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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. #2449 · LoveCore AI

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

    10Agent
  2. #2450 · AI Rinna

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

    10Agent
  3. #2451 · Agility Robotics

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

    10Agent
  4. #2452 · VinAI

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

    10Agent
  5. #2453 · Gusto

    Payroll, HR, and benefits simplified for small and medium-sized businesses.

    10Agent
  6. #2454 · Wiz

    AI Cybersecurity for All Your Cloud and AI Applications.

    10Agent
  7. #2455 · DarLink AI

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

    10Agent
  8. #2456 · Aide

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

    10Agent
  9. #2457 · Snorkel AI

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

    10Agent
  10. #2458 · Trax

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

    10Agent
  11. #2459 · ML6

    Europe's AI Engineering Powerhouse, partnering with bold leaders to turn cutting-edge AI into lasting business impact.

    10Agent
  12. #2460 · SandboxAQ

    Transforming the world with AI and advanced computing, applying quantitative AI to solve complex challenges in various industries.

    10Agent
  13. #2461 · Spring Health

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

    10Agent
  14. #2462 · K Health

    K Health's AI Physician Mode integrates with top health systems to provide superior primary care with 24/7 access.

    10Agent
  15. #2463 · Lattice

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

    10Agent
  16. #2464 · RisuAI

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

    10Agent
  17. #2465 · Atmo

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

    10Agent
  18. #2466 · Vahan.ai

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

    10Agent
  19. #2467 · Tabby

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

    10Agent
  20. #2468 · Anara

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

    10Agent
  21. #2469 · Surge AI

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

    10Agent
  22. #2470 · DatologyAI

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

    10Agent
  23. #2471 · Reducto

    AI document parsing & extraction software that unlocks data from complex documents with high accuracy.

    10Agent
  24. #2472 · Heidi AI

    Your AI Care Partner for Modern Clinical Practice, supporting clinicians from documentation to decisions and follow-up.

    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.