Review PR
PrefectHQ/fastmcp
Assess a FastMCP pull request for justified behavior, compatibility, and correctness, then follow CI and review feedback to a revision-specific verdict.
The PR title and body template, and the rules for any comment drafted for a reporter or contributor.
Install PR Description
$ npx skills add jgravelle/jcodemunch-mcp --skill pr-description -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jgravelle/jcodemunch-mcp pr-description --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/jgravelle/jcodemunch-mcp.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/pr-description .claude/skills/pr-description && rm -rf skills-srcUse ~/.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/
Install the "pr-description" agent skill from https://github.com/jgravelle/jcodemunch-mcp/tree/main/.claude/skills/pr-description into .claude/skills/pr-description/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pr-description", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/jgravelle/jcodemunch-mcp/tree/main/.claude/skills/pr-descriptionType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add jgravelle/jcodemunch-mcp --skill pr-description -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jgravelle/jcodemunch-mcp pr-description --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jgravelle/jcodemunch-mcp.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/pr-description .agents/skills/pr-description && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "pr-description" agent skill from https://github.com/jgravelle/jcodemunch-mcp/tree/main/.claude/skills/pr-description into .agents/skills/pr-description/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pr-description", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jgravelle/jcodemunch-mcp --skill pr-description -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jgravelle/jcodemunch-mcp pr-description --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jgravelle/jcodemunch-mcp.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/pr-description .cursor/skills/pr-description && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "pr-description" agent skill from https://github.com/jgravelle/jcodemunch-mcp/tree/main/.claude/skills/pr-description into .cursor/skills/pr-description/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pr-description", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/jgravelle/jcodemunch-mcp.git --path .claude/skills/pr-description--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add jgravelle/jcodemunch-mcp --skill pr-description -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jgravelle/jcodemunch-mcp pr-description --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jgravelle/jcodemunch-mcp.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/pr-description .gemini/skills/pr-description && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "pr-description" agent skill from https://github.com/jgravelle/jcodemunch-mcp/tree/main/.claude/skills/pr-description into .gemini/skills/pr-description/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pr-description", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install jgravelle/jcodemunch-mcp pr-descriptionInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add jgravelle/jcodemunch-mcp --skill pr-description -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jgravelle/jcodemunch-mcp.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/pr-description .github/skills/pr-description && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "pr-description" agent skill from https://github.com/jgravelle/jcodemunch-mcp/tree/main/.claude/skills/pr-description into .github/skills/pr-description/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pr-description", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jgravelle/jcodemunch-mcp --skill pr-description -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jgravelle/jcodemunch-mcp pr-description --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jgravelle/jcodemunch-mcp.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/pr-description .opencode/skills/pr-description && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "pr-description" agent skill from https://github.com/jgravelle/jcodemunch-mcp/tree/main/.claude/skills/pr-description into .opencode/skills/pr-description/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pr-description", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
pr-description- GitHub stars
- 2.8k
- Token cost
- ~409 tokens
- SKILL.md length
- 214 words
- Files
- 1
- Skills in repo
- 10
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
The PR title and body template, and the rules for any comment drafted for a reporter or contributor.
- Works in 6 steps: What was wrong (or missing): two to four… → Why: the mechanism, and whether it is a… → What is now impossible (or possible):… → …
- Tasks that involve Pull requests
- SKILL.md covers PR title, PR body, in this order,… and Comment drafts (triage, close…
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
PR Description is an agent skill from jgravelle/jcodemunch-mcp. The PR title and body template, and the rules for any comment drafted for a reporter or contributor. Load when writing a PR body, a release PR, or a triage response.
Its SKILL.md is about 410 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Development, covering Pull requests. It works with Model Context Protocol. The repository describes itself as: Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP…
When your agent uses it
- Tasks that involve Pull requests
Example prompts
- “/pr-description”
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- What was wrong (or missing): two to four sentences, the reporter
- Why: the mechanism, and whether it is a regression of a Standing
- What is now impossible (or possible): the property, not the
- Evidence: paste verbatim, never retype: bench_table.md,
- Definition of Done: checklist.md verbatim.
- Closes #N when applicable.
What it can do on your machine
Read from SKILL.md and the folder at commit 970c457. 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
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
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.
Context cost
PR Description loads about 409 tokens when it runs. Until then it costs about 45 tokens; SKILL.md has 214 words of instructions outside code blocks.
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
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 214 words (~409 tokens).
“Authority: CLAUDE.md "Output Rules" and "Sentence shapes that read as machine-written"; "Issue + release policy" 1, 2, 3a, 3b; the spokesperson agent for anything outward-bound.”
- name
- pr-description
Files
Just SKILL.md in .claude/skills/pr-description of jgravelle/jcodemunch-mcp.
