Official agent skill

GitHub Codebase Briefing

by google-labs-code in google-labs-code/stitch-sdk

Generates a deeply contextual, progressive-disclosure briefing for any GitHub repository.

OfficialMITAuto-check passedProductivity & Automation

Install GitHub Codebase Briefing

skills CLI
$ npx skills add google-labs-code/stitch-sdk --skill github-codebase-briefing -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install google-labs-code/stitch-sdk github-codebase-briefing --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/google-labs-code/stitch-sdk.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/repo-review .claude/skills/github-codebase-briefing && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
github-codebase-briefing
GitHub stars
1.8k
Token cost
~887 tokens
SKILL.md length
382 words
Files
1
Skills in repo
9
Repo updated
First seen
Licence
MIT

At a glance

Generates a deeply contextual, progressive-disclosure briefing for any GitHub repository.

  • Works in 4 steps: Initialize the Mental Model → Retrieve State & Delta → Deep Analysis Logic → …
  • Asked for a GitHub report
  • SKILL.md covers Prerequisites, Instructions and Output Template
  • Calls gh

What it does

GitHub Codebase Briefing is an agent skill from google-labs-code/stitch-sdk, published by the product's own GitHub organization. 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."

Its SKILL.md is about 890 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: Requires GitHub CLI (gh) authenticated and installed.

It sits in Productivity & Automation. It works with GitHub. The repository describes itself as: Generate UI screens from text prompts and extract their HTML and screenshots programmatically. The licence is MIT.

When your agent uses it

  • Asked for a GitHub report
  • Catch up on a codebase

Example prompts

  • “GitHub report,”
  • “repo status,”
  • “daily briefing,”
  • “/github-codebase-briefing”

Requirements

  • Compatibility (from SKILL.md): Requires GitHub CLI (gh) authenticated and installed.

Workflow steps

4 steps, taken from the step headings in SKILL.md.

  1. Initialize the Mental Model
  2. Retrieve State & Delta
  3. Deep Analysis Logic
  4. Pattern Synthesis

What it can do on your machine

Read from SKILL.md and the folder at commit e3f8ece. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • gh

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md. Its commands use gh, which can reach the network depending on how they are called.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

  • Compatibility

    Requires GitHub CLI (gh) authenticated and installed.

    From compatibility in the SKILL.md frontmatter.

Context cost

GitHub Codebase Briefing loads about 887 tokens when it runs. Until then it costs about 80 tokens; SKILL.md has 382 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~80
When it runs · the whole SKILL.md, loaded when a task matches
~887

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from google-labs-code/stitch-sdk at commit e3f8ece, republished under its MIT licence (© google-labs-code). 382 words, ~887 tokens.

Download SKILL.mdSave it as .claude/skills/github-codebase-briefing/SKILL.md (or your agent's skills folder).
name
github-codebase-briefing
description
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."
compatibility
Requires GitHub CLI (gh) authenticated and installed.
license
MIT

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:

  1. Metadata: gh repo view <owner/repo> --json name,description,stargazerCount,forkCount
  2. Structure: gh api repos/<owner/repo>/contents/
  3. Identity: Read the project manifest (e.g., package.json, go.mod, pyproject.toml) and README.md.
  4. 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:

  1. Issues: gh issue list --repo <owner/repo> --state open --json number,title,body,author,createdAt,updatedAt,labels,comments
  2. PRs: gh pr list --repo <owner/repo> --state open --json number,title,body,author,createdAt,updatedAt,labels,additions,deletions,changedFiles,headRefName
  3. 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.
Show full SKILL.md (141 more words)Show less
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
  1. [Priority] #{Num}: {One-line reason}
  2. [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.

© google-labs-code, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in .agents/skills/repo-review of google-labs-code/stitch-sdk.

Open the folder on GitHubat commit e3f8ece

Compare with similar skills

GitHub Codebase Briefing next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

GitHub Codebase Briefing compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
GitHub Codebase Briefing this skillgoogle-labs-code/stitch-sdk1.8k—~887Automated safety check: PassMIT
Connect Apps with ComposioComposioHQ/awesome-claude-skills77k3 repos~557Automated safety check: PassNone
Daily BriefingRion-Wu-tech/ai-daily-briefing174—~3.3kAutomated safety check: PassMIT
Superset Automatesuperset-sh/superset15k—~1.4kAutomated safety check: PassCustom licence
Ingestcoreyhaines31/makerskills844—~1.8kAutomated safety check: PassMIT
Composio Cloud Toolsquarqlabs/argus277—~543Automated safety check: PassApache-2.0

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Works with

Questions about GitHub Codebase Briefing

What does GitHub Codebase Briefing do?

Generates a deeply contextual, progressive-disclosure briefing for any GitHub repository. GitHub Codebase Briefing is an agent skill from google-labs-code/stitch-sdk, published by the product's own GitHub organization. Generates a deeply contextual, progressive-disclosure briefing for any GitHub repository.

When should I use GitHub Codebase Briefing?

GitHub Codebase Briefing fits situations like: asked for a GitHub report; catch up on a codebase.

How do I install GitHub Codebase Briefing in Claude Code?

Run `npx skills add google-labs-code/stitch-sdk --skill github-codebase-briefing -a claude-code`. Or copy the skill folder (.agents/skills/repo-review in google-labs-code/stitch-sdk) into .claude/skills/github-codebase-briefing in your project. Claude Code loads it when a task matches its description.

How do I install GitHub Codebase Briefing in Codex?

Run `npx skills add google-labs-code/stitch-sdk --skill github-codebase-briefing -a codex`. Or copy the skill folder (.agents/skills/repo-review in google-labs-code/stitch-sdk) into .agents/skills/github-codebase-briefing in your project. Codex loads it when a task matches its description.

Can I use GitHub Codebase Briefing in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add google-labs-code/stitch-sdk --skill github-codebase-briefing -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/github-codebase-briefing, .gemini/skills/github-codebase-briefing, .github/skills/github-codebase-briefing and .opencode/skills/github-codebase-briefing in your project.

What does GitHub Codebase Briefing need to run?

Going by SKILL.md and its folder, GitHub Codebase Briefing needs the command-line tools its instructions call (gh). Compatibility (from SKILL.md): Requires GitHub CLI (gh) authenticated and installed..

Does GitHub Codebase Briefing access the network?

SKILL.md contains no URLs. Its commands use gh, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is GitHub Codebase Briefing safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does GitHub Codebase Briefing use?

GitHub Codebase Briefing is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does GitHub Codebase Briefing use?

About 887 tokens (SKILL.md is roughly 3.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to GitHub Codebase Briefing?

Skills that share tags, products or a category with GitHub Codebase Briefing: Connect Apps with Composio (ComposioHQ/awesome-claude-skills, 77k stars), Daily Briefing (Rion-Wu-tech/ai-daily-briefing, 174 stars), Superset Automate (superset-sh/superset, 15k stars) and Ingest (coreyhaines31/makerskills, 844 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains GitHub Codebase Briefing?

google-labs-code (a GitHub organization, an official publisher) maintains it in google-labs-code/stitch-sdk, which has 1,825 GitHub stars. The repository holds 9 skills in this directory. The repository was last updated on October 1, 2026.

Source: google-labs-code/stitch-sdk on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.