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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
2662
With MCP
80
Public API
646
OAuth2
148
Avg score
23
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Showing 24 of 2662 tools.

Ranked tools

  1. #241 · Raindrop

    Sentry for AI agents — monitoring that catches silent failures in production

    55Agent
    API
  2. #242 · Unit21

    AI risk infrastructure for fraud and AML

    55Agent
    API
  3. #243 · Lamini

    Enterprise platform for tuning and running custom LLMs

    55Agent
    API
  4. #244 · Anvil Robotics

    Legos for robots: modular devkits to build and deploy physical AI fast

    55Agent
    API
  5. #245 · Reactor

    Real-time AI video generation with near-zero time to first frame

    55Agent
    API
  6. #246 · Bits Technology

    Unified AI compliance infrastructure for AML and onboarding

    55Agent
    API
  7. #247 · Synthflow AI

    No-code platform for building human-sounding AI voice agents

    55Agent
    API
  8. #248 · Nimble

    AI agents that search the web and turn results into queryable data tables

    55Agent
    API
  9. #249 · Nillion

    Decentralized 'blind computer' for private data storage and computation

    55Agent
    API
  10. #250 · Camb.ai

    Instant AI dubbing and localization in 100+ languages

    55Agent
    API
  11. #251 · GPTZero

    AI detection and writing authenticity for educators and organizations

    55Agent
    API
  12. #252 · Brainfish

    Ambient AI agents that guide users inside software for proactive support

    55Agent
    API
  13. #253 · Coinflow

    Global stablecoin payments with instant settlement

    55Agent
    API
  14. #254 · Anon

    Authentication and automation infrastructure so AI agents can act on the web

    55Agent
    API
  15. #255 · HoneyHive

    Observability and evaluation for production AI agents

    55Agent
    API
  16. #256 · Casap

    AI automation for payment disputes and first-party fraud

    55Agent
    API
  17. #257 · ValidMind

    Model risk management and AI governance platform for regulated financial institutions

    55Agent
    API
  18. #258 · Mindgard

    Automated AI red teaming and security testing across the AI model lifecycle

    55Agent
    API
  19. #259 · Bolna

    Voice AI orchestration for Indian-language calling agents

    55Agent
    API
  20. #260 · Refiant AI

    Compressing AI models to cut cost, energy, and run at the edge

    55Agent
    API
  21. #261 · Giza

    Autonomous AI agents for self-custodial DeFi yield optimization

    55Agent
    API
  22. #262 · Endor Labs

    AI-native application security platform for the AI-generated code era

    55Agent
    API
  23. #263 · Aiera

    AI platform that unlocks financial research

    55Agent
    API
  24. #264 · Sync Labs

    AI lipsync and visual dubbing for any video

    55Agent
    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.