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 2662 tools.
Ranked tools
- 10Agent#2137 · Lelapa AI
South Africa-based research and product company building speech and language AI for African
- 10Agent#2138 · BoldVoice
AI-powered accent and speech coaching app that helps non-native English speakers improve
- 10Agent#2139 · TrueFoundry
Enterprise AI platform that combines an LLM gateway, model deployment, and agent orchestration
- 10Agent#2140 · Credal
Control plane that lets enterprises connect company data to LLMs and deploy secure AI
- 10Agent#2141 · Aydi
AI tools for global agriculture, anchored by Orth, an AI agronomy assistant for growers
- 10Agent#2142 · Provision
AI co-pilots for pre-construction estimating used by general contractors and trade
- 10Agent#2143 · cubic
AI-native code review platform, sometimes described as Cursor for code review, that catches
- 10Agent#2144 · 11x
Digital workers that don't just automate tasks – they transform your business with human-like intelligence.
-
- 10Agent#2146 · AVIAN
Always-on AI thermal monitoring to prevent industrial fires and equipment failures
- 10Agent#2147 · Manifest
AI self-empowerment wellness app for Gen Z that gamifies emotional resilience
-
-
-
-
-
- 10Agent#2153 · Truleo
AI agents for law enforcement: report writing, investigations, bodycam insights
-
-
- 10Agent#2156 · Sensi.AI
Agentic operating system for senior care that combines continuous audio-based monitoring
- 10Agent#2157 · HOOTL
(Humans Out of the Loop) is an AI-powered platform that automates dental insurance
- 10Agent#2158 · Visalaw.ai
Generative-AI legal research and drafting platform built exclusively for US immigration law
- 10Agent#2159 · Hooky
Artist-first voice AI platform that lets musicians license and monetize official AI models of
-
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.