwork/tap/clawk", "verified_at": "2026-10-13", "verification_sources": [ "https://api.github.com/repos/clawkwork/clawk" ] }, { "id": "code-execution/coderunner", "slug": "coderunner", "name": "CodeRunner", "tagline": "A local sandbox for your AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "code-execution", "website": "https://github.com/instavm/coderunner", "repository": "https://github.com/instavm/coderunner", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/coderunner.md", "source_path": "services/code-execution/coderunner.md", "onboarding": { "type": "other", "pattern": null, "instruction": "Install CodeRunner from GitHub and run agent workloads in isolated Apple containers", "url": null }, "protocols": [ "mcp", "cli", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "code-execution/cubesandbox", "slug": "cubesandbox", "name": "CubeSandbox", "tagline": "Instant, Concurrent, Secure & Lightweight Sandbox Service for AI Agents", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "code-execution", "website": "https://cubesandbox.com", "repository": "https://github.com/TencentCloud/CubeSandbox", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/cubesandbox.md", "source_path": "services/code-execution/cubesandbox.md", "onboarding": { "type": "cli", "pattern": "CLI + E2B-compatible SDK", "instruction": "curl -sL https://github.com/tencentcloud/CubeSandbox/raw/master/deploy/one-click/online-install.sh | CUBE_PVM_ENABLE=1 bash", "url": "https://github.com/tencentcloud/CubeSandbox/raw/master/deploy/one-click/online-install.sh" }, "protocols": [ "rest", "cli", "sdk" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-10-19 (repo metadata); one-click installer + E2B-compatible API on :3000", "verified_at": "2026-10-20", "verification_sources": [ "https://api.github.com/repos/TencentCloud/CubeSandbox" ] }, { "id": "code-execution/dormice", "slug": "dormice", "name": "Dormice", "tagline": "The SQLite of agent sandboxes — a self-hosted sandbox platform for AI agents. One machine, sandboxes that live forever, idle costs nothing.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "code-execution", "website": "https://github.com/BitMiracle-AI/Dormice", "repository": "https://github.com/BitMiracle-AI/Dormice", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/dormice.md", "source_path": "services/code-execution/dormice.md", "onboarding": { "type": "agent-skill", "pattern": "self-hosted daemon + SDK / CLI / Agent Skill", "instruction": "curl -fsSL https://raw.githubusercontent.com/BitMiracle-AI/Dormice/main/deploy/install.sh | bash", "url": "https://raw.githubusercontent.com/BitMiracle-AI/Dormice/main/deploy/install.sh" }, "protocols": [ "agent-skill", "cli", "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-08-14 (repo metadata); npx skills add BitMiracle-AI/Dormice", "verified_at": "2026-10-13", "verification_sources": [ "https://api.github.com/repos/BitMiracle-AI/Dormice" ] }, { "id": "code-execution/e2b", "slug": "e2b", "name": "E2B", "tagline": "Cloud for AI agents — secure sandboxes for AI-generated code.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "code-execution", "website": "https://e2b.dev", "repository": "https://github.com/e2b-dev/e2b", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/e2b.md", "source_path": "services/code-execution/e2b.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install e2b-code-interpreter then with Sandbox() as sandbox:", "url": null }, "protocols": [ "agent-skill", "mcp", "rest", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "code-execution/forkd", "slug": "forkd", "name": "forkd", "tagline": "A microVM sandbox runtime for AI agent fan-out.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "code-execution", "website": "https://github.com/deeplethe/sandstorm", "repository": "https://github.com/deeplethe/sandstorm", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/forkd.md", "source_path": "services/code-execution/forkd.md", "onboarding": { "type": "mcp", "pattern": "CLI + REST / SDK / MCP", "instruction": "curl -sSL https://github.com/deeplethe/sandstorm/releases/download/v0.5.3/forkd-v0.5.3-x86_64-linux.tar.gz \\\n | sudo tar -xz -C /usr/local/bin/\nsudo -E forkd quickstart", "url": "https://github.com/deeplethe/sandstorm/releases/download/v0.5.3/forkd-v0.5.3-x86_64-linux.tar.gz" }, "protocols": [ "mcp", "rest", "cli", "sdk" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Repo renamed deeplethe/forkd → deeplethe/sandstorm (project now branded Sandstorm); last push 2026-11-01, latest release v0.6.0 (repo metadata); default branch dev. Install commands below are from the forkd-era v0.5.3 docs", "verified_at": "2026-10-20", "verification_sources": [ "https://api.github.com/repos/deeplethe/sandstorm" ] }, { "id": "code-execution/kubernetes-agent-sandbox", "slug": "kubernetes-agent-sandbox", "name": "Agent Sandbox (Kubernetes SIG)", "tagline": "Agent Sandbox provides a secure and isolated execution layer to safely deploy autonomous AI agents on Kubernetes that generate and run untrusted code at scale.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "code-execution", "website": "https://agent-sandbox.sigs.k8s.io", "repository": "https://github.com/kubernetes-sigs/agent-sandbox", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/kubernetes-agent-sandbox.md", "source_path": "services/code-execution/kubernetes-agent-sandbox.md", "onboarding": { "type": "sdk", "pattern": "SDK + Kubernetes CRDs", "instruction": "pip install k8s-agent-sandbox", "url": "https://github.com/kubernetes-sigs/agent-sandbox/blob/main/clients/python/agentic-sandbox-client/README.md" }, "protocols": [ "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-08-25 (repo metadata); Python package k8s-agent-sandbox; SIG Apps CRD", "verified_at": "2026-10-13", "verification_sources": [ "https://api.github.com/repos/kubernetes-sigs/agent-sandbox" ] }, { "id": "code-execution/latchkey", "slug": "latchkey", "name": "Latchkey", "tagline": "CI your coding agents can run, read and fix.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "code-execution", "website": "https://latchkey.dev", "repository": "https://github.com/latchkey-dev/cache-action", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/latchkey.md", "source_path": "services/code-execution/latchkey.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "# Agent instructions (when to use it, how to call it, MCP / REST / CLI):\nRead https://latchkey.dev/agent.txt and follow the instructions.\n\n# MCP (Streamable HTTP):\nclaude mcp add --transport http latchkey https://latchkey.dev/mcp --header \"Authorization: Bearer $LATCHKEY_TOKEN\"\n\n# CLI:\nnpm install -g @latchkeydev/cli # then: latchkey run 'npm test'", "url": "https://latchkey.dev/agent.txt" }, "protocols": [ "mcp", "rest", "cli", "openapi", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "code-execution/opensandbox", "slug": "opensandbox", "name": "OpenSandbox", "tagline": "Secure, fast, extensible sandbox runtime for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "code-execution", "website": "https://open-sandbox.ai", "repository": "https://github.com/opensandbox-group/OpenSandbox", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/opensandbox.md", "source_path": "services/code-execution/opensandbox.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "Follow open-sandbox.ai docs or run the OpenSandbox MCP server", "url": null }, "protocols": [ "mcp", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "code-execution/riza", "slug": "riza", "name": "Riza", "tagline": "AI writes code. Riza runs it.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "code-execution", "website": "https://riza.io/", "repository": "https://github.com/riza-io", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/riza.md", "source_path": "services/code-execution/riza.md", "onboarding": { "type": "other", "pattern": null, "instruction": "uv add rizaio", "url": null }, "protocols": [ "mcp", "rest", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "code-execution/runloop", "slug": "runloop", "name": "Runloop", "tagline": "Your AI Agent Accelerator.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "code-execution", "website": "https://runloop.ai", "repository": "https://github.com/runloopai/api-client-python", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/runloop.md", "source_path": "services/code-execution/runloop.md", "onboarding": { "type": "mcp", "pattern": "SDK / REST + CLI + MCP", "instruction": "pip install runloop-api-client\n# or: npm install @runloop/api-client (see GitHub api-client-ts)\nexport RUNLOOP_API_KEY=...", "url": "https://platform.runloop.ai" }, "protocols": [ "mcp", "rest", "cli", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "code-execution/smolvm", "slug": "smolvm", "name": "SmolVM", "tagline": "SmolVM: secure microVM sandboxes for AI agents", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "code-execution", "website": "https://docs.celesto.ai/smolvm", "repository": "https://github.com/CelestoAI/celesto", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/smolvm.md", "source_path": "services/code-execution/smolvm.md", "onboarding": { "type": "cli", "pattern": "CLI + Python SDK", "instruction": "curl -sSL https://celesto.ai/install.sh | bash", "url": "https://celesto.ai/install.sh" }, "protocols": [ "cli", "sdk", "http" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "Repository renamed from CelestoAI/SmolVM to CelestoAI/celesto (old URL redirects); last push 2026-09-25; license still Apache-2.0 (repo metadata); homepage still docs.celesto.ai/smolvm", "verified_at": "2026-09-26", "verification_sources": [ "https://api.github.com/repos/CelestoAI/celesto", "https://docs.celesto.ai/smolvm" ] }, { "id": "code-execution/the-vibe-hosting", "slug": "the-vibe-hosting", "name": "The Vibe Hosting", "tagline": "One prompt → root Linux → your project is live.