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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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Filters

Showing 24 of 2668 tools.

Ranked tools

  1. #601 · Beatoven.ai

    Generate royalty-free, ethically trained AI music and sound effects from text

    40Agent
    API
  2. #602 · Leaping AI

    Human-like AI voice agents for companies and call centers

    40Agent
    API
  3. #603 · Pin

    End-to-end AI recruiting platform for sourcing, outreach and scheduling

    40Agent
    API
  4. #604 · Humanly

    AI hiring platform for hourly, frontline and high-volume recruiting

    40Agent
    API
  5. #605 · Fullcast

    AI-native RevOps platform for planning, territories, and forecasting

    40Agent
    API
  6. #606 · TextQL

    Ana, the AI data analyst that answers questions across your BI stack

    40Agent
    API
  7. #607 · Cyberhaven

    AI-powered data protection built on data lineage and behavioral analysis

    40Agent
    API
  8. #608 · Gather AI

    Physical intelligence platform with autonomous drones for warehouse inventory

    40Agent
    API
  9. #609 · Digger

    Infrabase: an AI DevOps agent that lives in your pull request

    40Agent
    API
  10. #610 · Magic Hour

    A browser-based suite of generative AI tools for video and image creation

    40Agent
    API
  11. #611 · SecurePII

    Capture and anonymize sensitive voice data in real time for compliance

    40Agent
    API
  12. #612 · Feedzai

    We keep the world's money moving safely

    40Agent
    API
  13. #613 · Nekuda

    Payment infrastructure and secure SDK built for AI agents to transact on a user's behalf

    40Agent
    API
  14. #614 · SolvaPay

    Machine-native payment rails letting AI agents discover, access and pay for digital services

    40Agent
    API
  15. #615 · Euno

    Data model governance that pulls business logic out of BI tools and back into the data layer

    40Agent
    API
  16. #616 · Mirelo

    AI that generates and syncs sound effects for video automatically

    40Agent
    API
  17. #617 · Trustfull

    Real-time AI fraud prevention from digital signals and OSINT

    40Agent
    API
  18. #618 · Procure AI

    AI-native procurement automation with 40+ autonomous agents

    40Agent
    API
  19. #619 · Aiello

    AI voice assistants and agents for hotels

    40Agent
    API
  20. #620 · Hunty

    AI recruiting assistant that interviews and screens candidates 24/7

    40Agent
    API
  21. #621 · The Brief

    AI ad agency that creates, launches, and optimizes ads at scale

    40Agent
    API
  22. #622 · Circleback

    AI-powered meeting notes, action items, and automations for every call

    40Agent
    API
  23. #623 · Quandri

    AI renewal intelligence for insurance brokerages

    40Agent
    API
  24. #624 · Sonauto

    Turn any idea into a full song in seconds with AI

    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.