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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. #433 · Alaan

    AI-powered spend management and corporate cards for MENA finance teams

    40Agent
    API
  2. #434 · Harmonic

    Mathematical superintelligence with hallucination-free, verified reasoning

    40Agent
    API
  3. #435 · Sentra

    Cloud-native data security for the AI era

    40Agent
    API
  4. #436 · Augury

    AI-driven machine health and production health for industrial reliability

    40Agent
    API
  5. #437 · Qualified Health

    Enterprise generative AI infrastructure and governance for health systems

    40Agent
    API
  6. #438 · OpusClip

    Turn long videos into viral short clips with AI

    40Agent
    API
  7. #439 · Exaforce

    Agentic SOC platform for real-time threat detection and response

    40Agent
    API
  8. #440 · Dexory

    Autonomous robots and AI that turn warehouses into real-time digital twins

    40Agent
    API
  9. #441 · Bluefish

    Agentic marketing platform to influence how brands appear in AI

    40Agent
    API
  10. #442 · Mytra

    3D robotic operating system for supply chain and warehouse storage

    40Agent
    API
  11. #443 · Wordsmith AI

    Fleets of legal AI agents that turn in-house legal teams into revenue drivers.

    40Agent
  12. #444 · Ivo

    AI contract review and intelligence for enterprise legal teams

    40Agent
    API
  13. #445 · Sylvera

    Carbon credit ratings and market intelligence powered by AI and geospatial data

    40Agent
    API
  14. #446 · SpotDraft

    AI-powered contract lifecycle management for in-house legal teams

    40Agent
    API
  15. #447 · Sola

    Agentic process automation that records a workflow once and runs it autonomously

    40Agent
    API
  16. #448 · Horizon3.ai

    Autonomous penetration testing with NodeZero, run continuously at production scale

    40Agent
    API
  17. #449 · Airia

    Enterprise platform for discovering, securing and governing AI agents

    40Agent
    API
  18. #450 · Liberate

    Reasoning AI agents that automate insurance sales, service and claims

    40Agent
    API
  19. #451 · GreyLabs AI

    Agentic voice AI for BFSI contact centers and conversation audit

    40Agent
    API
  20. #452 · Second Front Systems

    Game Warden delivers software to classified government environments fast

    40Agent
    API
  21. #453 · Zest AI

    AI-automated credit underwriting for lenders

    40Agent
    API
  22. #454 · Alembic

    Causal AI that ties marketing activity to real revenue impact

    40Agent
    API
  23. #455 · Autonomize AI

    Agentic AI orchestration platform for healthcare and life sciences operations

    40Agent
    API
  24. #456 · Coactive AI

    Multimodal AI that makes video and images searchable

    40Agent
    API

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.