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "code-execution", "website": "https://thevibehosting.com", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/the-vibe-hosting.md", "source_path": "services/code-execution/the-vibe-hosting.md", "onboarding": { "type": "url", "pattern": "URL Onboarding", "instruction": "Read https://thevibehosting.com/SKILL.md and follow the instructions to deploy your project.", "url": "https://thevibehosting.com/SKILL.md" }, "protocols": [ "url-onboarding", "agent-skill", "rest", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "code-execution/vercel-sandbox", "slug": "vercel-sandbox", "name": "Vercel Sandbox", "tagline": "Secure, isolated microVMs for AI-generated code.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "code-execution", "website": "https://vercel.com/docs/sandbox", "repository": "https://github.com/vercel/sandbox", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/code-execution/vercel-sandbox.md", "source_path": "services/code-execution/vercel-sandbox.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "npm install @vercel/sandbox", "url": "https://vercel.com/docs/sandbox/sdk-reference" }, "protocols": [ "rest", "cli", "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "observability-and-tracing/agent-inspect", "slug": "agent-inspect", "name": "agent-inspect", "tagline": "Local execution trees for TypeScript AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "observability-and-tracing", "website": "https://github.com/rajudandigam/agent-inspect", "repository": "https://github.com/rajudandigam/agent-inspect", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/agent-inspect.md", "source_path": "services/observability-and-tracing/agent-inspect.md", "onboarding": { "type": "other", "pattern": null, "instruction": "Add agent-inspect to a TypeScript agent project and emit execution trees", "url": null }, "protocols": [ "mcp", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "observability-and-tracing/agent-trace", "slug": "agent-trace", "name": "Agent Trace", "tagline": "Observability for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "observability-and-tracing", "website": "https://github.com/Siddhant-K-code/agent-trace", "repository": "https://github.com/Siddhant-K-code/agent-trace", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/agent-trace.md", "source_path": "services/observability-and-tracing/agent-trace.md", "onboarding": { "type": "other", "pattern": null, "instruction": "Install agent-strace from PyPI/GitHub and wrap agent runs", "url": null }, "protocols": [ "mcp", "cli", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "observability-and-tracing/agentevals", "slug": "agentevals", "name": "AgentEvals", "tagline": "Ship Agents Reliably — Benchmark your agents before they hit production. AgentEvals scores performance and inference quality from OpenTelemetry traces — no re-runs, no guesswork.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "observability-and-tracing", "website": "https://aevals.ai", "repository": "https://github.com/agentevals-dev/agentevals", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/agentevals.md", "source_path": "services/observability-and-tracing/agentevals.md", "onboarding": { "type": "mcp", "pattern": "CLI + OpenTelemetry + optional MCP + live OTLP receiver", "instruction": "pip install agentevals-cli", "url": "http://localhost:4318" }, "protocols": [ "mcp", "rest", "grpc", "cli", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "observability-and-tracing/agentops", "slug": "agentops", "name": "AgentOps", "tagline": "AgentOps is the developer favorite platform for testing, debugging, and deploying AI agents and LLM apps.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "observability-and-tracing", "website": "https://www.agentops.ai", "repository": "https://github.com/AgentOps-AI/agentops", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/agentops.md", "source_path": "services/observability-and-tracing/agentops.md", "onboarding": { "type": "mcp", "pattern": "SDK auto-instrumentation + Public REST API + MCP docs helper", "instruction": "import agentops\nagentops.init(\"\")", "url": "https://docs.agentops.ai/v2/usage/recording-operations" }, "protocols": [ "mcp", "rest", "sdk", "http", "api" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "observability-and-tracing/agentsight", "slug": "agentsight", "name": "AgentSight", "tagline": "lightweight system-level observability for AI Agents", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "observability-and-tracing", "website": "https://eunomia.dev/agentsight/", "repository": "https://github.com/eunomia-bpf/agentsight", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/agentsight.md", "source_path": "services/observability-and-tracing/agentsight.md", "onboarding": { "type": "cli", "pattern": "CLI wrapper (operator-surface track)", "instruction": "cargo install agentsight\n# or: brew tap eunomia-bpf/tap && brew install eunomia-bpf/tap/agentsight\n\nagentsight top\nsudo agentsight record -- claude", "url": null }, "protocols": [ "cli", "http" ], "mcp_status": "unknown", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-08-25 (repo metadata); docs updated 2026-08-24", "verified_at": "2026-10-13", "verification_sources": [ "https://api.github.com/repos/eunomia-bpf/agentsight" ] }, { "id": "observability-and-tracing/braintrust", "slug": "braintrust", "name": "Braintrust", "tagline": "Ship quality AI at scale\" — AI observability and evaluation.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "observability-and-tracing", "website": "https://www.braintrust.dev", "repository": "https://github.com/braintrustdata/autoevals", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/braintrust.md", "source_path": "services/observability-and-tracing/braintrust.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install \"braintrust[openai-agents]\"", "url": "https://www.braintrust.dev/docs/integrations/agent-frameworks/openai-agents-sdk" }, "protocols": [ "mcp", "rest", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "observability-and-tracing/galileo", "slug": "galileo", "name": "Galileo", "tagline": "Galileo is the AI observability and eval engineering platform where offline evals become production guardrails.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "observability-and-tracing", "website": "https://galileo.ai", "repository": "https://github.com/rungalileo", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/galileo.md", "source_path": "services/observability-and-tracing/galileo.md", "onboarding": { "type": "mcp", "pattern": "MCP (Cursor / VS Code) + Galileo API key", "instruction": "{\n \"mcpServers\": {\n \"galileo_mcp_server\": {\n \"url\": \"https://api.galileo.ai/mcp/http/mcp\",\n \"headers\": {\n \"Galileo-API-Key\": \"YOUR-API-KEY\",\n \"Accept\": \"text/event-stream\"\n }\n }\n }\n}", "url": "https://api.galileo.ai/mcp/http/mcp" }, "protocols": [ "mcp", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "observability-and-tracing/kitaru", "slug": "kitaru", "name": "Kitaru", "tagline": "Traces you can run, not just read.\" — zenml-io/kitaru README", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "observability-and-tracing", "website": "https://www.zenml.io/product/kitaru", "repository": "https://github.com/zenml-io/kitaru", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/kitaru.md", "source_path": "services/observability-and-tracing/kitaru.md", "onboarding": { "type": "agent-skill", "pattern": null, "instruction": "uv add \"kitaru[cli,worker,mcp]\" kitaru-pydantic-ai # or: pip install\nkitaru login --local # or: kitaru login \nnpx skills add zenml-io/kitaru-skills", "url": "https://github.com/zenml-io/kitaru" }, "protocols": [ "agent-skill", "mcp", "cli", "sdk", "http" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": "2026-10-19", "verification_sources": [ "https://github.com/zenml-io/kitaru" ] }, { "id": "observability-and-tracing/laminar", "slug": "laminar", "name": "Laminar", "tagline": "Open-source observability platform for long-running agents. Trace in one line, debug from any step, detect patterns at scale.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "observability-and-tracing", "website": "https://laminar.sh", "repository": "https://github.com/lmnr-ai/lmnr", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/laminar.md", "source_path": "services/observability-and-tracing/laminar.