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
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- 10Agent#2546 · rabbit r1
rabbit r1 is your AI assistant device, offering native OpenClaw access and DLAM for seamless task execution across your digital environment.
- 10Agent#2547 · Hedra
Create consistent images and videos with AI to power your social media, sales, and marketing collateral.
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- 10Agent#2549 · Lyrebird Health
Australia's most deeply integrated AI Scribe for General Practitioners and Specialists.
- 10Agent#2550 · Bot MD
Supercharge your hospital and clinic revenue with AI Agents for automated patient engagement.
- 10Agent#2551 · Pactum
The leading AI procurement negotiation tool that assists buyers and executes supplier negotiations at scale.
- 10Agent#2552 · CAPE Analytics
AI-powered property intelligence for insurance and real estate risk assessment.
- 10Agent#2553 · Bright Machines
Building AI infrastructure hardware at the edge by transforming manufacturing with Physical AI.
- 10Agent#2554 · Tonic.ai
Unblock AI training, development, and testing workflows with safe, realistic synthetic data from your production patterns or from scratch.
- 10Agent#2555 · Klarity
Klarity builds your Organizational Context Graph™, the living foundation that AI agents and your team need to make better decisions, faster.
- 10Agent#2556 · Woebot Health
Making mental health support radically accessible through chat-based AI wellness tools.
- 10Agent#2557 · Bardeen
Find and reach leads no one else can with agentic web scraping, AI qualification, and contact enrichment.
- 10Agent#2558 · BrightHire
Transform hiring quality and efficiency with AI copilots and agents that elevate every search, kickoff, interview, and decision.
- 10Agent#2559 · Etched
Etched is building custom hardware to accelerate large language models and achieve superintelligence.
- 10Agent#2560 · Jua
A foundation model for reality, learning physics from data to power AI systems in the physical world.
- 10Agent#2561 · KupidAI
Experience the future of AI chat with KupidAI, offering realistic and engaging AI companions.
- 10Agent#2562 · Cleanlab
Detect and remediate incorrect responses from any AI Agent, ensuring every output meets your standards for safety, compliance, and trust.
- 10Agent#2563 · Userology
AI UX Research agent for busy product teams to get deep user insights in hours, not weeks.
- 10Agent#2564 · Castmagic
Supercharge your media with AI, transforming audio and video into 100+ content assets in minutes.
- 10Agent#2565 · LeapXpert
Securely govern, capture, and transform client messaging into actionable intelligence across all communication channels.
- 10Agent#2566 · 8090
The AI-native software factory for regulated enterprises, transforming business intent into production code with a full audit trail.
- 10Agent#2567 · Atrisa
An agentic workflow for modern analog design, acting as an assistant engineer for circuit creation, debugging, and simulation.
- 10Agent#2568 · Fora
The modern travel agency empowering advisors with AI-enabled tools and a global network to create exceptional trips.
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.