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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
2443
With MCP
48
Public API
504
OAuth2
86
Avg score
21.7
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Filters

Showing 24 of 2443 tools.

Ranked tools

  1. #1297 · CX2

    AI-enabled electronic warfare across the electromagnetic spectrum

    10Agent
  2. #1298 · Infinitus Systems
    10Agent
  3. #1299 · Coalesce
    10Agent
  4. #1300 · Sybill
    10Agent
  5. #1301 · Linx Security
    10Agent
  6. #1302 · RobCo
    10Agent
  7. #1303 · Zanskar
    10Agent
  8. #1304 · Modus
    10Agent
  9. #1305 · Eleos Health
    10Agent
  10. #1306 · Nory
    10Agent
  11. #1307 · Functionize
    10Agent
  12. #1308 · Aqemia
    10Agent
  13. #1309 · Emergence AI
    10Agent
  14. #1310 · Sanctuary AI

    Creating and deploying industrial-grade humanoid robots that work and think like people to address global labor challenges.

    10Agent
  15. #1311 · Sereact

    Physical AI that delivers real autonomy on the warehouse floor, operating with zero supervision and infinite precision.

    10Agent
  16. #1312 · Avoca AI

    The AI Front Office for Home Services, providing always-on agents to answer calls, fill schedules, and streamline operations.

    10Agent
  17. #1313 · Netomi

    The only agentic AI platform built for what comes after the pilot, designed for enterprises that can't afford to get it wrong.

    10Agent
  18. #1314 · Kashable

    Kashable provides socially responsible financing and financial wellness solutions to employees as an employer-sponsored voluntary benefit.

    10Agent
  19. #1315 · Hark

    Energy Management Software for Commercial & Industrial Buildings & Assets.

    10Agent
  20. #1316 · voize

    AI voice companion that handles documentation for nurses

    10Agent
  21. #1317 · Monaco

    AI-native sales engine pairing AI agents with human sales experts for startups

    10Agent
  22. #1318 · Entire

    Developer platform for the era of agentic coding

    10Agent
  23. #1319 · GridCARE

    Physics-based AI that unlocks hidden power-grid capacity to accelerate AI data centers

    10Agent
  24. #1320 · CuspAI

    AI foundation models that act as a search engine for new materials.

    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: MCP support (20pt), public API (20pt), webhooks (15pt), developer docs quality (15pt), SDK breadth (15pt), OAuth/auth completeness (15pt). Score is the weighted sum, rechecked weekly via automated scrapes.

›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.