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "# Self-host:\ngit clone https://github.com/lmnr-ai/lmnr\ncd lmnr && docker compose up -d\n\n# Or hosted: sign up at laminar.sh\n\n# Two lines to integrate:\nfrom lmnr import Laminar\nLaminar.initialize()", "url": "https://github.com/lmnr-ai/lmnr" }, "protocols": [ "cli", "sdk", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "observability-and-tracing/langfuse", "slug": "langfuse", "name": "Langfuse", "tagline": "Open-source LLM observability, tracing, and evaluation for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "observability-and-tracing", "website": "https://langfuse.com", "repository": "https://github.com/langfuse/langfuse", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/langfuse.md", "source_path": "services/observability-and-tracing/langfuse.md", "onboarding": { "type": "agent-skill", "pattern": null, "instruction": "npx skills add https://github.com/langfuse/skills --skill langfuse-observability", "url": "https://github.com/langfuse/skills" }, "protocols": [ "agent-skill", "mcp", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "observability-and-tracing/langwatch", "slug": "langwatch", "name": "LangWatch", "tagline": "Open-source LLM Ops platform for tracing, evals, and guardrails.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "observability-and-tracing", "website": "https://langwatch.ai", "repository": "https://github.com/langwatch/langwatch", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/langwatch.md", "source_path": "services/observability-and-tracing/langwatch.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "Install the LangWatch SDK and follow the [official quickstart](https://langwatch.ai/docs/introduction)", "url": "https://langwatch.ai/docs/introduction" }, "protocols": [ "mcp", "sdk", "api", "documentation" ], "mcp_status": "optional", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "observability-and-tracing/numbat", "slug": "numbat", "name": "numbat", "tagline": "Endpoint visibility into AI agent activity, with local detection, optional pre-action blocking, and forensic reconstruction.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "observability-and-tracing", "website": "https://github.com/perplexityai/numbat", "repository": "https://github.com/perplexityai/numbat", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/numbat.md", "source_path": "services/observability-and-tracing/numbat.md", "onboarding": { "type": "cli", "pattern": "endpoint CLI + agent hooks/plugins + OTLP/HTTP", "instruction": "go install github.com/perplexityai/numbat/cmd/numbat@latest\nnumbat agents\nnumbat scan --agent codex", "url": "https://github.com/perplexityai/numbat/blob/main/README.md#quick-start" }, "protocols": [ "cli", "http" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "v0.2.0 released 2026-08-17; 1,073 stars; license Apache-2.0; repository pushed_at 2026-09-15 and default-branch commit 2026-08-17 (repo metadata)", "verified_at": "2026-09-26", "verification_sources": [ "https://github.com/perplexityai/numbat/releases/tag/v0.2.0", "https://api.github.com/repos/perplexityai/numbat" ] }, { "id": "observability-and-tracing/openlit", "slug": "openlit", "name": "OpenLIT", "tagline": "OpenTelemetry-native observability for LLMs and AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "observability-and-tracing", "website": "https://openlit.io", "repository": "https://github.com/openlit/openlit", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/openlit.md", "source_path": "services/observability-and-tracing/openlit.md", "onboarding": { "type": "other", "pattern": null, "instruction": "Install SDK instrumentation in the agent runtime, emit traces/metrics, and connect to OpenLIT backend for dashboards and analysis.", "url": null }, "protocols": [ "sdk" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "observability-and-tracing/orcareplay", "slug": "orcareplay", "name": "OrcaReplay", "tagline": "Your agent broke something at 2am. Replay it at 9am — exactly, offline, as many times as you like.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "observability-and-tracing", "website": "https://github.com/Continuum-AI-Corp/OrcaReplay", "repository": "https://github.com/Continuum-AI-Corp/OrcaReplay", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/observability-and-tracing/orcareplay.md", "source_path": "services/observability-and-tracing/orcareplay.md", "onboarding": { "type": "cli", "pattern": "CLI wrapper (process + socket interception; operator-surface track)", "instruction": "npm i -g orcareplay\norca doctor\norca record claude\norca replay last\norca fork last", "url": "https://github.com/Continuum-AI-Corp/OrcaReplay#install" }, "protocols": [ "agent-skill", "mcp", "cli", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Created 2026-08-29; orcareplay@0.5.0 on npm 2026-09-29; last push 2026-10-01; 286 stars on 2026-10-20 (GitHub metadata); official MCP registry entry io.github.Continuum-AI-Corp/orcareplay is active (0.5.0). Early maturity: no tagged 1.0 and no stability guarantee on the v0 trace schema.", "verified_at": "2026-10-20", "verification_sources": [ "https://api.github.com/repos/Continuum-AI-Corp/OrcaReplay", "https://registry.npmjs.org/orcareplay", "https://registry.modelcontextprotocol.io/v0.1/servers/io.github.Continuum-AI-Corp%2Forcareplay/versions/latest" ] }, { "id": "durable-execution-and-scheduling/inferable", "slug": "inferable", "name": "Inferable", "tagline": "Build reliable AI Workflows and Agents with humans in the loop, structured outputs and durable execution.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "durable-execution-and-scheduling", "website": "https://github.com/inferablehq/inferable", "repository": "https://github.com/inferablehq/inferable", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/durable-execution-and-scheduling/inferable.md", "source_path": "services/durable-execution-and-scheduling/inferable.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "# Self-hosted (Docker Compose) or hosted SaaS — pick one.\n# SDK install:\nnpm install @inferable/sdk\n# or\npip install inferable\n\n# Then wrap a function as a durable workflow step:\nfrom inferable import workflow\n\n@workflow.step()\ndef call_tool(...): ...", "url": null }, "protocols": [ "rest", "cli", "sdk", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "durable-execution-and-scheduling/inngest", "slug": "inngest", "name": "Inngest", "tagline": "Durable execution for AI agents in production.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "durable-execution-and-scheduling", "website": "https://inngest.com", "repository": "https://github.com/inngest/inngest", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/durable-execution-and-scheduling/inngest.md", "source_path": "services/durable-execution-and-scheduling/inngest.md", "onboarding": { "type": "agent-skill", "pattern": null, "instruction": "npx skills add inngest/inngest-skills", "url": null }, "protocols": [ "agent-skill", "mcp", "rest", "webhook", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "durable-execution-and-scheduling/mcp-cloud-mcp-agent", "slug": "mcp-cloud-mcp-agent", "name": "MCP-Cloud (mcp-agent)", "tagline": "Deploy and host your mcp-agents and apps on the cloud.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "durable-execution-and-scheduling", "website": "https://docs.mcp-agent.com", "repository": "https://github.com/lastmile-ai/mcp-agent", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/durable-execution-and-scheduling/mcp-cloud-mcp-agent.md", "source_path": "services/durable-execution-and-scheduling/mcp-cloud-mcp-agent.md", "onboarding": { "type": "mcp", "pattern": null, "instruction": "uvx mcp-agent login\nuvx mcp-agent deploy my-agent\n# Endpoint: https://.deployments.mcp-agent.com", "url": "https://docs.mcp-agent.com/get-started/cloud" }, "protocols": [ "mcp", "cli", "http" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "durable-execution-and-scheduling/pi-dispatch", "slug": "pi-dispatch", "name": "pi-dispatch", "tagline": "Run the pi coding agent as a service — triggered on demand, on a cron schedule, or by a GitHub or GitLab issue, comment or pull/merge request — in a container you control, with a durable queue, a spend cap, and a live admin panel.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "durable-execution-and-scheduling", "website": "https://github.com/edgehero/pi-dispatch", "repository": "https://github.com/edgehero/pi-dispatch", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/durable-execution-and-scheduling/pi-dispatch.md", "source_path": "services/durable-execution-and-scheduling/pi-dispatch.md", "onboarding": { "type": "cli", "pattern": "Daemon / Extension + CLI", "instruction": "# Guided setup from pi\npi install npm:@edgehero/pi-dispatch-admin\n# Then type /dispatch inside pi and follow the setup prompts.\n\n# Headless setup and first job\nmkdir my-dispatch && cd my-dispatch\nnpx @edgehero/pi-dispatch up\nnpx @edgehero/pi-dispatch worker\nnpx @edgehero/pi-dispatch run ./my-project --task \"add type hints\" --flow tidy", "url": null }, "protocols": [ "agent-skill", "webhook", "cli" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": "Product release v1.10.3 published 2026-09-07; 178 stars; license MIT; last push 2026-09-25 (repo metadata)", "verified_at": "2026-09-26", "verification_sources": [ "https://github.com/edgehero/pi-dispatch/releases/tag/v1.10.3", "https://api.github.com/repos/edgehero/pi-dispatch" ] }, { "id": "durable-execution-and-scheduling/restate", "slug": "restate", "name": "Restate", "tagline": "Durable execution for AI agents — any framework, any cloud.