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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
2662
With MCP
80
Public API
646
OAuth2
148
Avg score
23
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Filters

Showing 24 of 2662 tools.

Ranked tools

  1. #1489 · Bold Security

    Edge-AI endpoint security that turns every device into an active agent

    10Agent
  2. #1490 · Enter

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

    10Agent
  3. #1491 · Multiverse

    AI workforce training and apprenticeships to reskill employees

    10Agent
  4. #1492 · AiDASH

    Satellite + AI to protect grids and infrastructure from climate risk

    10Agent
  5. #1493 · Tandem Health

    AI-native operating system for clinical workflows, starting with an ambient scribe

    10Agent
  6. #1494 · Poke

    An AI personal assistant that lives inside your text messages

    10Agent
  7. #1495 · MatX

    Chips built from the ground up for frontier large language models

    10Agent
  8. #1496 · Quiq

    Conversational AI platform that helps enterprises deliver customer service through messaging

    10Agent
  9. #1497 · HeyMilo

    AI recruiter that uses voice AI agents to interview and evaluate candidates at scale for

    10Agent
  10. #1498 · Ollin Biosciences

    Biotech advancing best-in-class bispecific antibody therapies for eye disease, using AI and

    10Agent
  11. #1499 · VidMob

    New York-based creative data company whose AI platform analyzes advertising creative to help

    10Agent
  12. #1500 · Bluedot

    Bot-free AI meeting notetaker that records, transcribes, and summarizes meetings without

    10Agent
  13. #1501 · Laxis

    AI meeting assistant focused on revenue teams, capturing notes, transcribing conversations

    10Agent
  14. #1502 · Salience Labs

    Silicon photonics startup building all-optical switches for large-scale AI data center

    10Agent
  15. #1503 · Capitalize

    AI-powered commercial real estate data platform that connects brokers and lenders with

    10Agent
  16. #1504 · Elysian

    AI-native third-party administrator (TPA) built for commercial insurance claims

    10Agent
  17. #1505 · Friday Harbor

    AI-powered mortgage origination platform that brings real-time underwriting intelligence to

    10Agent
  18. #1506 · Ridley

    AI-powered real estate platform that lets homeowners sell their homes without paying the

    10Agent
  19. #1507 · Nexcade

    Agentic AI automation for freight forwarders, focused on pricing, quoting, and rate procurement

    10Agent
  20. #1508 · Digicust

    Vienna-based AI platform for end-to-end customs automation across Europe

    10Agent
  21. #1509 · Myth AI

    Generative-AI design platform for the textile and apparel industry that turns the journey from

    10Agent
  22. #1510 · Modyfi

    Browser-based, AI-native design platform that combines image editing, vector tooling

    10Agent
  23. #1511 · FloVision Solutions

    AI-powered computer vision for protein and food production facilities, measuring yield

    10Agent
  24. #1512 · Vbot

    Chinese embodied-AI startup founded by former Horizon Robotics executives, building consumer

    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.