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NeuronFeed

AI Agent Readiness Leaderboard

Which AI tools actually work with AI-agent workflows? We score every tool on 6 dimensions: MCP endpoint, public API, webhooks, developer docs, SDKs, and auth. Total out of 100. Automated weekly rechecks keep the scores current.

Scored
2668
With MCP
101
Public API
642
OAuth2
133
Avg score
22.9
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Showing 24 of 2668 tools.

Ranked tools

  1. #1585 · SigIQ.ai

    Personalized AI tutors that democratize elite exam preparation

    10Agent
  2. #1586 · StudyFetch

    AI study platform that turns class materials into learning tools

    10Agent
  3. #1587 · Flock AI

    AI-native visual commerce platform generating brand-accurate product imagery for fashion and retail

    10Agent
  4. #1588 · Nava

    Guardrails and validation for autonomous AI financial agents

    10Agent
  5. #1589 · Loman AI

    24/7 AI phone agent for restaurants that never misses a call

    10Agent
  6. #1590 · Superpower

    AI health super app with 100+ biomarker testing and a 24/7 AI health advisor

    10Agent
  7. #1591 · Iconic

    On-device, voice-driven AI for living, AI-native game worlds

    10Agent
  8. #1592 · Gyges Labs

    Maker of Halliday proactive AI glasses with an invisible display

    10Agent
  9. #1593 · MOA Foodtech

    AI-driven biomass fermentation turning food waste into sustainable proteins

    10Agent
  10. #1594 · Patlytics

    AI-native platform for the entire patent lifecycle, from drafting to infringement analysis.

    10Agent
  11. #1595 · Definely

    AI-powered contract drafting and review built into the lawyer's workflow.

    10Agent
  12. #1596 · Otto

    Autonomous AI travel agent for business travelers

    10Agent
  13. #1597 · BizTrip AI

    Agentic AI assistant for corporate travel without the search bar

    10Agent
  14. #1598 · Avallon

    AI agents that automate insurance claims operations

    10Agent
  15. #1599 · AegisAI

    Autonomous AI agents that stop phishing before it reaches the inbox

    10Agent
  16. #1600 · Ocean Security

    AI security agents that investigate every email's intent in real time

    10Agent
  17. #1601 · Converge Bio

    Generative AI hub of foundation models across DNA, RNA, protein, and small molecules

    10Agent
  18. #1602 · Excelsior Sciences

    Novel modular chemistry that machines can run and AI can learn from

    10Agent
  19. #1603 · AutonomyAI

    Agentic AI that ships production-grade front-end code like a senior developer

    10Agent
  20. #1604 · Humata Health

    Touchless, AI-driven prior authorization connecting providers and payers

    10Agent
  21. #1605 · Adam

    Text-to-3D that's growing into an AI copilot for CAD workflows

    10Agent
  22. #1606 · Rembrand

    AI in-content advertising that places brands inside video

    10Agent
  23. #1607 · Kaiber

    Generative AI studio for image and video creation

    10Agent
  24. #1608 · VidAU

    AI video ad generator for e-commerce and UGC

    10Agent

FAQ

›What is MCP?

Model Context Protocol — a standard introduced by Anthropic for AI agents to call external tools. Tools that ship MCP endpoints can be used by Claude, ChatGPT Desktop, Cursor, and others without custom plumbing.

›How is the agent-readiness score calculated?

Each tool gets 0-100 across 6 dimensions: public API (30pt), MCP server (25pt), webhooks (15pt), OAuth/delegated auth (10pt), machine-readable docs (10pt), and official SDKs (10pt). Score is the weighted sum, rechecked as profiles are re-enriched. Full reference: /docs/agent-readiness.

›How often are tools rechecked?

Daily for new tools, weekly for the existing leaderboard. Drift in MCP/API surface area is flagged for editorial review before the score updates.

›What counts as agent-ready?

We consider a tool agent-ready if it has at least 3 of: MCP endpoint, public API, webhooks, OAuth2, an SDK, and good docs. Score 60+ generally means an agent can integrate without source-code-level access.

›Why are some tools missing?

We score every published startup in the directory. Stealth-mode and pre-launch tools aren’t scored until they ship a public product.