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 2668 tools.
Ranked tools
- 10Agent#2089 · SpeakX
AI-powered English-speaking platform that helps learners build spoken fluency through short
- 10Agent#2090 · RevisionDojo
AI-first exam-prep platform for high-stakes exams like the International Baccalaureate (IB)
- 10Agent#2091 · trumpet
Digital sales room platform that gives B2B buyers and sellers a single personalized
- 10Agent#2092 · Midpage
AI-powered legal research and drafting platform that gives AI direct access to real case law
- 10Agent#2093 · Pragma
Backend game engine that powers live-service games, handling matchmaking, analytics
- 10Agent#2094 · Regal AI
New York-based platform that builds AI phone agents for enterprise contact centers, handling
- 10Agent#2095 · Vodex
Generative-AI voice platform that automates outbound business calls with human-like AI agents
- 10Agent#2096 · LiteLLM
Open-source LLM gateway and Python SDK that lets developers call 100+ model providers using a
- 10Agent#2097 · RagaAI
AI testing and safety platform that automatically detects, diagnoses, and helps fix issues
- 10Agent#2098 · Warp
Agentic development environment born out of the terminal, rebuilt in Rust to give developers a
- 10Agent#2099 · Aquant
AI platform for service and field-service support, helping teams diagnose, troubleshoot and
- 10Agent#2100 · Boost.ai
Enterprise conversational AI platform that automates customer service and support for highly
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- 10Agent#2102 · Alvys
Cloud-based, AI-driven transportation management system (TMS) for carriers and brokers
- OAuth2
- PythonTypeScript
- 10Agent#2105 · Chai Discovery
Engineering better molecules using artificial intelligence for drug-like antibody design against challenging targets with atomic precision.
- 10Agent#2106 · Blitzy
The only autonomous code generation platform with infinite code context, building enterprise software in days, not months.
- 10Agent#2107 · VoltaGrid
VoltaGrid provides hybrid power solutions that reduce emissions, optimize energy loads, and lower costs for industrial applications and data centers.
- 10Agent#2108 · Casetext
AI legal assistant CoCounsel that drafts, reviews, and researches law using GPT-4 reasoning.
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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.