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sourcebook

Generate AI context files from your codebase's actual conventions. Not what agents already know — what they keep missing.

Install / Use

claude mcp add maroondlabs -- npx -y github:maroondlabs/sourcebook

If the server publishes to npm under a different name, use that package instead — check the repo README.

About this skill
🔌

MCP Server

Model Context Protocol server

Quality Score

77/100

Supported Platforms

Claude Code
Claude Desktop
Cursor

Our assessment of sourcebook

sourcebook scores 77/100 on our quality scale, 3680th of 4,620 Development & Engineering skills we index.

Its MCP Server is 6.0 KB long, well organised into 17 sections with 6 code examples: a thorough specification that gives an agent plenty to work with.

It has 3 GitHub stars, so there is little community track record yet; judge it on its content.

Substance
29/30
Structure
20/20
Description
15/15
Adoption
3/20
Freshness
11/15

Maintenance, license and trust

  • The repository was last updated about 6 months ago. That is recent enough to be usable, but agent tooling moves fast, so check the instructions against your agent's current version.
  • Our last check on 2026-09-06 found the source still online.
  • No license is declared. By default that means all rights are reserved: you can read it, but reusing or redistributing it is not clearly permitted. Ask the author before building on it commercially.
  • Its trust signals score 78/100, with 2 cautions from licensing, adoption, age or documentation. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.

sourcebook compared with similar skills

All 4 of these similar skills score higher than sourcebook; compare them before choosing.

SkillScoreStarsUpdatedFormat
sourcebook (this skill)by maroondlabs7736mo agoMCP Server
Agent-Reachby Panniantong10091.6k20d agoCLAUDE.md
headroomby headroomlabs-ai10074.4ktodayCLAUDE.md
CowAgentby zhayujie10047.2ktodayCLAUDE.md
ai-job-searchby MadsLorentzen10045.0k2d agoCLAUDE.md

Frequently asked questions

How do I install sourcebook?
Run claude mcp add maroondlabs -- npx -y github:maroondlabs/sourcebook. The install tabs above show the steps for each supported agent.
Which AI agents does sourcebook work with?
It is written for Claude Code, Claude Desktop and Cursor, as a MCP Server file. Other agents that read the same format can often use it too.
Is sourcebook safe to use?
It declares no license and scores 78/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
Is sourcebook still maintained?
The repository was last updated about 6 months ago. That is recent enough to be usable, but agent tooling moves fast, so check the instructions against your agent's current version.
<p align="center"> <img src="logo.png" alt="sourcebook" width="120" /> </p>

sourcebook

Catches the files your AI agent forgot to change.

A safety layer for code changes. sourcebook analyzes git diffs for completeness — flags files that should've been modified but weren't. Rules-based structural detection plus AI-powered semantic analysis. Zero false positives on clean diffs.

npx sourcebook init          # sets up Claude Code hooks + generates CLAUDE.md
npx sourcebook check         # check your current diff for missing files
npx sourcebook scan-history  # see what you've been missing

What It Catches

Your AI agent changed the handler. Did it update the test? The sibling module? The config that references the old value?

sourcebook checks your diff against the repo's actual structure:

  • Missing test files — source file changed, test file didn't
  • Sibling modules — files that import or are imported by what you changed
  • Co-change companions — files that historically change together in git commits
  • Hub file blast radius — you touched something with 50+ dependents

With --ai: cross-module semantic relationships, field renames that need migrations, stale validation logic.

Key Stats

| Metric | Result | |--------|--------| | Completeness gate | 100% accurate (30/30 diffs) | | False positive rate | 0% on clean diffs | | Test file detection | 73% | | Sibling detection | 71% | | AI analysis cost | ~$0.012/run |

Four Surfaces

1. CLI

Run it on any diff. No setup required.

npx sourcebook check              # check staged/unstaged changes
npx sourcebook check --ai         # add AI semantic analysis (requires ANTHROPIC_API_KEY)
npx sourcebook check --quiet      # exit code only (for CI/scripts)
npx sourcebook check --branch main  # compare vs a branch

2. Claude Code Hooks

One command wires up pre-commit hooks. Agent edits a file, sourcebook checks the diff, agent sees what's missing — all before the commit lands.

npx sourcebook init   # generates CLAUDE.md + installs hooks

3. MCP Server

Published on the official MCP registry. Agents can query repo structure, blast radius, conventions, and co-change data on demand.

npx sourcebook serve

Add to your MCP client:

{
  "mcpServers": {
    "sourcebook": {
      "command": "npx",
      "args": ["-y", "sourcebook", "serve", "--dir", "/path/to/your/project"]
    }
  }
}

4. GitHub App (coming soon)

Automated completeness checks on every pull request. Join the waitlist.

Commands

| Command | Description | |---------|-------------| | sourcebook check | Analyze current diff for completeness | | sourcebook check --ai | Add AI-powered semantic analysis (requires ANTHROPIC_API_KEY) | | sourcebook check --quiet | Exit code only — 1 if findings, 0 if clean | | sourcebook check --json | Structured JSON output | | sourcebook check --branch main | Compare HEAD against a branch | | sourcebook check --threshold 0.9 | Custom co-change coupling threshold (0-1) | | sourcebook init | Set up Claude Code hooks + generate CLAUDE.md/AGENTS.md | | sourcebook scan-history | Retrospective scan of recent commits | | sourcebook hooks | Install or check Claude Code hooks | | sourcebook truth | Generate a Repo Truth Map (2.5D visualization) | | sourcebook serve | Start MCP server | | sourcebook update | Re-analyze while preserving manual edits | | sourcebook diff | Show what would change (exit code 1 if changes found) | | sourcebook watch | Auto-regenerate context files on source changes | | sourcebook ask <query> | Query codebase knowledge in natural language |

How It Works

Layer A — Rules-based (no LLM, <1 second)

  1. Co-change analysis — mines git history for files that change together. If you touched auth.ts and it changes with session.ts in 88% of commits, sourcebook flags session.ts.
  2. Test file detection — maps source files to test files via naming conventions and co-change history.
  3. Import graph — builds a dependency graph and checks whether files that import (or are imported by) your changed files also need updates.
  4. Hub detection — flags when you've modified a file with high fan-in (many dependents). These changes have blast radius.

Layer B — AI-powered (~$0.012/run)

Sends the diff plus dependency context to Claude Sonnet. Catches semantic relationships Layer A can't see — field renames that need migrations, validation logic that assumes old schemas, cross-module dependencies with no import link.

Every AI suggestion requires a dependency citation. Hallucinated file paths are filtered out. The completeness gate ensures zero false positives: if the diff is actually complete, Layer B stays silent.

Configuration

# Required for --ai flag only
export ANTHROPIC_API_KEY=sk-ant-...

No other configuration needed. sourcebook reads your repo's git history and file structure directly.

Language Support

| Language | Import Graph | Git Analysis | Convention Detection | |----------|:---:|:---:|:---:| | TypeScript / JavaScript | Full | Full | Full | | Python | Full | Full | Full | | Go | Full | Full | Full | | Rust | Full | Full | Partial |

Research

Built on real benchmarks, not vibes:

License

BSL-1.1 — source-available, free to use, cannot be offered as a hosted service. Converts to MIT on 2030-03-25. See LICENSE for details.


sourcebook.run · GitHub · npm · @maroond_

Related Skills

View on GitHub
GitHub Stars3
CategoryDevelopment
Updated5mo ago
Forks0

Languages

HTML

Trust signals

78/100

From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.

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