MCP Server Builder
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
Review an incoming external issue (and any gated-closed PR behind it) and decide whether to assign the contributor or decline.
$ npx skills add PrefectHQ/fastmcp --skill review-issue -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install PrefectHQ/fastmcp review-issue --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/PrefectHQ/fastmcp.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/review-issue .claude/skills/review-issue && 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 "review-issue" agent skill from https://github.com/PrefectHQ/fastmcp/tree/main/.agents/skills/review-issue into .claude/skills/review-issue/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "review-issue", 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/PrefectHQ/fastmcp/tree/main/.agents/skills/review-issueType 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 PrefectHQ/fastmcp --skill review-issue -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install PrefectHQ/fastmcp review-issue --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/PrefectHQ/fastmcp.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/review-issue .agents/skills/review-issue && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "review-issue" agent skill from https://github.com/PrefectHQ/fastmcp/tree/main/.agents/skills/review-issue into .agents/skills/review-issue/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "review-issue", 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 PrefectHQ/fastmcp --skill review-issue -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install PrefectHQ/fastmcp review-issue --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/PrefectHQ/fastmcp.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/review-issue .cursor/skills/review-issue && 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 "review-issue" agent skill from https://github.com/PrefectHQ/fastmcp/tree/main/.agents/skills/review-issue into .cursor/skills/review-issue/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "review-issue", 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/PrefectHQ/fastmcp.git --path .agents/skills/review-issue--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 PrefectHQ/fastmcp --skill review-issue -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install PrefectHQ/fastmcp review-issue --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/PrefectHQ/fastmcp.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/review-issue .gemini/skills/review-issue && 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 "review-issue" agent skill from https://github.com/PrefectHQ/fastmcp/tree/main/.agents/skills/review-issue into .gemini/skills/review-issue/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "review-issue", 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 PrefectHQ/fastmcp review-issueInstalls 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 PrefectHQ/fastmcp --skill review-issue -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/PrefectHQ/fastmcp.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/review-issue .github/skills/review-issue && 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 "review-issue" agent skill from https://github.com/PrefectHQ/fastmcp/tree/main/.agents/skills/review-issue into .github/skills/review-issue/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "review-issue", 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 PrefectHQ/fastmcp --skill review-issue -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install PrefectHQ/fastmcp review-issue --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/PrefectHQ/fastmcp.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/review-issue .opencode/skills/review-issue && 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 "review-issue" agent skill from https://github.com/PrefectHQ/fastmcp/tree/main/.agents/skills/review-issue into .opencode/skills/review-issue/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "review-issue", 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.
review-issueReview an incoming external issue (and any gated-closed PR behind it) and decide whether to assign the contributor or decline.
Review Issue is an agent skill from PrefectHQ/fastmcp. Review an incoming external issue (and any gated-closed PR behind it) and decide whether to assign the contributor or decline. Use when the maintainer says "look at this issue", "review issue
Its SKILL.md is about 1.7k 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 Agent Workflows, covering MCP servers. It works with Model Context Protocol. The repository describes itself as: 🚀 The fast, Pythonic way to build MCP servers and clients. The licence is Apache-2.0.
6 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit e2fcc41. It shows what the files ask for, not the result of running them.
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.
Shell commands in SKILL.md call:
ghFrom the folder's file list and the shell code blocks in SKILL.md.
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.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Review Issue loads about 1.7k tokens when it runs. Until then it costs about 51 tokens; SKILL.md has 799 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.
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.
The full file from PrefectHQ/fastmcp at commit e2fcc41, republished under its Apache-2.0 licence (© PrefectHQ). 799 words, ~1,702 tokens.
.claude/skills/review-issue/SKILL.md (or your agent's skills folder).This skill ends in a recommendation for the maintainer:
Assignment commits us to reviewing the PR, not to merging it. A gate closure is administrative, so a closed PR gets the same bar as an open one.
require-issue-link.yml checks every external PR:
Fixes/Closes/Resolves #N. PRs without a valid link are closed.prs welcome waive assignment but still need the link.gh issue edit N --add-assignee <login>) re-runs the check and reopens a gate-closed PR. If that run fails, the gate misbehaved: investigate the run rather than re-assigning.trusted-contributor label. Reopening a PR by hand or removing missing-issue-link applies a sticky bypass-issue-check, so prefer assignment.marvin-triage-issue, marvin-dedupe-issues, auto-close-duplicates, and auto-close-needs-mre have usually commented already. Read them as leads.Orient. Read the issue, its bot comments, and every PR that references it, in all states:
gh issue view N --repo PrefectHQ/fastmcp \
--json number,title,state,author,body,labels,assignees,comments
gh pr list --repo PrefectHQ/fastmcp --state all --search "#N in:body" \
--json number,title,state,author,url,labels
gh pr view <pr> --repo PrefectHQ/fastmcp --json title,body,labels,files,additions,deletions
gh pr view <pr> --repo PrefectHQ/fastmcp --commentsDecide whether the issue describes a bug. Reproduce the MRE, then ask whether the behavior violates a contract FastMCP intends to hold. Behavior that only appears by mutating construction-time state or relying on internals is a property of the code, not a defect. The code shows what FastMCP does, not what it promises, so investigate the promised contract before escalating. Ask the maintainer only when a specific supported scenario requires a material policy choice that the protocol, docs, history, and prior decisions do not settle. Check main, duplicates, and prior maintainer decisions in related issues and closed PRs. If the issue is not a bug, assess its contribution category rather than treating surprising behavior alone as a defect.
