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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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Filters

Showing 24 of 2668 tools.

Ranked tools

  1. #337 · Bito

    AI code review agent and codebase knowledge graph for autonomous development

    50Agent
    MCP Webhooks OAuth2
  2. #338 · Limrun

    Cloud XCode, iOS and Android simulators that let any coding agent build mobile apps without a Mac.

    50Agent
    CLI
  3. #339 · Fish Audio

    Open-source-rooted TTS and voice cloning with emotional control, by Hanabi AI

    50Agent
    API PythonJavaScript
  4. #340 · RocketReach

    B2B contact and company data for sales and recruiting

    50Agent
    API OAuth2
  5. #341 · Blink

    The mobile-first employee experience app for frontline workforces

    50Agent
    API OAuth2
  6. #342 · Gynger

    Embedded financing and flexible payments for technology purchases

    50Agent
    API OAuth2
  7. #343 · Soul Machines

    Autonomously animated digital people for interactive customer experiences

    50Agent
    API JavaScript
  8. #344 · Jungle Scout

    All-in-one Amazon product research and seller intelligence platform

    50Agent
    API OAuth2
  9. #345 · Ollama

    The easiest way to run open LLMs locally and in the cloud

    50Agent
    API PythonJavaScript +1
  10. #346 · ZeroPath

    AI-native SAST that finds business-logic flaws and ships verified patches

    50Agent
    API OAuth2
  11. #347 · Unsloth

    Open-source toolkit to fine-tune and run LLMs faster with less memory

    50Agent
    API Python
  12. #348 · Marr Labs

    AI voice agents for regulated industries

    50Agent
    API OAuth2
  13. #349 · ByteDance

    Chinese tech giant behind TikTok, CapCut, Doubao, and Seedance AI models

    50Agent
    API OAuth2
  14. #350 · Devs.ai

    Enterprise platform to build governed AI apps on your data

    50Agent
    API OAuth2
  15. #351 · Voyage AI

    State-of-the-art embedding and reranking models for accurate retrieval

    50Agent
    API PythonREST API
  16. #352 · TestDriver.ai

    AI QA agent that builds and runs end-to-end UI tests

    50Agent
    API CLIJavaScript/Node
  17. #353 · Sedai

    Self-driving cloud: AI agents autonomously optimize cost, performance and availability

    50Agent
    API OAuth2
  18. #354 · Novita AI

    Affordable model APIs, serverless GPUs, and agent sandboxes in one cloud

    50Agent
    API PythonJavaScript +1
  19. #355 · Semrush

    AI-powered online visibility and marketing platform for SEO, content, and ads

    50Agent
    API OAuth2
  20. #356 · FlexAI

    AI infrastructure that adapts as you grow, orchestrating across any cloud or hardware for faster deployment and optimal cost-performance.

    50Agent
    Python
  21. #357 · ZenML

    The AI Control Plane for unifying ML and GenAI workflows across your fragmented stack.

    50Agent
    Python
  22. #358 · Seamless.AI

    AI-powered sales leads and B2B contact data in real time

    50Agent
    API OAuth2
  23. #359 · Unitree Robotics

    Affordable quadruped and humanoid robots powered by embodied AI

    50Agent
    API PythonC++
  24. #360 · Ai2 (Allen Institute for AI)

    Paul Allen's non-profit lab building truly open models like OLMo, Molmo and Tulu

    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.