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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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Showing 24 of 2668 tools.

Ranked tools

  1. #1369 · Poke

    An AI personal assistant that lives inside your text messages

    10Agent
  2. #1370 · MatX

    Chips built from the ground up for frontier large language models

    10Agent
  3. #1371 · Legora

    Collaborative AI for exceptional lawyers, streamlining research, drafting, and review to deliver greater value.

    10Agent
  4. #1372 · micro1

    Human intelligence infrastructure for high-quality AI training data

    10Agent
  5. #1373 · FINNY AI

    AI prospecting and marketing engine that helps financial advisors find and win clients

    10Agent
  6. #1374 · General Intuition

    Frontier lab training spatial-temporal AI agents on video game clips

    10Agent
  7. #1375 · Neko Health

    AI-powered full-body health scans for preventive medicine.

    10Agent
  8. #1376 · Enter

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

    10Agent
  9. #1377 · Traversal

    The AI SRE agent that finds root causes in complex production systems

    10Agent
  10. #1378 · Mitra Chem

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

    10Agent
  11. #1379 · Multiverse

    AI workforce training and apprenticeships to reskill employees

    10Agent
  12. #1380 · Phia

    AI personal shopping assistant that compares prices and resale value across thousands of brands

    10Agent
  13. #1381 · Avantos

    AI operating system for wealth and financial services firms

    10Agent
  14. #1382 · Corgi

    AI-native business insurance platform for startups

    10Agent
  15. #1383 · AiDASH

    Satellite + AI to protect grids and infrastructure from climate risk

    10Agent
  16. #1384 · Foundation

    Full-stack general-purpose humanoid robots with proprietary actuators

    10Agent
  17. #1385 · Eridu

    Rebuilding the AI data center network to break the interconnect wall

    10Agent
  18. #1386 · Olix Computing

    Photonic AI inference chips that skip the need for HBM

    10Agent
  19. #1387 · Color Health

    Reinventing cancer care with direct clinical access, speed, and expert support for better outcomes and lower costs.

    10Agent
  20. #1388 · Video Rebirth

    Industrial-grade generative video engine (BACH) for professional, cinematic film creation

    10Agent
  21. #1389 · Ciroos

    Multi-domain AI SRE teammate that automates and augments operations and incident response

    10Agent
  22. #1390 · ThinkLabs AI

    Physics-informed AI that keeps power grids reliable amid surging AI demand

    10Agent
  23. #1391 · CuspAI

    AI foundation models that act as a search engine for new materials.

    10Agent
  24. #1392 · Bioptimus

    Building the first universal AI foundation model for biology.

    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: 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.