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 2662 tools.
Ranked tools
- 25Agent#865 · Krafton AI
Deep research at the highest level, developing multimodal foundation models for immersive user experiences in gaming and beyond.
- 25Agent#866 · Helicone
Helicone is an AI gateway and LLM observability platform that helps companies route, debug, and analyze their AI applications.
- 25Agent#867 · Tactiq
AI Note Taker for Google Meet, Zoom & Teams that transcribes live and summarises instantly.
- 23Agent#868 · OpenHands
Open-source AI software agents that plan, write, and ship code across entire codebases.
API python - MCP OAuth2
- API
- 20Agent#871 · Rebellions
Rebellions provides high-performance AI inference infrastructure, enabling efficient and scalable AI deployment for real-world applications.
Python - 20Agent#872 · Lila Sciences
Building scientific superintelligence and autonomous AI labs for life, chemical and materials sciences.
- 20Agent#873 · 7AI
Agentic cybersecurity platform deploying autonomous AI security agents for alert triage and investigation.
- 20Agent#874 · Positron AI
US-built, energy-efficient AI inference chips designed to challenge Nvidia on performance-per-watt.
- 20Agent#875 · TensorWave
AI cloud built on AMD Instinct accelerators, operating one of the world's largest liquid-cooled AMD GPU deployments.
- API Python
- 20Agent#877 · Anterior
Clinician-led AI platform that automates prior authorization and clinical administrative work for health plans.
- 20Agent#878 · Crosby
AI-native law firm delivering fast contract review through a Slack-native, services-as-software model.
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- 20Agent#881 · Wordsmith AI
Fleets of legal AI agents that turn in-house legal teams into revenue drivers.
- 20Agent#882 · Genmo
Open-source generative AI for video, building state-of-the-art text-to-video foundation models.
- 20Agent#883 · Gradient Labs
Procedural AI agents that deliver specialist customer support for regulated industries.
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- 20Agent#885 · Nectar AI
Venture-backed generative AI companion platform building uncensored, immersive AI girlfriends.
- 20Agent#886 · Caveduck
Korean AI character chat platform with creator revenue sharing, backed by a $2.85M Series A.
- 20Agent#887 · SpicyChat AI
Free uncensored AI character roleplay platform by NextDay AI, with 100M+ registered users.
- 20Agent#888 · GirlfriendGPT
AI girlfriend and companion chat platform by NextDay AI, with custom voice and image generation.
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.