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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. #1225 · Comena

    AI agents for distributors and manufacturers to automate order entry

    12Agent
  2. #1226 · Fulcrum

    The agentic debugger for AI systems

    12Agent
  3. #1227 · IronLedger.ai

    AI-enabled Corporate Cards and Invoice Processing for Real Estate

    12Agent
  4. #1228 · Parachute

    Infrastructure for hospitals to monitor and deploy clinical AI

    12Agent
  5. #1229 · Skope

    AI Agents for Law Firms

    12Agent
  6. #1230 · Panels

    Audio Data for AI Labs

    12Agent
  7. #1231 · Datafruit

    The AI workspace for software implementations

    12Agent
  8. #1232 · Playgent

    Sandboxes for AI agents

    12Agent
  9. #1233 · Liva AI

    Audio & Video Data

    12Agent
  10. #1234 · Dyspatch

    AI Email Production - Emails on brand, guaranteed to work, fast

    12Agent
  11. #1235 · Cohesive

    The agentic CRM for blue-collar services

    12Agent
  12. #1236 · Fixture

    An AI-first CRM built for Startups

    12Agent
  13. #1237 · Patientdesk.ai

    AI front & back office agent for dental practices

    12Agent
  14. #1238 · GrazeMate

    Robot Cowboys that Herd Cattle with AI Drones

    12Agent
  15. #1239 · BeeSafe AI

    Frontier AI Defenses for Social Engineering Attacks

    12Agent
  16. #1240 · MochaCare

    Agentic Management Service for Care Organizations

    12Agent
  17. #1241 · Glue

    The Interface Design Canvas for AI agents

    12Agent
  18. #1242 · Terranox AI

    The first AI-powered uranium discovery company

    12Agent
  19. #1243 · Fern

    Enabling physical AI at scale

    12Agent
  20. #1244 · Salus

    Guardrails to validate your agent's actions before they execute

    12Agent
  21. #1245 · CellType

    The agentic drug company. We simulate human biology

    12Agent
  22. #1246 · Burt

    AI teammates for logistics

    12Agent
  23. #1247 · Beacon Health

    AI Employees for Primary Care

    12Agent
  24. #1248 · Wayco

    AI operator for medlegal cases

    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.