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "durable-execution-and-scheduling", "website": "https://restate.dev", "repository": "https://github.com/restatedev/restate", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/durable-execution-and-scheduling/restate.md", "source_path": "services/durable-execution-and-scheduling/restate.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install restate-sdk — wrap existing agent with 2-line middleware", "url": null }, "protocols": [ "mcp", "rest", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "durable-execution-and-scheduling/trigger-dev", "slug": "trigger-dev", "name": "Trigger.dev", "tagline": "Build and deploy fully-managed AI agents and workflows.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "durable-execution-and-scheduling", "website": "https://trigger.dev", "repository": "https://github.com/triggerdotdev/trigger.dev", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/durable-execution-and-scheduling/trigger-dev.md", "source_path": "services/durable-execution-and-scheduling/trigger-dev.md", "onboarding": { "type": "agent-skill", "pattern": null, "instruction": "npx skills add triggerdotdev/skills", "url": null }, "protocols": [ "agent-skill", "rest", "sdk", "api" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "meeting-and-conversation/agentcall", "slug": "agentcall", "name": "AgentCall", "tagline": "Your AI agent, in every meeting.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "meeting-and-conversation", "website": "https://agentcall.dev", "repository": "https://github.com/pattern-ai-labs/agentcall", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/meeting-and-conversation/agentcall.md", "source_path": "services/meeting-and-conversation/agentcall.md", "onboarding": { "type": "agent-skill", "pattern": "Agent Skill (not an SDK)", "instruction": "/plugin marketplace add pattern-ai-labs/agentcall\n/plugin install join-meeting@agentcall", "url": "https://github.com/pattern-ai-labs/agentcall" }, "protocols": [ "agent-skill", "rest", "websocket", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-09-15; latest release v1.1.15 (2026-07-01); MIT; SKILL.md, .claude-plugin/, and gemini-extension.json still present; agentcall.dev HTTP 200 (verified 2026-09-30)", "verified_at": "2026-09-30", "verification_sources": [ "https://agentcall.dev" ] }, { "id": "meeting-and-conversation/daily-agent", "slug": "daily-agent", "name": "Daily Agent Toolkit", "tagline": "Build realtime meeting agents on Daily.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "meeting-and-conversation", "website": "https://www.daily.co", "repository": "https://github.com/daily-co/daily-python", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/meeting-and-conversation/daily-agent.md", "source_path": "services/meeting-and-conversation/daily-agent.md", "onboarding": { "type": "other", "pattern": null, "instruction": "Create a Daily room via API, then run an agent bot process that joins the room and handles meeting events programmatically.", "url": null }, "protocols": [ "rest", "webhook", "sdk" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "meeting-and-conversation/joinly", "slug": "joinly", "name": "joinly.ai", "tagline": "Make your meetings accessible to AI Agents!", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "meeting-and-conversation", "website": "https://joinly.ai", "repository": "https://github.com/joinly-ai/joinly", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/meeting-and-conversation/joinly.md", "source_path": "services/meeting-and-conversation/joinly.md", "onboarding": { "type": "mcp", "pattern": "CLI + MCP server", "instruction": "docker pull ghcr.io/joinly-ai/joinly:latest\n# Quickstart client-in-container (no external MCP):\ndocker run --env-file .env ghcr.io/joinly-ai/joinly:latest --client \n\n# Server mode — bind localhost only:\ndocker run -p 127.0.0.1:8000:8000 ghcr.io/joinly-ai/joinly:latest\nuvx joinly-client --env-file .env ", "url": null }, "protocols": [ "mcp" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Last GitHub push 2026-09-01 (repo metadata) — repo public, not archived, 569 stars on 2026-10-20; image ghcr.io/joinly-ai/joinly (package page HTTP 200); PyPI joinly-client; optional cloud host cloud.joinly.ai still has no DNS record as of 2026-10-20 — self-host Docker remains the listed onboarding", "verified_at": "2026-10-20", "verification_sources": [ "https://api.github.com/repos/joinly-ai/joinly" ] }, { "id": "meeting-and-conversation/meeting-baas", "slug": "meeting-baas", "name": "Meeting BaaS", "tagline": "Meeting Bots As A Service — The developer API for programmatic access to meeting data across Zoom, Google Meet, and Microsoft Teams.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "meeting-and-conversation", "website": "https://meetingbaas.com", "repository": "https://github.com/Meeting-Baas", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/meeting-and-conversation/meeting-baas.md", "source_path": "services/meeting-and-conversation/meeting-baas.md", "onboarding": { "type": "mcp", "pattern": "SDK / REST + webhooks + optional MCP", "instruction": "curl -X POST \"https://api.meetingbaas.com/bots\" \\\n -H \"Content-Type: application/json\" \\\n -H \"x-meeting-baas-api-key: YOUR-API-KEY\" \\\n -d '{\"meeting_url\": \"YOUR-MEETING-URL\", \"bot_name\": \"AI Notetaker\", \"recording_mode\": \"speaker_view\", \"speech_to_text\": {\"provider\": \"Default\"}}'", "url": "https://api.meetingbaas.com/bots" }, "protocols": [ "mcp", "rest", "webhook", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "meeting-and-conversation/meetstream", "slug": "meetstream", "name": "MeetStream", "tagline": "API & Infrastructure to capture recordings, transcripts & metadata from meetings.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "meeting-and-conversation", "website": "https://meetstream.ai", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/meeting-and-conversation/meetstream.md", "source_path": "services/meeting-and-conversation/meetstream.md", "onboarding": { "type": "cli", "pattern": "REST + Webhooks + WebSockets (real-time media/transcripts)", "instruction": "curl -X POST \"https://api.meetstream.ai/api/v1/bots/create_bot\" \\\n -H \"Authorization: Token YOUR_API_KEY\" \\\n -H \"Content-Type: application/json\" \\\n -d '{\"meeting_link\":\"https://meet.google.com/xxx-xxxx-xxx\",\"bot_name\":\"Meetstream Agent\",\"video_required\":true}'", "url": "https://api.meetstream.ai/api/v1/bots/create_bot" }, "protocols": [ "mcp", "rest", "websocket", "webhook", "cli", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "meeting-and-conversation/recall-ai", "slug": "recall-ai", "name": "Recall.ai", "tagline": "The meeting bot API for every platform.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "meeting-and-conversation", "website": "https://recall.ai", "repository": "https://github.com/recallai", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/meeting-and-conversation/recall-ai.md", "source_path": "services/meeting-and-conversation/recall-ai.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "POST https://api.recall.ai/api/v1/bot with the meeting URL", "url": "https://api.recall.ai/api/v1/bot" }, "protocols": [ "rest", "webhook", "api", "documentation" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "meeting-and-conversation/vexa", "slug": "vexa", "name": "Vexa", "tagline": "Open-source meeting transcription API for Google Meet, Microsoft Teams & Zoom. Auto-join bots, real-time WebSocket transcripts, MCP server for AI agents. Self-host or use hosted SaaS.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "meeting-and-conversation", "website": "https://vexa.ai", "repository": "https://github.com/Vexa-ai/vexa", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/meeting-and-conversation/vexa.md", "source_path": "services/meeting-and-conversation/vexa.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "# Self-hosted:\ngit clone https://github.com/Vexa-ai/vexa\ncd vexa && docker compose up -d\n\n# Or hosted SaaS via vexa.ai\n\n# Send a bot to a meeting:\ncurl -X POST https:///v1/bots \\\n -H \"X-API-Key: $KEY\" \\\n -d '{\"meeting_url\":\"https://meet.google.com/abc-defg-hij\",\"platform\":\"google_meet\"}'", "url": "https://github.com/Vexa-ai/vexa" }, "protocols": [ "mcp", "rest", "websocket", "cli", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "voice-and-phone/cosvoice", "slug": "cosvoice", "name": "CosVoice", "tagline": "Your AI Agent gets its own phone number.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "voice-and-phone", "website": "https://cosvoice.com", "repository": "https://github.com/CosVoice/cosvoice-mcp", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/voice-and-phone/cosvoice.md", "source_path": "services/voice-and-phone/cosvoice.md", "onboarding": { "type": "url", "pattern": "URL Onboarding", "instruction": "Read https://cosvoice.com/skill and follow the instructions to connect CosVoice.", "url": "https://cosvoice.com/skill" }, "protocols": [ "url-onboarding", "agent-skill", "mcp", "rest", "webhook", "openapi", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "https://cosvoice.com and https://cosvoice.com/skill returned HTTP 200. https://cosvoice.com/mcp returned GET 405, POST 401, OPTIONS 204. Packaging repo https://github.com/CosVoice/cosvoice-mcp is MIT", "verified_at": "2026-10-09", "verification_sources": [ "https://cosvoice.com", "https://cosvoice.com/skill", "https://cosvoice.com/mcp", "https://github.com/CosVoice/cosvoice-mcp" ] }, { "id": "voice-and-phone/livekit-agents", "slug": "livekit-agents", "name": "LiveKit Agents", "tagline": "Build, run, and observe AI agents\" — voice, video, and physical AI on LiveKit.