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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. #2545 · Bot MD

    Supercharge your hospital and clinic revenue with AI Agents for automated patient engagement.

    10Agent
  2. #2546 · Pactum

    The leading AI procurement negotiation tool that assists buyers and executes supplier negotiations at scale.

    10Agent
  3. #2547 · Tonic.ai

    Unblock AI training, development, and testing workflows with safe, realistic synthetic data from your production patterns or from scratch.

    10Agent
  4. #2548 · Woebot Health

    Making mental health support radically accessible through chat-based AI wellness tools.

    10Agent
  5. #2549 · Bardeen

    Find and reach leads no one else can with agentic web scraping, AI qualification, and contact enrichment.

    10Agent
  6. #2550 · BrightHire

    Transform hiring quality and efficiency with AI copilots and agents that elevate every search, kickoff, interview, and decision.

    10Agent
  7. #2551 · Jua

    A foundation model for reality, learning physics from data to power AI systems in the physical world.

    10Agent
  8. #2552 · KupidAI

    Experience the future of AI chat with KupidAI, offering realistic and engaging AI companions.

    10Agent
  9. #2553 · Cleanlab

    Detect and remediate incorrect responses from any AI Agent, ensuring every output meets your standards for safety, compliance, and trust.

    10Agent
  10. #2554 · Browser Use

    The API for any website, enabling AI agents to operate at scale with undetectable browsers.

    10Agent
    Python
  11. #2555 · Userology

    AI UX Research agent for busy product teams to get deep user insights in hours, not weeks.

    10Agent
  12. #2556 · Castmagic

    Supercharge your media with AI, transforming audio and video into 100+ content assets in minutes.

    10Agent
  13. #2557 · Boomy

    Make generative music with artificial intelligence, even if you've never made music before.

    10Agent
  14. #2558 · LeapXpert

    Securely govern, capture, and transform client messaging into actionable intelligence across all communication channels.

    10Agent
  15. #2559 · 8090

    The AI-native software factory for regulated enterprises, transforming business intent into production code with a full audit trail.

    10Agent
  16. #2560 · Atrisa

    An agentic workflow for modern analog design, acting as an assistant engineer for circuit creation, debugging, and simulation.

    10Agent
  17. #2561 · Fora

    The modern travel agency empowering advisors with AI-enabled tools and a global network to create exceptional trips.

    10Agent
  18. #2562 · Ellis

    The AI-native operations platform for private credit, providing a single trusted book for fund management.

    10Agent
  19. #2563 · inforcer

    Standardise Microsoft 365 policies and manage Copilot across multiple tenants for MSPs.

    10Agent
  20. #2564 · Omilia

    Conversational AI solutions that continuously learn from real outcomes to improve customer experience.

    10Agent
  21. #2565 · River AI

    On-brand content, without the prompting, for teams.

    10Agent
  22. #2566 · Within

    Within maps how your people work, so your AI agents can work alongside them, transforming raw knowledge into actionable context.

    10Agent
  23. #2567 · Devin Desktop

    Manage fleets of local and cloud agents from one surface, planning, delegating, reviewing, and shipping without leaving your editor.

    10Agent
  24. #2568 · Owner.com

    The AI platform restaurants use to grow online discovery, sales, and repeat customers.

    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.