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.
Filter tools
Filters
Showing 24 of 2443 tools.
Ranked tools
- 5Agent#2401 · Iambic Therapeutics
Leveraging AI technologies to accelerate the discovery and development of optimised medicines for challenging diseases.
- 5Agent#2402 · Atomwise
Our AI superplatform explores the vast universe of chemical space to discover novel, drug-like molecules unseen by others.
- 5Agent#2403 · Draftwise
AI-powered contract drafting, review, and negotiation for legal professionals.
-
- 5Agent#2405 · CrushOn AI
Experience unfiltered, spicy AI character chat with no content restrictions.
- 5Agent#2406 · Stable Audio
Generate high-quality music and sound effects with AI for commercial use.
- 5Agent#2407 · Photomath
The ultimate math help app that provides step-by-step explanations for problems from elementary to college level.
- 5Agent#2408 · Pika
AI-powered video generation and editing platform that turns text and images into dynamic videos.
- 5Agent#2409 · Bedrock Robotics
Autonomous retrofits that turn construction equipment into self-driving fleets
-
-
- 5Agent#2412 · Vozo AI
Translate every layer of your video: voice, subtitles, lip-sync, and on-screen text
- 5Agent#2413 · Pollo AI
The ultimate AI video & image creation platform for effortlessly generating viral videos and hyper-realistic images.
- 5Agent#2414 · KupidAI
Experience the future of AI chat with KupidAI, offering realistic and engaging AI companions.
-
- 5Agent#2416 · Galaxy AI
The #1 All-in-One AI Platform with 5000+ tools for text, images, videos, and audio.
- 5Agent#2417 · AI Labs (Curriculum Associates)
Advancing responsible AI to help teachers meet the needs of every student through ethical, human-centered solutions.
- 5Agent#2418 · Bahasa AI
Your AI Assistant for everyday tasks, offering chat, image, and PDF analysis.
- 5Agent#2419 · Path Robotics
Physical AI for manufacturing, enabling real-time adaptation for high-quality welds across part variations.
- 5Agent#2420 · Boomy
Make generative music with artificial intelligence, even if you've never made music before.
- 5Agent#2421 · Hyper3D
Instantly create stunning 3D assets, models, and objects with AI-powered design tools.
- 5Agent#2422 · Ninja AI
Your all-in-one AI agent for boundless productivity, automating tasks and streamlining workflows across your digital life.
-
- 5Agent#2424 · Imperagen
Closed-loop, AI-guided enzyme engineering for improved and production-ready enzyme designs.
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.