mcpbeat

Github Codebase Briefing

google-labs-code/github-codebase-briefing

>- Generates a deeply contextual, progressive-disclosure briefing for any GitHub repository. It builds a mental model of the code before analyzing issues and PRs to provide actionable insights. Use when asked for a "GitHub report," "repo status," "daily briefing," or to "catch up on a codebase."

891 tokens
context cost
the whole folder, loaded on every use
1
files
instructions only
0
copies elsewhere
how many repositories repackaged it
1767
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/google-labs-code/stitch-sdk --skill github-codebase-briefing

The instruction itself

15 sections, as written by the author

GitHub Codebase Briefing

This skill performs a "deep read" of a repository. It avoids superficial listings by first understanding the project's architecture and then evaluating open items against that context.

Prerequisites

  • Tooling: The agent must have access to the gh CLI.
  • Auth: The user must be authenticated (gh auth status).

Instructions

Step 1: Initialize the Mental Model

Before looking at tasks, understand the environment. Run these commands in sequence:

  • Metadata: gh repo view <owner/repo> --json name,description,stargazerCount,forkCount
  • Structure: gh api repos/<owner/repo>/contents/
  • Identity: Read the project manifest (e.g., package.json, go.mod, pyproject.toml) and README.md.
  • Entry Point: Read the primary entry file (e.g., index.ts, main.go) to identify the Public API surface.

Step 2: Retrieve State & Delta

Fetch current items and recent changes:

  • Issues: gh issue list --repo <owner/repo> --state open --json number,title,body,author,createdAt,updatedAt,labels,comments
  • PRs: gh pr list --repo <owner/repo> --state open --json number,title,body,author,createdAt,updatedAt,labels,additions,deletions,changedFiles,headRefName
  • 24h Delta: gh issue list --state closed --since 24h and gh pr list --state merged --since 24h.

Step 3: Deep Analysis Logic

For every issue and PR, do not just summarize the text. Perform a logic check:

  • Issues: Use gh api repos/<owner/repo>/contents/<path> to inspect the code mentioned in the report.
  • PRs: Use gh pr diff <number> to review actual implementation. Evaluate if the code follows the patterns found in Step 1.
  • Flags:
  • 🚨 SECURITY: Scan for credentials, auth bypass, or injection keywords.
  • 🤝 EXTERNAL: Prioritize PRs from non-maintainers.
  • READY: Verify mergeability with gh pr view <number> --json mergeable,statusCheckRollup.

Step 4: Pattern Synthesis

Group items into high-level insights:

  • Bug Clusters: Identify if 3+ issues share a root cause in a specific module.
  • Hot Modules: Flag files that appear in multiple open items.
  • Client Patterns: Group issues by consumer (e.g., "VS Code users are reporting X").

Output Template

# {REPO_NAME} Daily Briefing — {DATE}

Snapshot: {N} Issues ({+X} since yesterday) | {M} PRs ({+Y} since yesterday)

⚡ Suggested Actions Today

  • [Priority] #{Num}: {One-line reason}
  • [Priority] #{Num}: {One-line reason}

📂 Open Issues Deep Dive

[Flag] #{Num} — {Title}
  • Context: Plain-English explanation of the "why" and "where" in the codebase.
  • Key Evidence: > {Blockquote of critical user text}
  • Resolution Path: {Quick fix/Design decision/Blocked}

🔀 Pull Request Analysis

[Flag] #{Num} — {Title}
  • Impact: Summary of files changed and architectural fit.
  • Quality Note: Honest assessment of implementation and CI status.

🔍 Patterns & Health

  • Hot Modules: {list/of/files}
  • Release Cadence: Last release was {days} ago.

How to use it

Copy the folder

Take google-labs-code/github-codebase-briefing from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.