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
- 10Agent#1921 · MotherDuck
Serverless analytics platform built on the popular DuckDB engine, combining the speed of local
- 10Agent#1922 · Matia
Unified data operations platform that consolidates ingestion (ETL), reverse ETL, data
- 10Agent#1923 · Chalkie
AI lesson plan and worksheet builder that lets teachers generate complete, curriculum-aligned
- 10Agent#1924 · Doppel
AI-native platform for social engineering defense that protects brands and individuals from
- 10Agent#1925 · Linx Security
AI-first identity security platform that maps, governs, and remediates identity risk across
- 10Agent#1926 · Bedrock Data
AI-native data security platform that discovers, classifies, and contextualizes sensitive data
- 10Agent#1927 · Didero
Agentic AI for enterprise procurement, putting a large share of the procurement workflow on
- 10Agent#1928 · AgiBot
(Zhiyuan Robotics) is a Shanghai-based embodied-AI company developing humanoid and
- 10Agent#1929 · Entrix
Munich-based company that uses AI to optimize and trade grid-scale battery storage across
- 10Agent#1930 · Gigaton
(formerly Carbon Re) builds AI-powered autonomous control systems for the world's most
- 10Agent#1931 · GC AI
Artificial intelligence platform purpose-built for in-house corporate legal teams to draft
- 10Agent#1932 · Hadrius
AI-native compliance platform for financial firms, consolidating firm oversight, marketing
- 10Agent#1933 · Nunu.ai
Autonomous AI agents, which it calls "unembodied minds," that navigate and rigorously test
- 10Agent#1934 · LocusX
AI-powered debugging software for game developers, delivered as a plug-in that uses large
- 10Agent#1935 · Runable
India-based agentic AI platform that automates digital tasks across browser, desktop, and
- 10Agent#1936 · Numos
AI platform built for enterprise finance teams that sits on top of a company's existing
- 10Agent#1937 · Brellium
AI-powered clinical and payor compliance platform that audits medical charts in real time
- 10Agent#1938 · Superluminal Medicines
AI biotech company developing small-molecule drugs that target G protein-coupled receptors
- 10Agent#1939 · Adonis
AI-driven revenue cycle management platform that helps healthcare providers identify and
- 10Agent#1940 · Gladia
Paris-based audio intelligence company that provides a real-time speech-to-text and
- 10Agent#1941 · VoiceRun
Cambridge-based enterprise platform for building, deploying, and controlling voice AI agents
- 10Agent#1942 · Voicepanel
AI research platform that automates customer and user research using voice AI agents that
- 10Agent#1943 · Galileo
Evaluation and observability platform that helps enterprise AI teams measure, debug, and
- 10Agent#1944 · Inference.net
Inference platform that trains and hosts custom open-source language models tuned to be
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.