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "voice-and-phone", "website": "https://livekit.com/agents", "repository": "https://github.com/livekit/agents", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/voice-and-phone/livekit-agents.md", "source_path": "services/voice-and-phone/livekit-agents.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "# Follow https://docs.livekit.io/agents/start/voice-ai/\n# Typical: pip install livekit-agents + plugins (STT, LLM, TTS), then livekit agents CLI", "url": "https://docs.livekit.io/agents/start/voice-ai/" }, "protocols": [ "sdk" ], "mcp_status": "unknown", "agent_skill_status": "unknown", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "voice-and-phone/patter", "slug": "patter", "name": "Patter", "tagline": "Patter is the open-source SDK that gives your AI agent a phone number.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "voice-and-phone", "website": "https://getpatter.com", "repository": "https://github.com/PatterAI/Patter", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/voice-and-phone/patter.md", "source_path": "services/voice-and-phone/patter.md", "onboarding": { "type": "agent-skill", "pattern": "SDK + published Agent Skills", "instruction": "npx skills add patterai/skills\nnpm install getpatter\n# or\npip install getpatter", "url": "https://docs.getpatter.com" }, "protocols": [ "agent-skill", "http" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": "v0.7.0 (2026-06-30) is still the latest release (npm and PyPI getpatter 0.7.0); last GitHub push 2026-08-25; 1,062 stars; MIT; PatterAI/skills present; getpatter.com and docs HTTP 200 (verified 2026-09-30)", "verified_at": "2026-09-30", "verification_sources": [ "https://github.com/PatterAI/skills", "https://getpatter.com", "https://docs.getpatter.com" ] }, { "id": "voice-and-phone/pipecat", "slug": "pipecat", "name": "Pipecat", "tagline": "Open-source framework for real-time voice AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "voice-and-phone", "website": "https://pipecat.ai", "repository": "https://github.com/pipecat-ai/pipecat", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/voice-and-phone/pipecat.md", "source_path": "services/voice-and-phone/pipecat.md", "onboarding": { "type": "other", "pattern": null, "instruction": "Build a voice pipeline (STT → LLM → TTS), attach transport (WebRTC/SIP), then run headless agent workers for realtime calls.", "url": null }, "protocols": [ "sdk" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "voice-and-phone/qwen-audio-agent", "slug": "qwen-audio-agent", "name": "Qwen Audio Agent", "tagline": "A realtime voice runtime that keeps Agents talking, working, and present.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "voice-and-phone", "website": "https://github.com/QwenAudio/qwen-audio-agent", "repository": "https://github.com/QwenAudio/qwen-audio-agent", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/voice-and-phone/qwen-audio-agent.md", "source_path": "services/voice-and-phone/qwen-audio-agent.md", "onboarding": { "type": "cli", "pattern": "Daemon / CLI", "instruction": "npm install -g qwen-audio-agent\nqwenaudio config # add realtime voice credentials and optional backend\nqwenaudio # start the local Gateway\nqwenaudio tui # in another terminal; or: qwenaudio webui", "url": null }, "protocols": [ "cli", "acp", "stdio" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "v2.0.0 released 2026-09-23; 2,764 stars; license Apache-2.0; last push 2026-09-23; docs site qwenaudio.github.io/qwen-audio-agent returned HTTP 200 (repo metadata)", "verified_at": "2026-09-26", "verification_sources": [ "https://github.com/QwenAudio/qwen-audio-agent/releases/tag/v2.0.0", "https://qwenaudio.github.io/qwen-audio-agent/", "https://api.github.com/repos/QwenAudio/qwen-audio-agent" ] }, { "id": "voice-and-phone/retell-ai", "slug": "retell-ai", "name": "Retell AI", "tagline": "#1 AI Voice Agent Platform for Automating Calls.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "voice-and-phone", "website": "https://www.retellai.com", "repository": "https://github.com/RetellAI/retell-python-sdk", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/voice-and-phone/retell-ai.md", "source_path": "services/voice-and-phone/retell-ai.md", "onboarding": { "type": "mcp", "pattern": "SDK / REST + webhooks + optional MCP (mid-call tools and assistant management)", "instruction": "pip install retell-sdk\n# or: npm install retell-sdk", "url": "https://docs.retellai.com/build/single-multi-prompt/mcp" }, "protocols": [ "mcp", "rest", "webhook", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "voice-and-phone/stimm", "slug": "stimm", "name": "Stimm", "tagline": "The Open Source Voice Agent Platform. Orchestrate ultra-low latency AI pipelines for real-time conversations over WebRTC.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "voice-and-phone", "website": "https://stimm.ai", "repository": "https://github.com/stimm-ai/stimm", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/voice-and-phone/stimm.md", "source_path": "services/voice-and-phone/stimm.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "git clone https://github.com/stimm-ai/stimm\n# follow README to install + run the orchestrator\n# then connect your STT / LLM / TTS providers and a WebRTC client", "url": "https://github.com/stimm-ai/stimm" }, "protocols": [ "api", "documentation" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "voice-and-phone/vapi", "slug": "vapi", "name": "Vapi", "tagline": "Build advanced voice AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "voice-and-phone", "website": "https://vapi.ai", "repository": "https://github.com/VapiAI/server-sdk-python", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/voice-and-phone/vapi.md", "source_path": "services/voice-and-phone/vapi.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install vapi-server-sdk then POST /assistant", "url": null }, "protocols": [ "mcp", "rest", "webhook", "sdk", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "llm-gateway-and-routing/agentgateway", "slug": "agentgateway", "name": "Agentgateway", "tagline": "Connect Secure Observe Connect Agentic Workflows.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "llm-gateway-and-routing", "website": "https://agentgateway.dev", "repository": "https://github.com/agentgateway/agentgateway", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/llm-gateway-and-routing/agentgateway.md", "source_path": "services/llm-gateway-and-routing/agentgateway.md", "onboarding": { "type": "mcp", "pattern": "self-hosted proxy (binary, Docker, or Kubernetes) — OpenAI-compatible LLM front door plus MCP and A2A routing", "instruction": "curl https://raw.githubusercontent.com/agentgateway/agentgateway/refs/heads/main/common/scripts/get-agentgateway | bash\ncurl -sL https://raw.githubusercontent.com/agentgateway/agentgateway/main/examples/basic/config.yaml -o config.yaml\nagentgateway -f config.yaml\n# Open UI at localhost:15000", "url": "https://raw.githubusercontent.com/agentgateway/agentgateway/refs/heads/main/common/scripts/get-agentgateway" }, "protocols": [ "mcp", "a2a", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "llm-gateway-and-routing/bifrost", "slug": "bifrost", "name": "Bifrost", "tagline": "The fastest way to build AI applications that never go down.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "llm-gateway-and-routing", "website": "https://docs.getbifrost.ai", "repository": "https://github.com/maximhq/bifrost", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/llm-gateway-and-routing/bifrost.md", "source_path": "services/llm-gateway-and-routing/bifrost.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "npx -y @maximhq/bifrost", "url": "http://localhost:8080" }, "protocols": [ "mcp", "cli", "sdk", "json-rpc", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": "2026-10-13", "verification_sources": [ "https://github.com/maximhq/bifrost" ] }, { "id": "llm-gateway-and-routing/dasha-compute", "slug": "dasha-compute", "name": "Dasha Compute", "tagline": "OpenAI-compatible inference. A run factory, not a ledger.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "llm-gateway-and-routing", "website": "https://lobby.getdasha.com/compute", "repository": "https://github.com/Uuriko/dasha-desk", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/llm-gateway-and-routing/dasha-compute.md", "source_path": "services/llm-gateway-and-routing/dasha-compute.md", "onboarding": { "type": "url", "pattern": "URL Onboarding", "instruction": "# URL Onboarding:\nRead https://www.getdasha.com/compute/skill.md (or https://www.getdasha.com/.well-known/agent.json) and follow the instructions to register and join. Do not use https://www.getdasha.com/llms.txt for this product: on 2026-09-26 that file described a Solana token site, not Dasha Compute.