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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

Filter tools

Filters

Showing 24 of 2662 tools.

Ranked tools

  1. #2209 · Cargo

    Go-to-market infrastructure platform that lets revenue teams build automated workflows, deploy

    10Agent
  2. #2210 · Attention

    AI sales platform that learns from a team's best sales conversations to coach reps, automate

    10Agent
  3. #2211 · Qure.ai

    Medical-imaging AI company whose algorithms read chest X-rays, head CT scans, and other

    10Agent
  4. #2212 · Pixis

    Codeless AI infrastructure platform for marketing that helps brands plan, create, optimize

    10Agent
  5. #2213 · QpiAI

    Bengaluru-based deep-tech company building a vertically integrated, full-stack platform that

    10Agent
  6. #2214 · Flowie

    Agentic AI finance and procurement orchestration platform that automates Procure-to-Pay

    10Agent
  7. #2215 · Tennr

    Healthcare AI company that automates the patient referral and intake process, the fax- and

    10Agent
  8. #2216 · Innovaccer

    Healthcare data and AI platform that unifies fragmented clinical, claims, and operational data

    10Agent
  9. #2217 · Maket

    AI-powered architecture and floor planning platform that generates residential design layouts

    10Agent
  10. #2218 · Flair.ai

    AI design platform that digitizes product photoshoots end to end, letting brands generate and

    10Agent
  11. #2219 · Refabric

    Generative AI platform for fashion design that helps designers create garments, simulate

    10Agent
  12. #2220 · Zenlytic

    AI-powered business intelligence platform whose analyst agent, Zoë, answers business questions

    10Agent
  13. #2221 · Sybill

    AI sales assistant that joins B2B sales calls to capture notes, read buyer behavior, and

    10Agent
  14. #2222 · Default

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

    10Agent
  15. #2223 · Lantern

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

    10Agent
  16. #2224 · Aigen

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

    10Agent
  17. #2225 · Nuclearn

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

    10Agent
  18. #2226 · CarbonChain

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

    10Agent
  19. #2227 · Streamline AI

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

    10Agent
  20. #2228 · Scriptic

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

    10Agent
  21. #2229 · NPCx

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

    10Agent
  22. #2230 · Kinetix

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

    10Agent
  23. #2231 · Anything World

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

    10Agent
  24. #2232 · Superlinked

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

    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.