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Domain Experts

All human experts into AI agents

Install

$npx domain-experts match "review this vendor contract like a lawyer"
Claude Code
claude mcp add domain-experts -- npx domain-experts match "review this vendor contract like a lawyer"
Cursor / Claude Desktop (mcp.json)
{
  "mcpServers": {
    "domain-experts": {
      "command": "npx",
      "args": [
        "domain-experts",
        "match",
        "\"review",
        "this",
        "vendor",
        "contract",
        "like",
        "a",
        "lawyer\""
      ]
    }
  }
}

Install command taken from the project's README or registry entry. Always review code before running it.

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            a l l   h u m a n   e x p e r t s
              i n t o   A I   a g e n t s

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Open source library of job role definitions — the actual mental models, decision thresholds, and failure modes of real practitioners, structured so any AI agent can load one and reason like that expert. Ask your agent to "review this contract" and it answers with a senior contracts attorney's clause playbook and fallback ladders, not a generalist's summary of the internet.

Jump to: Quick start · "Why not just prompt it?" · Vision · How roles are built · How we verify · Current roles · Use with your tool · Roadmap · Contributing

Quick start

npx domain-experts match "review this vendor contract like a lawyer"
npx domain-experts add lawyer-contracts   # installs into ./.claude/skills/

No install needed — npx fetches it from npm. Using it often? npm install -g domain-experts and drop the npx.

Want the whole setup in one shot instead? npx domain-experts init lawyer-contracts installs the router skill, the /domain-expert command, and that role together.

Using Claude Code, Codex, Gemini CLI, Cursor, Windsurf, Roo Code, or Amp? npx domain-experts command --tool <id> installs a /domain-expert slash command for it — restart your session and run /domain-expert review this vendor contract. It matches, loads, and reasons as the right role in one step, no manual match/add dance.

If you git clone this repo instead of using the CLI: do not point your tool's skill-discovery at roles/ directly. That directory holds 200+ individual SKILL.md files, and most tools (including Claude Code) auto-load every discovered skill's name+description into the base system prompt — you'd pay that token cost every session for roles you never use. Install only skills/domain-expert-router/SKILL.md (or run the CLI's add/init commands, which do the same thing) — it's a single lightweight skill that reads a specific roles/<slug>/SKILL.md on demand, once a task actually needs it.

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