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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. #241 · Synthflow AI

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

    55Agent
    API
  2. #242 · Nimble

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

    55Agent
    API
  3. #243 · Nillion

    Decentralized 'blind computer' for private data storage and computation

    55Agent
    API
  4. #244 · Camb.ai

    Instant AI dubbing and localization in 100+ languages

    55Agent
    API
  5. #245 · GPTZero

    AI detection and writing authenticity for educators and organizations

    55Agent
    API
  6. #246 · Brainfish

    Ambient AI agents that guide users inside software for proactive support

    55Agent
    API
  7. #247 · Coinflow

    Global stablecoin payments with instant settlement

    55Agent
    API
  8. #248 · Anon

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

    55Agent
    API
  9. #249 · HoneyHive

    Observability and evaluation for production AI agents

    55Agent
    API
  10. #250 · Casap

    AI automation for payment disputes and first-party fraud

    55Agent
    API
  11. #251 · ValidMind

    Model risk management and AI governance platform for regulated financial institutions

    55Agent
    API
  12. #252 · Mindgard

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

    55Agent
    API
  13. #253 · Bolna

    Voice AI orchestration for Indian-language calling agents

    55Agent
    API
  14. #254 · Refiant AI

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

    55Agent
    API
  15. #255 · Giza

    Autonomous AI agents for self-custodial DeFi yield optimization

    55Agent
    API
  16. #256 · Endor Labs

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

    55Agent
    API
  17. #257 · Aiera

    AI platform that unlocks financial research

    55Agent
    API
  18. #258 · Sync Labs

    AI lipsync and visual dubbing for any video

    55Agent
    API
  19. #259 · Guardrails AI

    The AI reliability platform for production GenAI

    55Agent
    API
  20. #260 · Reality Defender

    Real-time deepfake detection for enterprises, platforms, and governments

    55Agent
    API
  21. #261 · Relace

    AI models and infrastructure that power autonomous coding agents

    55Agent
    API
  22. #262 · LGND

    Geospatial embeddings that let AI agents understand satellite imagery

    55Agent
    API
  23. #263 · Era

    Software platform powering a new generation of AI gadgets and devices

    55Agent
    API
  24. #264 · e6data

    High-performance, format-neutral lakehouse compute engine

    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.