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.
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Showing 24 of 2443 tools.
Ranked tools
- 25Agent#697 · Sea AI Lab - SAIL
Incubating the future by understanding and creating intelligence from first principles to solve challenging problems.
Python - Python
- 25Agent#699 · Boundary (BAML)
BAML, a programming language and toolchain for building type-safe, structured-output LLM applications.
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- 25Agent#701 · Bonsai Robotics
Affordable autonomous robots and farm AI for small to mid-sized growers
- 25Agent#702 · ELYZA
ELYZA is an AI company focused on Deep Learning, developing proprietary large language models and supporting major corporations in their LLM adoption.
- 25Agent#703 · Krafton AI
Deep research at the highest level, developing multimodal foundation models for immersive user experiences in gaming and beyond.
- 25Agent#704 · RBC Borealis AI
Revolutionizing finance through world-class AI research, solutions, and a resilient data platform.
- 25Agent#705 · Tactiq
AI Note Taker for Google Meet, Zoom & Teams that transcribes live and summarises instantly.
- 25Agent#706 · Helicone
Helicone is an AI gateway and LLM observability platform that helps companies route, debug, and analyze their AI applications.
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- 25Agent#708 · OpenCode
Open-source terminal AI coding agent — Aider alternative with multi-model support
bash - 25Agent#709 · Baseten
Deploy and scale AI models in production with the fastest inference infrastructure.
Python -
- 25Agent#711 · Cluely
AI desktop overlay that listens, sees the screen, and whispers answers in real time.
- 25Agent#712 · n8n
Open-source, fair-code workflow automation platform with native AI agent building blocks.
- 23Agent#713 · OpenHands
Open-source AI software agents that plan, write, and ship code across entire codebases.
API python - 20Agent#714 · Anterior
Clinician-led AI platform that automates prior authorization and clinical administrative work for health plans.
- 20Agent#715 · Rebellions
Rebellions provides high-performance AI inference infrastructure, enabling efficient and scalable AI deployment for real-world applications.
Python -
- 20Agent#717 · Genmo
Open-source generative AI for video, building state-of-the-art text-to-video foundation models.
- API Python
- 20Agent#719 · Gradient Labs
Procedural AI agents that deliver specialist customer support for regulated industries.
- 20Agent#720 · Wordsmith AI
Fleets of legal AI agents that turn in-house legal teams into revenue drivers.
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: MCP support (20pt), public API (20pt), webhooks (15pt), developer docs quality (15pt), SDK breadth (15pt), OAuth/auth completeness (15pt). Score is the weighted sum, rechecked weekly via automated scrapes.
›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.