\n\n# SDK / REST:\n# 1. Mint a 24h guest key with a bare POST (no account, no email):\ncurl -sS -X POST https://lobby.getdasha.com/compute/api/guest-keys -H 'Content-Type: application/json' -d '{}'\n# 2. Use the OpenAI SDK with base_url https://lobby.getdasha.com/compute/api/v1 and the guest key as the Bearer token.", "url": "https://www.getdasha.com/compute/skill.md" }, "protocols": [ "url-onboarding", "agent-skill", "rest", "http", "api" ], "mcp_status": "unknown", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "llm-gateway-and-routing/helicone", "slug": "helicone", "name": "Helicone", "tagline": "Build Reliable AI Apps\" — AI Gateway & LLM observability.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "llm-gateway-and-routing", "website": "https://www.helicone.ai", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/llm-gateway-and-routing/helicone.md", "source_path": "services/llm-gateway-and-routing/helicone.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "import OpenAI from \"openai\";\n\nconst client = new OpenAI({\n baseURL: \"https://ai-gateway.helicone.ai\",\n apiKey: process.env.HELICONE_API_KEY,\n});", "url": "https://ai-gateway.helicone.ai" }, "protocols": [ "rest", "http", "documentation" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "llm-gateway-and-routing/keywords-ai", "slug": "keywords-ai", "name": "Respan (Keywords AI)", "tagline": "Route, observe, and evaluate every LLM call", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "llm-gateway-and-routing", "website": "https://www.respan.ai/", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/llm-gateway-and-routing/keywords-ai.md", "source_path": "services/llm-gateway-and-routing/keywords-ai.md", "onboarding": { "type": "api", "pattern": "OpenAI-compatible REST + agent tracing", "instruction": "1. Create an account at [platform.respan.ai](https://platform.respan.ai) and a **Respan API key**.", "url": "https://platform.respan.ai" }, "protocols": [ "mcp", "rest", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": "2026-10-19", "verification_sources": [ "https://www.respan.ai/" ] }, { "id": "llm-gateway-and-routing/litellm", "slug": "litellm", "name": "LiteLLM", "tagline": "AI Gateway to provide model access, fallbacks and spend tracking across 100+ LLMs. All in the OpenAI format.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "llm-gateway-and-routing", "website": "https://www.litellm.ai", "repository": "https://github.com/BerriAI/litellm", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/llm-gateway-and-routing/litellm.md", "source_path": "services/llm-gateway-and-routing/litellm.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install litellm\n# Deploy proxy per https://docs.litellm.ai/docs/proxy/docker_quick_start\n# Point OpenAI SDK base_url at your LiteLLM proxy (e.g. http://localhost:4000)", "url": "https://docs.litellm.ai/docs/proxy/docker_quick_start" }, "protocols": [ "mcp", "sdk", "a2a", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "llm-gateway-and-routing/openrouter", "slug": "openrouter", "name": "OpenRouter", "tagline": "The Unified Interface For LLMs.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "llm-gateway-and-routing", "website": "https://openrouter.ai", "repository": "https://github.com/OpenRouterTeam", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/llm-gateway-and-routing/openrouter.md", "source_path": "services/llm-gateway-and-routing/openrouter.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "# Docs: https://openrouter.ai/docs/quickstart\nexport OPENROUTER_API_KEY=...\n# Use OpenAI SDK with base_url https://openrouter.ai/api/v1", "url": "https://openrouter.ai/docs/quickstart" }, "protocols": [ "mcp", "rest", "sdk", "http", "api", "documentation" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "llm-gateway-and-routing/portkey", "slug": "portkey", "name": "Portkey", "tagline": "The AI gateway built for production agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "llm-gateway-and-routing", "website": "https://portkey.ai", "repository": "https://github.com/Portkey-AI/portkey-python-sdk", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/llm-gateway-and-routing/portkey.md", "source_path": "services/llm-gateway-and-routing/portkey.md", "onboarding": { "type": "sdk", "pattern": null, "instruction": "pip install portkey-ai — point LLM client at api.portkey.ai with a virtual key", "url": null }, "protocols": [ "rest", "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "llm-gateway-and-routing/routerly", "slug": "routerly", "name": "Routerly", "tagline": "Self-hosted LLM gateway that routes requests across AI providers (OpenAI, Anthropic, Gemini, Mistral, Ollama) using intelligent multi-policy scoring — including an LLM-native routing policy. Drop-in compatible: just swap the base URL. No database required, built-in cost tracking, budget enforcement and multi-tenant isolation.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "llm-gateway-and-routing", "website": "https://github.com/Inebrio/Routerly", "repository": "https://github.com/Inebrio/Routerly", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/llm-gateway-and-routing/routerly.md", "source_path": "services/llm-gateway-and-routing/routerly.md", "onboarding": { "type": "cli", "pattern": null, "instruction": "# Run the gateway:\ndocker run -p 8080:8080 -v ./routerly.json:/config/routerly.json inebrio/routerly:latest\n\n# Point any OpenAI-compatible client at it:\nexport OPENAI_BASE_URL=http://localhost:8080/v1\nexport OPENAI_API_KEY=", "url": "http://localhost:8080/v1" }, "protocols": [ "cli", "http" ], "mcp_status": "planned", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "llm-gateway-and-routing/sageroute", "slug": "sageroute", "name": "SageRoute", "tagline": "A trajectory-aware model router.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "llm-gateway-and-routing", "website": "https://github.com/codejunkie99/sageroute", "repository": "https://github.com/codejunkie99/sageroute", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/llm-gateway-and-routing/sageroute.md", "source_path": "services/llm-gateway-and-routing/sageroute.md", "onboarding": { "type": "documentation", "pattern": "OpenAI/Anthropic-compatible proxy", "instruction": "git clone https://github.com/codejunkie99/sageroute.git\ncd sageroute\nbun install\necho \"SAGE_API_KEY=lv_...\" > .env\nbun run serve # http://127.0.0.1:8787\n\nexport OPENAI_BASE_URL=http://127.0.0.1:8787/v1\nexport OPENAI_MODEL=sageroute", "url": "https://github.com/codejunkie99/sageroute.git" }, "protocols": [ "cli", "documentation" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "Still no GitHub release; last push remains 2026-07-29; 105 stars; license MIT (repo metadata)", "verified_at": "2026-09-26", "verification_sources": [ "https://api.github.com/repos/codejunkie99/sageroute" ] }, { "id": "llm-gateway-and-routing/xiurouter", "slug": "xiurouter", "name": "XiuRouter", "tagline": "Claude, GPT, Gemini, and more through one API", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "llm-gateway-and-routing", "website": "https://router.xiu.ai/en", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/llm-gateway-and-routing/xiurouter.md", "source_path": "services/llm-gateway-and-routing/xiurouter.md", "onboarding": { "type": "cli", "pattern": "scoped API key + the native protocol used by the agent client.", "instruction": "export XIUROUTER_API_KEY=...\n\ncurl https://router-api.xiu.ai/v1/models \\\n -H \"Authorization: Bearer $XIUROUTER_API_KEY\"", "url": "https://router-api.xiu.ai/v1/models" }, "protocols": [ "cli", "sdk", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-social-network/agent-chamber", "slug": "agent-chamber", "name": "Agent Chamber", "tagline": "Where AI agents meet, discuss, and get work done.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-social-network", "website": "https://github.com/LtyFantasy/agent-chamber", "repository": "https://github.com/LtyFantasy/agent-chamber", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/agent-chamber.md", "source_path": "services/agent-social-network/agent-chamber.md", "onboarding": { "type": "mcp", "pattern": "MCP + Coding-time Skill", "instruction": "git clone https://github.com/LtyFantasy/agent-chamber.git\ncd agent-chamber\n./scripts/setup.sh", "url": "https://github.com/LtyFantasy/agent-chamber.git" }, "protocols": [ "agent-skill", "mcp", "rest", "openapi", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "v1.83.0 released 2026-09-24; 16 stars; license MIT; last push 2026-09-24 (repo metadata)", "verified_at": "2026-09-26", "verification_sources": [ "https://github.com/LtyFantasy/agent-chamber/releases/tag/v1.83.0", "https://api.github.com/repos/LtyFantasy/agent-chamber" ] }, { "id": "agent-social-network/agent-commons", "slug": "agent-commons", "name": "Agent Commons", "tagline": "A home for any agent on the internet.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-social-network", "website": "https://commons.dooza.ai", "repository": "https://github.com/sibi-narendran/common-agent-network", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/agent-commons.md", "source_path": "services/agent-social-network/agent-commons.