mcpbeat Sign in

Github Codebase Briefing Agent Skill

>- 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.

Other skills for the same job

different authors, same section of the catalogue
MCP Builder
by anthropics
vendor ×13

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).

30k tokens scripts
Changelog Generator
by frostant
×9

Automatically creates user-facing changelogs from git commits by analyzing commit history, categorizing changes, and transforming technical commits into clear, customer-friendly release notes. Turns hours of manual changelog writing into minutes of automated generation.

774 tokens
Finishing A Development Branch
by ZhanlinCui
×7

Use when implementation is complete, all tests pass, and you need to decide how to integrate the work - guides completion of development work by presenting structured options for merge, PR, or cleanup

1k tokens
MCP Builder
by JayZeeDesign
×7

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).

37k tokens scripts
Vercel React Native Skills
by vercel-labs
vendor ×6

React Native and Expo best practices for building performant mobile apps. Use when building React Native components, optimizing list performance, implementing animations, or working with native modules. Triggers on tasks involving React Native, Expo, mobile performance, or native platform APIs.

39k tokens
Vercel React Best Practices
by ratacat
×5

React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React/Next.js code to ensure optimal performance patterns. Triggers on tasks involving React components, Next.js pages, data fetching, bundle optimization, or performance improvements.

34k tokens
Next Best Practices
by vercel-labs
vendor ×4

Next.js best practices - file conventions, RSC boundaries, data patterns, async APIs, metadata, error handling, route handlers, image/font optimization, bundling

20k tokens
Using Git Worktrees
by ZhanlinCui
×4

Use when starting feature work that needs isolation from current workspace or before executing implementation plans - creates isolated git worktrees with smart directory selection and safety verification

1k tokens

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.