Skip to main content
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

Filter tools

Filters

Showing 24 of 2668 tools.

Ranked tools

  1. #265 · Theoriq

    Blockchain protocol for collectives of autonomous on-chain AI agents

    55Agent
    API
  2. #266 · Almanak

    AI agent framework for building and deploying DeFi trading strategies

    55Agent
    API
  3. #267 · OatFi

    API-first embedded credit network for B2B payments

    55Agent
    API
  4. #268 · BentoML

    Unified inference platform to run AI at scale

    55Agent
    API
  5. #269 · Kintsugi

    Voice biomarker AI to detect depression and anxiety from speech

    55Agent
    API
  6. #270 · Granica

    AI data platform for safe, efficient training data — privacy, classification, and cost reduction

    55Agent
    API
  7. #271 · Vectorize

    Turn unstructured data into AI-ready vectors for RAG pipelines

    55Agent
    API
  8. #272 · Curacel

    AI insurance infrastructure for emerging markets

    55Agent
    API
  9. #273 · Nava

    Escrow and verification layer that keeps AI financial agents in check

    55Agent
    API
  10. #274 · OpenObserve

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

    55Agent
    API
  11. #275 · CUDIS

    Web3 and AI-powered smart ring with a personal health coach

    55Agent
    API
  12. #276 · Vana

    Decentralized network for user-owned data to train AI models

    55Agent
    API
  13. #277 · Palabra AI

    Real-time AI voice translation that replaces interpreters

    55Agent
    API
  14. #278 · Synthesized

    AI that automates software testing and test-data generation for the AI era

    55Agent
    API
  15. #279 · Sloyd

    AI 3D model generation with parametric control for game makers

    55Agent
    API
  16. #280 · Nexad

    The ad network for AI-native advertising in chatbots

    55Agent
    API
  17. #281 · Sieve

    AI video APIs for understanding, dubbing, and editing

    55Agent
    API
  18. #282 · Autoblocks AI

    Collaborative evaluation and testing platform to build safe AI apps

    55Agent
    API
  19. #283 · FereAI

    Autonomous AI agents for real-time crypto research and trading

    55Agent
    API
  20. #284 · AudioShake

    AI audio separation that splits any recording into clean, editable stems

    55Agent
    API
  21. #285 · Gridly

    AI-native content ops and localization platform for games and software

    55Agent
    API
  22. #286 · Lingo.dev

    An AI localization engine — the 'Stripe for app localization' for developers

    55Agent
    API
  23. #287 · Vobiz AI

    AI-native telephony infrastructure for voice AI agents

    55Agent
    API
  24. #288 · LangWatch

    Platform for LLM evaluations, agent testing and observability

    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.