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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. #2545 · LoveGPT

    AI girlfriend chat platform for personalized virtual companionship

    10Agent
  2. #2546 · rabbit r1

    rabbit r1 is your AI assistant device, offering native OpenClaw access and DLAM for seamless task execution across your digital environment.

    10Agent
  3. #2547 · Hedra

    Create consistent images and videos with AI to power your social media, sales, and marketing collateral.

    10Agent
  4. #2548 · Viggle AI

    Remix anyone into viral memes with serious tech and silly fun.

    10Agent
  5. #2549 · Lyrebird Health

    Australia's most deeply integrated AI Scribe for General Practitioners and Specialists.

    10Agent
  6. #2550 · Bot MD

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

    10Agent
  7. #2551 · Pactum

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

    10Agent
  8. #2552 · CAPE Analytics

    AI-powered property intelligence for insurance and real estate risk assessment.

    10Agent
  9. #2553 · Bright Machines

    Building AI infrastructure hardware at the edge by transforming manufacturing with Physical AI.

    10Agent
  10. #2554 · Tonic.ai

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

    10Agent
  11. #2555 · Klarity

    Klarity builds your Organizational Context Graph™, the living foundation that AI agents and your team need to make better decisions, faster.

    10Agent
  12. #2556 · Woebot Health

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

    10Agent
  13. #2557 · Bardeen

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

    10Agent
  14. #2558 · BrightHire

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

    10Agent
  15. #2559 · Etched

    Etched is building custom hardware to accelerate large language models and achieve superintelligence.

    10Agent
  16. #2560 · Jua

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

    10Agent
  17. #2561 · KupidAI

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

    10Agent
  18. #2562 · Cleanlab

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

    10Agent
  19. #2563 · Userology

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

    10Agent
  20. #2564 · Castmagic

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

    10Agent
  21. #2565 · LeapXpert

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

    10Agent
  22. #2566 · 8090

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

    10Agent
  23. #2567 · Atrisa

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

    10Agent
  24. #2568 · Fora

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

    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.