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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
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Filters

Showing 24 of 2668 tools.

Ranked tools

  1. #2449 · Pleasur AI

    Private, sensual AI companion with memory and media

    10Agent
  2. #2450 · Aimour AI

    Virtual companion app with chat, voice, and image realism

    10Agent
  3. #2451 · Fantasy.ai

    Create and chat with your dream AI girlfriend or boyfriend

    10Agent
  4. #2452 · Get Honey AI

    Virtual AI companions with personalized chat and generated imagery

    10Agent
  5. #2453 · FunFun AI

    Create and chat with your dream AI girlfriend, with images and memory

    10Agent
  6. #2454 · LoveCore AI

    Find, create and chat with AI girlfriends using text, images and voice

    10Agent
  7. #2455 · AI Rinna

    AI Rinna is a Chief AI Communicator and AITuber, engaging millions through advanced conversational AI and creative content.

    10Agent
  8. #2456 · Agility Robotics

    Agility Robotics develops and deploys humanoid robots for industrial automation, delivering proven results in warehouses and factories.

    10Agent
  9. #2457 · VinAI

    Bringing tomorrow's AI solutions to today's challenges, enhancing safety and intelligence in automotive and beyond.

    10Agent
  10. #2458 · DarLink AI

    Scenario-driven AI girlfriend with Living Memory, images, video and voice

    10Agent
  11. #2459 · Aide

    Aide is a developer tools lab exploring how inference-time scaling and agentic systems can reshape software development.

    10Agent
  12. #2460 · Snorkel AI

    Snorkel AI helps frontier labs and AI teams develop specialized training data and environments to differentiate their models and agents.

    10Agent
  13. #2461 · Trax

    Trax revolutionizes retail through AI-driven data, delivering real-time insights for enhanced retail execution and consumer engagement.

    10Agent
  14. #2462 · HiddenLayer

    Total AI Security for the enterprise.

    10Agent
  15. #2463 · Spring Health

    Easy and affordable mental health care that meets you in the middle of the mess.

    10Agent
  16. #2464 · Lattice

    Lattice is the HR platform that combines people and AI tools to help employees grow, managers lead, and companies succeed.

    10Agent
  17. #2465 · RisuAI

    Open-source, bring-your-own-key AI roleplay app across every platform

    10Agent
  18. #2466 · HammerAI

    Free, private AI character chat that runs locally or in the cloud

    10Agent
  19. #2467 · Atmo

    Ultra-precise AI weather forecasting and modification with Deep Learning.

    10Agent
  20. #2468 · Vahan.ai

    Vahan.ai helps businesses hire blue and grey collar workers lightning fast using cutting-edge AI-based chatbot technology.

    10Agent
  21. #2469 · Tabby

    An open-source, self-hosted AI coding assistant for secure and efficient development.

    10Agent
  22. #2470 · Anara

    An AI workspace for scientists, students, and research teams to search, organize, write, and cite with academic rigor.

    10Agent
  23. #2471 · Surge AI

    Surge AI provides human intelligence to transform raw data into advanced artificial general intelligence (AGI).

    10Agent
  24. #2472 · DatologyAI

    Curate and optimize the best possible data for training high-performing AI models at lower costs.

    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.