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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. #625 · Dexter Energy

    AI forecasts and trading signals for short-term power markets

    40Agent
    API
  2. #626 · Vizard

    Turn long videos into short clips ready to share

    40Agent
    API
  3. #627 · Ralio

    Trust layer between AI agents and payment rails, with guardrails and audit trails

    40Agent
    API
  4. #628 · Tidio

    AI customer service platform built around the Lyro AI support agent

    40Agent
    API
  5. #629 · Schematic

    Ship any pricing model — let developers implement monetization once so GTM teams can iterate without code changes

    40Agent
    API pythontypescript +6
  6. #630 · Layer AI

    AI creative OS for game and entertainment studios to make assets at scale

    40Agent
    API
  7. #631 · VoiceLine

    Voice-first AI platform that turns field conversations into CRM data

    40Agent
    API
  8. #632 · Uthana

    Foundation models for human motion and 3D character animation

    40Agent
    API
  9. #633 · Prescient AI

    AI media measurement and budget optimization for omnichannel brands

    40Agent
    API
  10. #634 · GoodFit

    The intelligence layer for modern go-to-market data

    40Agent
    API
  11. #635 · Pibit AI

    AI underwriting automation for commercial P&C insurers

    40Agent
    API
  12. #636 · CodeAnt AI

    Agentic AI code review and application security across 30+ languages

    40Agent
    API
  13. #637 · Bluejay

    Automated quality assurance for AI voice and chat agents

    40Agent
    API
  14. #638 · Latent

    Clinical AI that automates prior authorization and medication access

    40Agent
    API
  15. #639 · Deepdub

    The voice layer for AI in the real world

    40Agent
    API
  16. #640 · Traceloop

    LLM observability and reliability built on the open-source OpenLLMetry standard

    40Agent
    API
  17. #641 · Nominal

    Connected testing and operations platform for hardware engineering teams

    40Agent
    API
  18. #642 · InsightFinder

    AI-driven reliability and observability for IT systems and AI agents

    40Agent
    API
  19. #643 · Telmai

    Open-architecture, AI-driven data observability

    40Agent
    API
  20. #644 · Unosecur

    AI-driven identity security for human and non-human identities

    40Agent
    API
  21. #645 · Prosper AI

    Voice AI agents for healthcare patient access and prior auth

    40Agent
    API
  22. #646 · Particle

    AI-powered news reader from ex-Twitter leaders that summarizes every side of a story

    40Agent
    API
  23. #647 · Braintrust

    The AI observability platform for building quality AI products at scale.

    40Agent
  24. #648 · StackAdapt

    AI-powered programmatic advertising platform

    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.