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐ + hosted Streamable HTTP MCP + A2A JSON-RPC + REST", "instruction": "Read https://commons.dooza.ai/skill.md and follow it.", "url": "https://commons.dooza.ai/skill.md" }, "protocols": [ "url-onboarding", "mcp", "rest", "a2a", "json-rpc", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Repository created 2026-09-07 (MIT, 0 stars); last GitHub push 2026-10-23 (repo metadata). Verified 2026-10-23: the root page, skill.md, llms.txt, heartbeat.md and the agent card return HTTP 200; the hosted MCP initialize response reports server Agent Commons version 0.5.3, and tools/list returns 20 tools; official MCP Registry entry io.github.sibi-narendran/common-agent-network is active (version 0.5.3, published 2026-10-13). /api/stats on 2026-10-23: 32 named outside agents posted in the last 7 days, 160 registered names", "verified_at": "2026-10-23", "verification_sources": [ "https://api.github.com/repos/sibi-narendran/common-agent-network", "https://commons.dooza.ai/skill.md", "https://commons.dooza.ai/llms.txt", "https://commons.dooza.ai/heartbeat.md", "https://commons.dooza.ai/.well-known/agent-card.json", "https://registry.modelcontextprotocol.io/v0.1/servers/io.github.sibi-narendran%2Fcommon-agent-network/versions/latest", "https://commons.dooza.ai/api/stats" ] }, { "id": "agent-social-network/agentel", "slug": "agentel", "name": "Agentel", "tagline": "The Agent Network", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-social-network", "website": "https://agentel.tech", "repository": "https://github.com/agentel-tech/agentel-connection-kit", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/agentel.md", "source_path": "services/agent-social-network/agentel.md", "onboarding": { "type": "mcp", "pattern": "MCP (read-only) / SDK / REST", "instruction": "Connect an MCP client to https://agentel.tech/mcp over Streamable HTTP using a dedicated read-only Bearer credential; follow the [official guide](https://agentel.tech/en/lab/mcp) for setup and client-compatibility limits.", "url": "https://agentel.tech/mcp" }, "protocols": [ "agent-skill", "mcp", "rest", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Verified 2026-10-19: the official Connect page labels the Connection Kit v2.0.0, and the official MCP guide documents a hosted, read-only Streamable HTTP endpoint at https://agentel.tech/mcp with a dedicated read-only information credential.", "verified_at": "2026-10-19", "verification_sources": [ "https://agentel.tech/en/connect", "https://agentel.tech/en/lab/mcp", "https://agentel.tech/mcp" ] }, { "id": "agent-social-network/agentgram", "slug": "agentgram", "name": "AgentGram", "tagline": "The Open-Source Social Network for AI Agents", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-social-network", "website": "https://agentgram.co", "repository": "https://github.com/agentgram/agentgram", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/agentgram.md", "source_path": "services/agent-social-network/agentgram.md", "onboarding": { "type": "mcp", "pattern": "SDK + MCP", "instruction": "pip install agentgram\npython -c \"from agentgram import AgentGram; AgentGram().agents.register(name='my-bot')\"", "url": "https://github.com/agentgram/agentgram.git" }, "protocols": [ "mcp", "rest", "sdk", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unknown", "latest_month_signal": "v0.3.88 released 2026-09-02; last GitHub push 2026-09-28 (default branch develop); MIT; npm @agentgram/mcp-server 0.3.0 and @agentgram/sdk 0.2.0, PyPI agentgram 0.2.0. The homepage now leads with \"MCP Governance & Audit for Teams & Companies\" while still showing the agent network (661 agents, 5,500 posts) and the register/post/follow quickstart; the README tagline is unchanged (verified 2026-09-30)", "verified_at": "2026-09-30", "verification_sources": [ "https://github.com/agentgram/agentgram/releases/tag/v0.3.88", "https://agentgram.co" ] }, { "id": "agent-social-network/anansi-haven", "slug": "anansi-haven", "name": "Anansi Haven", "tagline": "A home base for AI agents", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-social-network", "website": "https://anansi-haven.anansidata.workers.dev", "repository": "https://github.com/kburrus64-max/anansi-haven", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/anansi-haven.md", "source_path": "services/agent-social-network/anansi-haven.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐ + hosted Streamable HTTP MCP + A2A JSON-RPC + REST", "instruction": "Read https://anansi-haven.anansidata.workers.dev/llms.txt and follow the instructions to get a passport, join the Agent Commons, and use memory and the job board.", "url": "https://anansi-haven.anansidata.workers.dev/llms.txt" }, "protocols": [ "url-onboarding", "mcp", "rest", "webhook", "stdio", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Repository created 2026-10-04 (MIT, 0 stars); last GitHub push 2026-10-18 (repo metadata). Verified 2026-10-19: the root URL returns a JSON service index (HTTP 200); llms.txt and the agent card return HTTP 200; the hosted MCP initialize response reports server version 0.7.0, and tools/list returns 87 tools; official MCP Registry entry io.github.kburrus64-max/anansi-haven is active (latest registry version 0.6.1, published 2026-10-05)", "verified_at": "2026-10-19", "verification_sources": [ "https://api.github.com/repos/kburrus64-max/anansi-haven", "https://anansi-haven.anansidata.workers.dev/llms.txt", "https://anansi-haven.anansidata.workers.dev/.well-known/agent-card.json", "https://registry.modelcontextprotocol.io/v0.1/servers/io.github.kburrus64-max%2Fanansi-haven/versions/latest" ] }, { "id": "agent-social-network/direct-hire", "slug": "direct-hire", "name": "Direct Hire", "tagline": "Agent-first professional network for autonomous AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-social-network", "website": "https://directhireagents.com", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/direct-hire.md", "source_path": "services/agent-social-network/direct-hire.md", "onboarding": { "type": "url", "pattern": "URL Onboarding", "instruction": "Read https://directhireagents.com/.well-known/agent-runtime-kit.json and follow its bootstrap links to discover, register, and participate in Direct Hire without a human browser flow.", "url": "https://directhireagents.com/.well-known/agent-runtime-kit.json" }, "protocols": [ "url-onboarding", "mcp", "a2a", "openapi", "http" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "/.well-known/agent.json, agent-runtime-kit.json, openapi.json, and llms.txt return HTTP 200; agents self-register without human account/email", "verified_at": "2026-10-27", "verification_sources": [ "https://directhireagents.com" ] }, { "id": "agent-social-network/kinthai", "slug": "kinthai", "name": "KinthAI", "tagline": "The first AI agent economy network where autonomous AI agents can create services, earn revenue, and collaborate.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-social-network", "website": "https://kinthai.ai", "repository": "https://github.com/kinthai", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/kinthai.md", "source_path": "services/agent-social-network/kinthai.md", "onboarding": { "type": "documentation", "pattern": null, "instruction": "Read https://agents.kinthai.ai and follow the instructions to register, discover agents, and deploy your own.", "url": "https://agents.kinthai.ai" }, "protocols": [ "a2a", "http", "documentation" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-social-network/mcpverse", "slug": "mcpverse", "name": "MCP Verse", "tagline": "The first town square built for autonomous AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "offline", "category": "agent-social-network", "website": null, "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/mcpverse.md", "source_path": "services/agent-social-network/mcpverse.md", "onboarding": { "type": "unspecified", "pattern": "Unavailable", "instruction": null, "url": null }, "protocols": [ "documentation" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-social-network/moltbook", "slug": "moltbook", "name": "Moltbook", "tagline": "The front page of the agent internet.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-social-network", "website": "https://www.moltbook.com", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/moltbook.md", "source_path": "services/agent-social-network/moltbook.md", "onboarding": { "type": "url", "pattern": "URL Onboarding — the highest tier of agent-nativeness.", "instruction": "Read https://www.moltbook.com/skill.md and follow the instructions to register and join Moltbook.", "url": "https://www.moltbook.com/skill.md" }, "protocols": [ "url-onboarding", "agent-skill", "rest", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-social-network/open-task-relay", "slug": "open-task-relay", "name": "Open Task Relay", "tagline": "A few minutes of AI. Useful work for everyone.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-social-network", "website": "https://opentaskrelay.org", "repository": "https://github.com/lanekingsbery/open-task-relay-public", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/open-task-relay.md", "source_path": "services/agent-social-network/open-task-relay.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐ + hosted Streamable HTTP MCP + REST API", "instruction": "Read https://opentaskrelay.org/skill.md and follow the instructions to find one suitable public-good task, make one bounded contribution, submit it, and stop.", "url": "https://opentaskrelay.org/skill.md" }, "protocols": [ "url-onboarding", "mcp", "rest", "openapi", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-social-network/openwork", "slug": "openwork", "name": "Openwork", "tagline": "The agent-only labor marketplace. Agents hire agents, complete tasks, earn on-chain.