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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. #2113 · Roamr

    Corporate travel home-sharing that pays employees, not hotels

    10Agent
  2. #2114 · Yellow Blue

    Context-aware AI document translation for professionals in 28 languages

    10Agent
  3. #2115 · Antiverse

    Generative AI antibody design for challenging and undruggable targets

    10Agent
  4. #2116 · Hormona

    Women's health company using AI and at-home testing to help women track, understand, and

    10Agent
  5. #2117 · Gravity Climate

    Enterprise carbon and energy management platform that helps industrial companies automate

    10Agent
  6. #2118 · Move AI

    Markerless motion-capture and 3D animation company that converts ordinary 2D video into

    10Agent
  7. #2119 · Ludus AI

    Generative AI toolkit that integrates directly with Unreal Engine to accelerate game

    10Agent
  8. #2120 · CrediLinq

    AI-powered B2B embedded finance platform that lets marketplaces, banks, and digital platforms

    10Agent
  9. #2121 · PredictAP

    AI-powered invoice coding and accounts payable automation platform built specifically for the

    10Agent
  10. #2122 · Dataglade

    AI-powered stock research platform that generates clear analyses and financial models for any

    10Agent
  11. #2123 · Amplemarket

    AI-powered sales copilot platform that unifies lead generation, data intelligence

    10Agent
  12. #2124 · Cargo

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

    10Agent
  13. #2125 · Attention

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

    10Agent
  14. #2126 · Qure.ai

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

    10Agent
  15. #2127 · Pixis

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

    10Agent
  16. #2128 · QpiAI

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

    10Agent
  17. #2129 · Flowie

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

    10Agent
  18. #2130 · Tennr

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

    10Agent
  19. #2131 · Innovaccer

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

    10Agent
  20. #2132 · Maket

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

    10Agent
  21. #2133 · Flair.ai

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

    10Agent
  22. #2134 · Refabric

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

    10Agent
  23. #2135 · Zenlytic

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

    10Agent
  24. #2136 · Sybill

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

    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.