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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
2443
With MCP
48
Public API
504
OAuth2
86
Avg score
21.7
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Showing 24 of 2443 tools.

Ranked tools

  1. #217 · Hyperbolic

    Open-access AI cloud for compute and inference

    55Agent
    API
  2. #218 · Kintsugi

    Voice biomarker AI to detect depression and anxiety from speech

    55Agent
    API
  3. #219 · Sifflet

    AI-ready data observability platform to monitor pipelines, quality, and lineage end to end

    55Agent
    API
  4. #220 · Relace

    AI models and infrastructure that power autonomous coding agents

    55Agent
    API
  5. #221 · Nimble

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

    55Agent
    API
  6. #222 · Theoriq

    Blockchain protocol for collectives of autonomous on-chain AI agents

    55Agent
    API
  7. #223 · Bits Technology

    Unified AI compliance infrastructure for AML and onboarding

    55Agent
    API
  8. #224 · Mindgard

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

    55Agent
    API
  9. #225 · Curacel

    AI insurance infrastructure for emerging markets

    55Agent
    API
  10. #226 · Runloop

    Enterprise-grade cloud infrastructure and devboxes for AI coding agents

    55Agent
    API
  11. #227 · Estuary

    Right-time data platform for CDC, streaming, and batch ETL

    55Agent
    API
  12. #228 · Giza

    Autonomous AI agents for self-custodial DeFi yield optimization

    55Agent
    API
  13. #229 · ai-coustics

    Real-time speech enhancement that makes voice AI work at scale

    55Agent
    API
  14. #230 · Jen

    Ethically trained, high-fidelity AI music generation with an API

    55Agent
    API
  15. #231 · AudioStack

    AI audio production platform for enterprise-scale voice content

    55Agent
    API
  16. #232 · Seal Security

    AI-powered remediation agent for open-source vulnerabilities

    55Agent
    API
  17. #233 · Raindrop

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

    55Agent
    API
  18. #234 · Coinflow

    Global stablecoin payments with instant settlement

    55Agent
    API
  19. #235 · HoneyHive

    Observability and evaluation for production AI agents

    55Agent
    API
  20. #236 · Textline

    Secure business texting for support, sales, and logistics

    55Agent
    API Webhooks
  21. #237 · ValidMind

    Model risk management and AI governance platform for regulated financial institutions

    55Agent
    API
  22. #238 · Toku

    AI-powered recurring payments and collections for Latin America

    55Agent
    API
  23. #239 · Gentrace

    Collaborative testing and evaluation platform for generative AI apps

    55Agent
    API
  24. #240 · OpenObserve

    AI-native, open-source observability for logs, metrics, and traces

    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: MCP support (20pt), public API (20pt), webhooks (15pt), developer docs quality (15pt), SDK breadth (15pt), OAuth/auth completeness (15pt). Score is the weighted sum, rechecked weekly via automated scrapes.

›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.