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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. #1201 · Nectar

    The AI Social OS Bridging Community with Revenue.

    10Agent
  2. #1202 · Atlan
    10Agent
  3. #1203 · Apex Space

    Productized satellite buses manufactured at scale

    10Agent
  4. #1204 · Tenzai
    10Agent
  5. #1205 · Truveta
    10Agent
  6. #1206 · Plus AI

    AI presentation maker for Google Slides and PowerPoint

    10Agent
    OAuth2
  7. #1207 · Terray Therapeutics

    Generative AI and ultra-high-throughput chemistry for small-molecule drug discovery

    10Agent
  8. #1208 · Emergent

    Agentic vibe-coding platform that builds full apps from natural language

    10Agent
  9. #1209 · Genesis Molecular AI

    Generative AI for small-molecule drug discovery

    10Agent
  10. #1210 · Enter

    AI to manage corporate litigation in Brazil's complex legal system

    10Agent
  11. #1211 · Mitra Chem

    AI-driven battery materials lab compressing cathode R&D timelines

    10Agent
  12. #1212 · HavocAI

    Collaborative maritime autonomy for fleets of uncrewed surface vessels

    10Agent
  13. #1213 · Armadin

    Autonomous AI red-teaming for the era of AI hyperattacks

    10Agent
  14. #1214 · Supio

    Agentic legal AI for personal injury and mass tort plaintiff firms

    10Agent
  15. #1215 · Halter

    AI-powered smart collars and virtual fencing for cattle ranches and dairy farms

    10Agent
  16. #1216 · Patlytics

    AI-native platform for the entire patent lifecycle, from drafting to infringement analysis.

    10Agent
  17. #1217 · Emerald AI

    Turns AI data centers into flexible grid assets that ease power demand

    10Agent
  18. #1218 · Genesis AI

    Universal robotics foundation model for general-purpose physical AI

    10Agent
  19. #1219 · Unconventional AI

    Reinventing the computer with brain-inspired, energy-efficient AI hardware

    10Agent
  20. #1220 · Neysa
    10Agent
  21. #1221 · Tennr
    10Agent
  22. #1222 · ComfyUI
    10Agent
  23. #1223 · GC AI
    10Agent
  24. #1224 · Cohere Health
    10Agent

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.