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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. #937 · burnt

    Agentic Operating System for Food Supply Chain

    12Agent
  2. #938 · Certus AI

    Replacing the restaurant phone line with Voice AI

    12Agent
  3. #939 · Daily

    Conversational Voice and Multimodal AI built with Open Source

    12Agent
  4. #940 · Carson

    Carson is a desktop AI app that generates custom, sharable workspaces

    12Agent
  5. #941 · Lucent

    AI that automatically improves products from user behavior

    12Agent
  6. #942 · shotwell.ai

    Automated Scale AI for robotics data

    12Agent
  7. #943 · Crunched

    Excel AI analyst for Power Users

    12Agent
  8. #944 · Lua Global Inc

    The mid-market agent platform

    12Agent
  9. #945 · Deeptrace

    AI agents for on-call

    12Agent
  10. #946 · Zalos

    Computer Agents for Finance tasks like reconciliation, in your system!

    12Agent
  11. #947 · Pixley AI

    The first platform where parents & kids can co-create AI cartoon shows

    12Agent
  12. #948 · Selfin

    Building the first AI Bank

    12Agent
  13. #949 · Unsiloed AI

    API for parsing multimodal unstructured data

    12Agent
  14. #950 · Veritus

    AI agents for the consumer lending industry

    12Agent
  15. #951 · Dedalus Labs

    Compute substrate for AI agents

    12Agent
  16. #952 · AgentMail

    Email Inboxes for AI Agents

    12Agent
  17. #953 · Vulcan Technologies

    AI for every law, regulation, and court case

    12Agent
  18. #954 · Uplift AI

    Foundational Voice Models for regional languages

    12Agent
  19. #955 · Design Arena

    World's largest crowdsourced benchmark for AI-generated design

    12Agent
  20. #956 · Stellon Labs

    Building tiny frontier AI models that run on edge devices

    12Agent
  21. #957 · Wedge

    Palantir for Healthcare AI Agents

    12Agent
  22. #958 · Plivo

    Voice AI agents for customer engagement across WhatsApp, SMS, and voice

    12Agent
  23. #959 · Lance

    AI Agents That Run Hotel Operations

    12Agent
  24. #960 · Maywood

    The first finance-compliant proactive AI that runs 24/7

    12Agent

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.