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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. #1993 · CAPE Analytics

    AI-powered property intelligence for insurance and real estate risk assessment.

    10Agent
  2. #1994 · Tonic.ai

    Unblock AI training, development, and testing workflows with safe, realistic synthetic data from your production patterns or from scratch.

    10Agent
  3. #1995 · Klarity

    Klarity builds your Organizational Context Graph™, the living foundation that AI agents and your team need to make better decisions, faster.

    10Agent
  4. #1996 · Bardeen

    Find and reach leads no one else can with agentic web scraping, AI qualification, and contact enrichment.

    10Agent
  5. #1997 · BrightHire

    Transform hiring quality and efficiency with AI copilots and agents that elevate every search, kickoff, interview, and decision.

    10Agent
  6. #1998 · Nous Research

    Open-source AI lab building decentralized models, agents, and training

    10Agent
    API pythontypescript
  7. #1999 · ConCntric

    AI-powered preconstruction platform with agentic planning

    10Agent
  8. #2000 · Joyland AI

    Free AI character roleplay and storytelling chat

    10Agent
  9. #2001 · Quanta

    AI-native accounting that builds books in real time

    10Agent
  10. #2002 · Hint

    Proactive AI home manager that catches issues before they become problems

    10Agent
  11. #2003 · Tensor.Art

    AI image generation and model-sharing community on SD and Flux

    10Agent
  12. #2004 · RLWRLD

    Robotics foundation models for dexterous, autonomous industrial AI

    10Agent
  13. #2005 · MOA Foodtech

    AI-driven biomass fermentation turning food waste into sustainable proteins

    10Agent
  14. #2006 · CampusAI

    AI upskilling platform with a virtual campus for workers and teams

    10Agent
  15. #2007 · AutonomyAI

    Agentic AI that ships production-grade front-end code like a senior developer

    10Agent
  16. #2008 · Gale
    10Agent
  17. #2009 · Octolane
    10Agent
  18. #2010 · Soulkyn AI

    Uncensored AI companion platform with self-owned models

    10Agent
  19. #2011 · Prosperr.io
    10Agent
  20. #2012 · Simple AI
    10Agent
  21. #2013 · Orasio
    10Agent
  22. #2014 · Richpanel
    10Agent
  23. #2015 · Bolt.new

    Full-stack apps from a single prompt — deployed in seconds by StackBlitz

    10Agent
    MCP
  24. #2016 · Toma

    AI voice agents for car dealerships

    10Agent
    API Webhooks rest

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.