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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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Filters

Showing 24 of 2662 tools.

Ranked tools

  1. #289 · FereAI

    Autonomous AI agents for real-time crypto research and trading

    55Agent
    API
  2. #290 · AudioShake

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

    55Agent
    API
  3. #291 · Gridly

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

    55Agent
    API
  4. #292 · Lingo.dev

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

    55Agent
    API
  5. #293 · Vobiz AI

    AI-native telephony infrastructure for voice AI agents

    55Agent
    API
  6. #294 · LangWatch

    Platform for LLM evaluations, agent testing and observability

    55Agent
    API
  7. #295 · Estuary

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

    55Agent
    API
  8. #296 · AudioStack

    AI audio production platform for enterprise-scale voice content

    55Agent
    API
  9. #297 · VESSL AI

    MLOps platform that cuts GPU costs by up to 80%

    55Agent
    API
  10. #298 · Brilliant Labs

    Open-source AI smart glasses with on-device multimodal intelligence

    55Agent
    API
  11. #299 · Seal Security

    AI-powered remediation agent for open-source vulnerabilities

    55Agent
    API
  12. #300 · ai-coustics

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

    55Agent
    API
  13. #301 · Meshcapade

    Foundation models for generating and understanding 3D digital humans

    55Agent
    API
  14. #302 · PromptLayer

    The prompt management workbench for LLM teams

    55Agent
    API
  15. #303 · Gong

    AI revenue intelligence platform

    55Agent
    API
  16. #304 · Replicas

    Background coding agents that delegate engineering work to sandboxed AI in Slack, Linear, and GitHub.

    55Agent
    CLI
  17. #305 · Saviynt

    AI-powered identity security for humans, machines, and AI agents

    55Agent
    API
  18. #306 · Tessl

    The package manager for agent skills and context, enabling consistent behaviour across tools and projects.

    55Agent
    Node.js
  19. #307 · Botpress

    The complete AI agent platform for building, deploying, and monitoring AI agents powered by the latest LLMs.

    55Agent
  20. #308 · Greptile

    AI code review agent with complete codebase context

    54Agent
    API Webhooks OAuth2 rest
  21. #309 · Nomic AI

    Open-source embeddings and Atlas data maps for AI teams

    54Agent
    API Webhooks OAuth2 pythontypescript
  22. #310 · SambaNova

    The fastest AI inference platform, purpose-built for agentic AI with custom dataflow technology and three-tier memory architecture.

    52Agent
    API
  23. #311 · Nebius

    Full-stack AI cloud with large-scale GPU clusters for training and inference

    50Agent
    API PythonREST API +2
  24. #312 · Zyphra

    Open-science AI lab building efficient multimodal models and the Maia superagent

    50Agent
    API Python

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.