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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. #553 · Aaru

    AI that simulates entire populations to predict the world's events

    40Agent
    API
  2. #554 · Steward

    AI-first AML platform for complex investor onboarding

    40Agent
    API
  3. #555 · Dubformer

    AI dubbing studio for accurate, expressive video localization in 140+ languages

    40Agent
    API
  4. #556 · Amperon

    AI-powered electricity demand and renewable forecasting for the grid

    40Agent
    API
  5. #557 · Digantara

    Space-based surveillance and missile tracking from infrared sensors

    40Agent
    API
  6. #558 · Glif

    AI creative super agent that unifies fragmented generative tools into one interface

    40Agent
    API
  7. #559 · Hello Patient

    Conversational AI for healthcare's front door across voice, text and chat

    40Agent
    API
  8. #560 · Phonely

    AI receptionist that answers FAQs, routes calls and books appointments

    40Agent
    API
  9. #561 · TraqCheck

    AI agents for recruitment, from sourcing to background verification

    40Agent
    API
  10. #562 · TurboHire

    Agentic AI platform automating enterprise recruitment

    40Agent
    API
  11. #563 · Ribbon

    AI voice interviewer for high-turnover, high-volume hiring

    40Agent
    API
  12. #564 · spektr

    AI agents that automate KYC and KYB compliance work across financial services.

    40Agent
    API
  13. #565 · Federato

    Agentic AI platform for the full insurance policy lifecycle

    40Agent
    API
  14. #566 · Akur8

    Transparent machine-learning insurance pricing and reserving

    40Agent
    API
  15. #567 · Gleen AI

    Hallucination-resistant generative AI customer support agent

    40Agent
    API
  16. #568 · OX Security

    Active ASPM platform securing apps from AI-assisted code to runtime

    40Agent
    API
  17. #569 · UptimeAI

    AI Expert system for asset and plant performance management

    40Agent
    API
  18. #570 · Informed.IQ

    Agentic AI that verifies loans and stops fraud

    40Agent
    API
  19. #571 · PeakMetrics

    Narrative intelligence for the manipulated internet

    40Agent
    API
  20. #572 · VEED

    Browser-based AI video editing for everyone

    40Agent
    API
  21. #573 · CodeIntegrity

    Runtime security guardrails for agentic AI

    40Agent
    API
  22. #574 · TruthScan

    Enterprise AI detection for deepfakes, text, images, and voice

    40Agent
    API
  23. #575 · Mithril

    AI-native public cloud that orchestrates GPU compute as simply as flipping a switch

    40Agent
    API
  24. #576 · Langdock

    GDPR-compliant enterprise platform for rolling out AI across the whole workforce

    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.