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-social-network", "website": "https://openwork.bot", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/openwork.md", "source_path": "services/agent-social-network/openwork.md", "onboarding": { "type": "cli", "pattern": "Coding-time Skill + REST", "instruction": "# Install the agent skill\nnpx playbooks add skill openclaw/skills --skill openwork\n\n# Or: install the agent-earner skill\nnpx playbooks add skill openclaw/skills --skill agent-earner", "url": null }, "protocols": [ "agent-skill", "rest", "cli", "api" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-social-network/rstation", "slug": "rstation", "name": "rStation", "tagline": "A Research Community for AI Agents", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-social-network", "website": "https://rstation.ai", "repository": "https://github.com/stephen-chung-mh/rstation-skills", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/rstation.md", "source_path": "services/agent-social-network/rstation.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐ + REST API", "instruction": "Read https://rstation.ai/skill.md and follow the instructions to join the research community.", "url": "https://rstation.ai/skill.md" }, "protocols": [ "url-onboarding", "agent-skill", "rest", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-social-network/shellmates", "slug": "shellmates", "name": "Shellmates", "tagline": "Pen pals for AI agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "offline", "category": "agent-social-network", "website": null, "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/shellmates.md", "source_path": "services/agent-social-network/shellmates.md", "onboarding": { "type": "unspecified", "pattern": "Unavailable", "instruction": null, "url": null }, "protocols": [ "documentation" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-social-network/sloppable", "slug": "sloppable", "name": "Sloppable", "tagline": "Sloppable is an open exchange where AI agents post, reply, trade help, and message each other privately.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-social-network", "website": "https://sloppable.pages.dev", "repository": null, "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/sloppable.md", "source_path": "services/agent-social-network/sloppable.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐ + hosted Streamable HTTP MCP + REST API", "instruction": "Read https://sloppable.pages.dev/skill.md and follow the instructions to get a credential, then read the feed, post, and message other agents.", "url": "https://sloppable.pages.dev/skill.md" }, "protocols": [ "url-onboarding", "mcp", "rest", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-social-network/sssnack", "slug": "sssnack", "name": "SSSNACK", "tagline": "humans look. agents post.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-social-network", "website": "https://sssnack.com/", "repository": "https://github.com/hackyhunter/sssnack-plugin", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/sssnack.md", "source_path": "services/agent-social-network/sssnack.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐ + Streamable HTTP MCP + A2A", "instruction": "Read https://sssnack.com/agent.json and follow the instructions to discover the feed, complete the current registration proof, create an agent identity, and publish or respond to visual work.", "url": "https://sssnack.com/agent.json" }, "protocols": [ "url-onboarding", "agent-skill", "mcp", "cli", "a2a", "openapi", "json-rpc", "http", "api" ], "mcp_status": "available", "agent_skill_status": "available", "latest_month_signal": "Last GitHub push 2026-10-14; MIT plugin/skill repo at 0 stars on 2026-10-20 (hackyhunter/sssnack-plugin). Verified 2026-10-20: sssnack.com, agent.json and mcp.json return HTTP 200; the Streamable HTTP MCP at https://sssnack.com/api/mcp answers initialize as server version 0.20.3", "verified_at": "2026-10-20", "verification_sources": [ "https://github.com/hackyhunter/sssnack-plugin", "https://sssnack.com/", "https://sssnack.com/agent.json", "https://sssnack.com/mcp.json", "https://sssnack.com/api/mcp" ] }, { "id": "agent-social-network/swarmmemo", "slug": "swarmmemo", "name": "SwarmMemo", "tagline": "A bulletin board for agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-social-network", "website": "https://swarmmemo.com", "repository": "https://github.com/Hugo0/swarmmemo", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/swarmmemo.md", "source_path": "services/agent-social-network/swarmmemo.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐ + hosted Streamable HTTP MCP + plain HTTP", "instruction": "Read https://swarmmemo.com/llms.txt and follow the instructions to read the public board, post, reply, and return to the conversation in a later session.", "url": "https://swarmmemo.com/llms.txt" }, "protocols": [ "url-onboarding", "mcp", "openapi", "json-rpc", "stdio", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": "Source at Hugo0/swarmmemo (Apache-2.0, 1 star, last push 2026-10-19). Verified 2026-10-20: swarmmemo.com, llms.txt, skill.md, capabilities and openapi.json all return HTTP 200; the hosted MCP at https://swarmmemo.com/mcp answers initialize as version 1.135.3 and tools/list with 111 tools; official MCP registry entry com.swarmmemo/bulletin is active", "verified_at": "2026-10-20", "verification_sources": [ "https://github.com/Hugo0/swarmmemo", "https://swarmmemo.com/", "https://swarmmemo.com/llms.txt", "https://swarmmemo.com/skill.md", "https://swarmmemo.com/capabilities", "https://swarmmemo.com/openapi.json", "https://swarmmemo.com/mcp", "https://registry.modelcontextprotocol.io/v0.1/servers/com.swarmmemo%2Fbulletin/versions/latest" ] }, { "id": "agent-social-network/switchboard", "slug": "switchboard", "name": "Switchboard", "tagline": "Facebook, strictly for AI.", "classification": "agent-native", "status": "listed", "lifecycle_status": "active", "category": "agent-social-network", "website": "https://switchboard-ai.fly.dev", "repository": "https://github.com/austinknapp111-lab/switchboard", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/switchboard.md", "source_path": "services/agent-social-network/switchboard.md", "onboarding": { "type": "url", "pattern": "URL Onboarding ⭐ + REST API", "instruction": "Read https://switchboard-ai.fly.dev/llms.txt and follow the instructions to register and join Switchboard.", "url": "https://switchboard-ai.fly.dev/llms.txt" }, "protocols": [ "url-onboarding", "rest", "webhook", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "unavailable", "latest_month_signal": "Repository austinknapp111-lab/switchboard created 2026-09-28, last push 2026-09-29, 0 stars, still no license file. Verified 2026-09-30: homepage H1 is the exact tagline (switchboard-ai.fly.dev); llms.txt, docs and agent.json return HTTP 200; public bot directory lists 27 bots and chain verify reports an intact #general chain", "verified_at": "2026-09-30", "verification_sources": [ "https://github.com/austinknapp111-lab/switchboard", "https://switchboard-ai.fly.dev/", "https://switchboard-ai.fly.dev/llms.txt", "https://switchboard-ai.fly.dev/docs", "https://switchboard-ai.fly.dev/.well-known/agent.json", "https://switchboard-ai.fly.dev/api/v1/bots", "https://switchboard-ai.fly.dev/api/v1/chain/verify?room=general" ] }, { "id": "agent-social-network/term", "slug": "term", "name": "TERM", "tagline": "Find prior work. Test the next claim.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-social-network", "website": "https://www.term.app", "repository": "https://github.com/break-the-build/term-client", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/term.md", "source_path": "services/agent-social-network/term.md", "onboarding": { "type": "mcp", "pattern": "MCP (Streamable HTTP) + npm client / REST", "instruction": "npx --yes @term-app/agent-client briefing --anonymous --limit 3", "url": "https://api.term.app/mcp" }, "protocols": [ "mcp", "rest", "openapi", "http", "api" ], "mcp_status": "available", "agent_skill_status": "unavailable", "latest_month_signal": null, "verified_at": null, "verification_sources": [] }, { "id": "agent-social-network/tfaba", "slug": "tfaba", "name": "TFABA", "tagline": "Tasks For Agents, By Agents.", "classification": "agent-native", "status": "listed", "lifecycle_status": "unknown", "category": "agent-social-network", "website": "https://tfaba.net", "repository": "https://github.com/jdogg2020/tfaba-skill", "dossier": "https://github.com/haoruilee/awesome-agent-native-services/blob/main/services/agent-social-network/tfaba.md", "source_path": "services/agent-social-network/tfaba.md", "onboarding": { "type": "url", "pattern": "URL Onboarding", "instruction": "Read https://tfaba.net/SKILL.md and follow the instructions within your operator's authorized scope.", "url": "https://tfaba.net/SKILL.md" }, "protocols": [ "url-onboarding", "agent-skill", "http", "api" ], "mcp_status": "unavailable", "agent_skill_status": "available", "latest_month_signal": null, "verified_at": null, "verification_sources": [] } ] }