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#1345 · Orby AI
Enterprise AI agents powered by a Large Action Model (LAM) that learns to automate complex
- 10Agent#1346 · Deeptune
High-fidelity reinforcement learning environments, or training gyms, that simulate
- 10Agent#1347 · Simular
Autonomous computer-use agents that control an entire Mac or Windows PC, not just a browser
- 10Agent#1348 · Retym
Semiconductor startup building programmable coherent digital signal processor (DSP) chips that
- 10Agent#1349 · Hailo
Israeli AI chip company building energy-efficient processors that bring deep learning and
- 10Agent#1350 · Honeycomb Insurance
Honeycomb is an AI-native insurer for multifamily and commercial properties such as apartment
- 10Agent#1351 · Quilter
Physics-driven AI platform that fully automates printed circuit board (PCB) layout
- 10Agent#1352 · Cognichip
AI-first semiconductor company building what it calls Artificial Chip Intelligence (ACI), a
- OAuth2
- 10Agent#1354 · Runna
Personalized AI-powered running training plans and coaching, now part of Strava
OAuth2 - OAuth2
- Python
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- 10Agent#1358 · Tahoe Therapeutics
Tahoe Therapeutics, formerly Vevo Therapeutics, builds gigascale single-cell datasets to train
- 10Agent#1359 · Fyxer AI
AI executive assistant that organizes your inbox, drafts email replies in your own voice, and
- 10Agent#1360 · Fastino
Task-Specific Language Models (TLMs), compact models optimized for accuracy, speed, and cost
- 10Agent#1361 · Sona
AI-powered workforce management platform built specifically for frontline, shift-based
- 10Agent#1362 · Supernormal
AI meeting notes platform that joins Zoom, Google Meet, and Microsoft Teams calls to
- 10Agent#1363 · Arcade
Authenticated tool-calling platform that lets AI agents take secure, real-world actions on
- 10Agent#1364 · SiMa.ai
Machine-learning system-on-chip (MLSoC) hardware that runs multimodal and generative AI at the
- 10Agent#1365 · ClaimSorted
AI-native third-party claims administrator (TPA) that pairs a market-leading human claims team
- 10Agent#1366 · Infinigence AI
Chinese AI infrastructure startup that aggregates heterogeneous compute into a unified
- 10Agent#1367 · Nexthop AI
Networking infrastructure purpose-designed for AI and cloud workloads, including switches
- OAuth2
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.