Open the folder on GitHubat commit 970c457
Compare with similar skills
PR Description 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| PR Description this skilljgravelle/jcodemunch-mcp | 2.8k | — | ~409 | Automated safety check: Pass | Custom licence | |
| Review PRPrefectHQ/fastmcp | 28k | — | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| ObservalObserval/Observal | 4.3k | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | |
| Code Reviewimbenrabi/Financial-Modeling-Prep-MCP-Server | 150 | — | ~2.6k | Automated safety check: Pass | Apache-2.0 | |
| File A Taskno-human-ai/no_human | 324 | — | ~1k | Automated safety check: Pass | MIT | |
| Fix IssuePrefectHQ/fastmcp | 28k | — | ~842 | Automated safety check: Pass | Apache-2.0 |
Similar skills
Observal
Observal/Observal
A skill your agent uses when starting any task the organization may already have an approved skill, prompt, MCP server, or Agent for: reviewing code, a commit, a diff, or a pull request; writing…
Code Review
imbenrabi/Financial-Modeling-Prep-MCP-Server
Review a PR or working diff against this repo's intent layer (the AGENTS.md hierarchy), toolception pitfalls, and core invariants.
File A Task
no-human-ai/no_human
File work into nohuman (taskadd) and check on it (taskstatus) via the nohuman MCP bridge, instead of doing the work inline.
Fix Issue
PrefectHQ/fastmcp
Carry a selected FastMCP bug from reproduction through a scoped fix, compatibility review, validation, and a monitored pull request.
Review This Branch
no-human-ai/no_human
Run the nohuman review gate (fresh-session adversarial reviewer + tamper guard) over the current branch or a GitHub pull request, with no server, no database, and no onboarding, and relay the…
More from jgravelle/jcodemunch-mcp
All 10 skills in this repoRelease
jgravelle/jcodemunch-mcp
Publishing a jMunch release (jcodemunch-mcp, jdocmunch-mcp, jdatamunch-mcp, jragmunch-cli), reviewing/merging/closing PRs, and responding to the community.
Benchmark Methodology
jgravelle/jcodemunch-mcp
Rules for measuring or quoting any benchmark number in this repo.
Observatory
jgravelle/jcodemunch-mcp
Context for the jcodemunch-observatory weekly scorecard — what it tracks, the Monday 06:00 UTC cron, why scores must be pulled live rather than transcribed, the NestJS grade story, and the…
Changelog Format
jgravelle/jcodemunch-mcp
The shape of a CHANGELOG.md entry and heading in this repo. An agent skill from jgravelle/jcodemunch-mcp.
Claude Md Budget
jgravelle/jcodemunch-mcp
How to keep CLAUDE.md under its character Floor without deleting a rule: measure sections first, rotate by derivability, two edits per rotation.
Mechanism Not Instance
jgravelle/jcodemunch-mcp
The two questions that separate a fix for the reported spelling from a fix for the property.
Related
Works with
Categories
Questions about PR Description
What does PR Description do?
The PR title and body template, and the rules for any comment drafted for a reporter or contributor. PR Description is an agent skill from jgravelle/jcodemunch-mcp. The PR title and body template, and the rules for any comment drafted for a reporter or contributor.
When should I use PR Description?
PR Description fits situations like: tasks that involve Pull requests.
How do I install PR Description in Claude Code?
Run `npx skills add jgravelle/jcodemunch-mcp --skill pr-description -a claude-code`. Or copy the skill folder (.claude/skills/pr-description in jgravelle/jcodemunch-mcp) into .claude/skills/pr-description in your project. Claude Code loads it when a task matches its description.
How do I install PR Description in Codex?
Run `npx skills add jgravelle/jcodemunch-mcp --skill pr-description -a codex`. Or copy the skill folder (.claude/skills/pr-description in jgravelle/jcodemunch-mcp) into .agents/skills/pr-description in your project. Codex loads it when a task matches its description.
Can I use PR Description 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 jgravelle/jcodemunch-mcp --skill pr-description -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/pr-description, .gemini/skills/pr-description, .github/skills/pr-description and .opencode/skills/pr-description in your project.
What does PR Description need to run?
SKILL.md names no scripts, command-line tools or credentials: PR Description is instructions for the agent only.
Does PR Description access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is PR Description 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 PR Description use?
PR Description has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does PR Description use?
About 409 tokens (SKILL.md is roughly 1.6k 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 PR Description?
Skills that share tags, products or a category with PR Description: Review PR (PrefectHQ/fastmcp, 28k stars), Observal (Observal/Observal, 4.3k stars), Code Review (imbenrabi/Financial-Modeling-Prep-MCP-Server, 150 stars) and File A Task (no-human-ai/no_human, 324 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains PR Description?
jgravelle (a GitHub user) maintains it in jgravelle/jcodemunch-mcp, which has 2,754 GitHub stars. The repository holds 10 skills in this directory. The repository was last updated on October 11, 2026.
Source: jgravelle/jcodemunch-mcp on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.