Skip to main content
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

Filter tools

Filters

Showing 24 of 2668 tools.

Ranked tools

  1. #2017 · Quilter

    Physics-driven AI platform that fully automates printed circuit board (PCB) layout

    10Agent
  2. #2018 · Ohai.ai

    An AI household assistant from the founder of Care.com that tames family chaos

    10Agent
    OAuth2
  3. #2019 · 11x

    Digital workers that don't just automate tasks – they transform your business with human-like intelligence.

    10Agent
  4. #2020 · Kili Technology

    Enterprise data labeling and annotation for AI teams

    10Agent
    API Webhooks OAuth2 pythonrest
  5. #2021 · XO Market

    The YouTube of prediction markets: user-generated conviction markets on any event.

    10Agent
  6. #2022 · Astraea

    Agents that compress clinical trial biometrics from months to days.

    10Agent
  7. #2023 · Manicule

    AI-native documentation studio for developer tool companies.

    10Agent
  8. #2024 · Degla

    Fully autonomous intelligence layer in the sky for multi-drone missions.

    10Agent
  9. #2025 · Voquill

    Realtime AI scribe that helps pathologists work cases faster.

    10Agent
  10. #2026 · RentAHuman

    A marketplace where AI agents hire real humans on demand through an API or MCP endpoint.

    10Agent
  11. #2027 · Deep Interactions

    A collaborative AI app builder that lets entire teams ship production AI products together in an afternoon.

    10Agent
  12. #2028 · Cerebriu

    Real-time AI triage and protocol optimization for brain MRI

    10Agent
  13. #2029 · AVIAN

    Always-on AI thermal monitoring to prevent industrial fires and equipment failures

    10Agent
  14. #2030 · Manifest

    AI self-empowerment wellness app for Gen Z that gamifies emotional resilience

    10Agent
  15. #2031 · MarkeTeam.ai

    AI-native autonomous agents that work as a full marketing team

    10Agent
  16. #2032 · Howie

    AI scheduling assistant that lives in your inbox and books meetings for you

    10Agent
  17. #2033 · Single Origin

    AI-enhanced semantic layer that cuts redundant warehouse compute

    10Agent
  18. #2034 · TripSuite

    AI-powered business management software for travel agencies

    10Agent
  19. #2035 · PodUp

    All-in-one AI podcasting platform to create, grow, and monetize

    10Agent
  20. #2036 · Truleo

    AI agents for law enforcement: report writing, investigations, bodycam insights

    10Agent
  21. #2037 · Madison AI

    AI built from your local government's institutional knowledge

    10Agent
  22. #2038 · RIIICO

    AI digital twins to redesign and optimize existing factories

    10Agent
  23. #2039 · Sensi.AI

    Agentic operating system for senior care that combines continuous audio-based monitoring

    10Agent
  24. #2040 · HOOTL

    (Humans Out of the Loop) is an AI-powered platform that automates dental insurance

    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.