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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
2680
With MCP
102
Public API
643
OAuth2
133
Avg score
22.8

Filter tools

Filters

Showing 24 of 2680 tools.

Ranked tools

  1. #2641 · Standard Bots

    Vertically integrated, AI-native robots ready to automate the most challenging industrial tasks.

    5Agent
  2. #2642 · Enveda

    Enveda is learning from life to discover medicines 4X faster than the industry average by unlocking nature's hidden chemistry.

    5Agent
  3. #2643 · Bee

    The wearable AI that understands you, turning your moments into meaning.

    5Agent
  4. #2644 · Splash

    Unlock the fun of creating music together with AI-powered tools and immersive virtual experiences.

    5Agent
  5. #2645 · Ninja AI

    Your all-in-one AI agent for boundless productivity, automating tasks and streamlining workflows across your digital life.

    5Agent
  6. #2646 · PlusAI

    Transforming transportation with Physical AI, powered by SuperDrive™, our AI-based autonomous driving system for trucks.

    5Agent
  7. Pioneering transformative artificial intelligence to discover and develop the next generation of life-changing medicines.

    5Agent
  8. #2648 · Argil

    Generate high-performing videos with your AI clone or choose from engaging avatars for promotion, education, and entertainment.

    5Agent
  9. #2649 · Voicemod

    The leading real-time AI voice changer & soundboard for PC and Mac.

    5Agent
  10. #2650 · Mach Industries

    Building next-generation defense platforms to maintain an allied American edge and deter kinetic conflict.

    5Agent
  11. #2651 · Wysa

    Wysa offers anonymous, evidence-based AI mental health support for individuals, teams, and health systems.

    5Agent
  12. #2652 · Vidnoz AI

    Create engaging AI videos 10x faster and for free, leveraging a vast library of avatars, voices, and templates.

    5Agent
  13. Leveraging AI technologies to accelerate the discovery and development of optimised medicines for challenging diseases.

    5Agent
  14. #2654 · Atomwise

    Our AI superplatform explores the vast universe of chemical space to discover novel, drug-like molecules unseen by others.

    5Agent
  15. #2655 · Draftwise

    AI-powered contract drafting, review, and negotiation for legal professionals.

    5Agent
  16. #2656 · Cradle

    Leverage AI to generate protein candidates and improve their properties, achieving more breakthroughs in fewer experiments.

    5Agent
  17. #2657 · Bright Machines

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

    5Agent
  18. #2658 · Photomath

    The ultimate math help app that provides step-by-step explanations for problems from elementary to college level.

    5Agent
  19. #2659 · Pollo AI

    The ultimate AI video & image creation platform for effortlessly generating viral videos and hyper-realistic images.

    5Agent
  20. #2660 · Friend

    Your least helpful but most honest friend.

    5Agent
  21. #2661 · Galaxy AI

    The #1 All-in-One AI Platform with 5000+ tools for text, images, videos, and audio.

    5Agent
  22. #2662 · Hyper3D

    Instantly create stunning 3D assets, models, and objects with AI-powered design tools.

    5Agent
  23. #2663 · imagiLabs

    Teach creative computer science & AI with ready-to-use lessons and interactive tools for K-12 students.

    5Agent
  24. #2664 · Form Energy

    Energy storage for a better world, developing and manufacturing iron-air batteries for the electric grid.

    5Agent

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.