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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

Filter tools

Filters

Showing 24 of 2668 tools.

Ranked tools

  1. #2137 · Default

    All-in-one inbound conversion platform that captures, qualifies, schedules, and routes inbound

    10Agent
  2. #2138 · Lantern

    AI revenue platform that helps sales and marketing teams build and manage pipeline by

    10Agent
  3. #2139 · Aigen

    US-based agricultural robotics company building truly solar-powered autonomous robots for

    10Agent
  4. #2140 · Nuclearn

    AI software purpose-made for the nuclear power industry, automating manual workflows and

    10Agent
  5. #2141 · CarbonChain

    Carbon-accounting platform that automates supply-chain emissions tracking with asset-level

    10Agent
  6. #2142 · Streamline AI

    AI-powered legal intake and matter management platform built for in-house legal teams

    10Agent
  7. #2143 · Scriptic

    Scriptic, formerly Electric Noir Studios, is a London-based studio building AI-powered

    10Agent
  8. #2144 · NPCx

    Uses AI to revolutionize the creation and animation of non-player characters for games, film

    10Agent
  9. #2145 · Kinetix

    AI-driven 3D animation technology that turns any video into custom character animations and

    10Agent
  10. #2146 · Anything World

    3D animation and automated rigging platform powered by machine learning, letting anyone turn

    10Agent
  11. #2147 · Superlinked

    Python framework and compute layer for turning structured and unstructured enterprise data

    10Agent
  12. #2148 · Aerones

    Latvia-based company providing AI-driven robotic maintenance and inspection for wind turbines

    10Agent
  13. #2149 · Zencoder

    AI coding agent paired with Zenflow, an orchestration layer that automates the broader

    10Agent
  14. #2150 · Dixa

    Agentic AI customer service platform built for ecommerce and consumer brands

    10Agent
  15. #2151 · Capacity

    AI-powered support automation platform that helps contact centers and teams deflect tickets

    10Agent
  16. #2152 · Aisera

    Agentic AI service experience platform that automates customer and employee support across IT

    10Agent
  17. #2153 · Quiq

    Conversational AI platform that helps enterprises deliver customer service through messaging

    10Agent
  18. #2154 · Metaview

    AI recruiting platform built around an interview notetaker that automatically captures

    10Agent
  19. AI drug-discovery company building generative and predictive models to design small-molecule

    10Agent
  20. #2156 · VidMob

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

    10Agent
  21. #2157 · d-Matrix

    Digital in-memory compute (DIMC) chiplet-based hardware purpose-built for AI inference in the

    10Agent
  22. #2158 · Taalas

    Toronto-based AI chip startup that etches entire AI models directly onto custom silicon

    10Agent
  23. #2159 · Stand Insurance

    Uses physics-driven AI to insure and fortify high-value homes in catastrophe-prone markets

    10Agent
  24. #2160 · Modyfi

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

    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.