Check the category against the contribution policy. Simple bug fixes, docs, and auth providers are assignable. Enhancements need a maintainer-approved design in the issue first; bring the precise decision and a recommendation to the maintainer, record the accepted approach, then assign. Maintainers own design opinions: do not require the contributor to obtain or settle the maintainer's preference. Once a direction is accepted, maintainers should make small corrections that align a nearly ready fix with established behavior under review-pr, rather than formally requesting changes for those finishing touches. Leave substantive rework to the contributor. Third-party integrations and sweeping changes without discussion are declined.
Investigate the PR in context. Read the full diff, then open each touched file. Trace the values and functions it changes to where they are produced and consumed. From the MRE, state in one line what was broken, where, and whether this change fixes it there. Compare with how adjacent code handles the same case, and check that the tests fail without the fix. Treat style issues as review comments; a wrong layer, a broken adjacent path, or an unfixed MRE changes the verdict. Apply review-pr's behavior classification, protocol check, and competing-proposal comparison before recommending a proposal. Keep scope and design acceptance separate from implementation quality and pending validation.
Check the contributor. For an unfamiliar account, look at its public history:
gh api users/<login>
gh search prs --author <login> --limit 20 --sort created --order desc \
--json repository,title,state,createdAt,urlMerged fixes elsewhere and substantive replies to reviewers show follow-through. Decline obvious spam or unattended automation: mass unrelated boilerplate, repeated nonresponsive replies. A new account, a sparse profile, or disclosed AI assistance is not a reason to decline. When evidence is thin, lean toward goodwill for a sound, scoped contribution and mention the uncertainty.
Recommend. Give the maintainer the verdict, one or two sentences of reasoning, and the exact command. Act within existing authorization and bring borderline calls back.
Assign:
gh issue edit N --repo PrefectHQ/fastmcp --add-assignee <login>Confirm the require-issue-link run passes and the PR reopens, then review it and follow CI and feedback with review-pr. If the PR's head branch was deleted, assignment cannot reopen it; the workflow asks the author for a fresh PR.
Decline: with authorization, comment on the issue with the reason and the relevant contribution-policy section. Write the body to a file first:
gh issue comment N --repo PrefectHQ/fastmcp --body-file /tmp/triage-reply.mdThe recommendation names the contract the issue does or does not violate, the layer where the cause lives, and whether the PR fixes it there.
© PrefectHQ, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .agents/skills/review-issue of PrefectHQ/fastmcp.
Open the folder on GitHubat commit e2fcc41
Review Issue 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 |
|---|---|---|---|---|---|---|
| Review Issue this skillPrefectHQ/fastmcp | 28k | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | |
| MCP Server Builderanthropics/skills | 180k | 63 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| MCP Server BuildershareAI-lab/learn-claude-code | 78k | 4 repos | ~1.2k | Automated safety check: Pass | MIT | |
| MCP Integration for Pluginsanthropics/claude-plugins-official | 38k | 11 repos | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| Crush Configurationcharmbracelet/crush | 29k | — | ~3.7k | Automated safety check: Pass | Custom licence | |
| Context Mode Output Sandboxmksglu/context-mode | 26k | — | ~4.1k | Automated safety check: Pass | Custom licence |
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
shareAI-lab/learn-claude-code
Walks through building MCP servers in Python or TypeScript that expose tools, resources and prompts to Claude, with templates, registration and testing.
anthropics/claude-plugins-official
Explains how to bundle Model Context Protocol servers in a Claude Code plugin, covering config files, stdio, SSE, HTTP and WebSocket server types, and authentication.
charmbracelet/crush
Explains how to configure the Crush coding agent with crushrc or crush.json, covering providers, models, LSPs, MCP servers, hooks, permissions and config precedence.
mksglu/context-mode
Routes large command, file, API and browser output through context-mode tools so only the needed result enters the agent's context, instead of dumping it via Bash.
warpdotdev/warp
Migrates the compatible subset of settings and global file-based MCP servers from the Warp desktop app into Warp Agent CLI without exposing credentials or state.
PrefectHQ/fastmcp
Cut a FastMCP release end to end. An agent skill from PrefectHQ/fastmcp.
PrefectHQ/fastmcp
Write or revise a page under docs/ for gofastmcp.com. An agent skill from PrefectHQ/fastmcp.
PrefectHQ/fastmcp
Query and invoke tools on MCP servers using fastmcp list and fastmcp call.
PrefectHQ/fastmcp
Assess a FastMCP pull request for justified behavior, compatibility, and correctness, then follow CI and review feedback to a revision-specific verdict.
PrefectHQ/fastmcp
Review FastMCP vulnerability reports before accepting, rejecting, patching, scoring, or publishing them.
PrefectHQ/fastmcp
Find worthwhile FastMCP issues to work on in a backlog or release window, verify promising candidates, and present concrete picks with existing PR links.
Works with
Categories
Review an incoming external issue (and any gated-closed PR behind it) and decide whether to assign the contributor or decline. Review Issue is an agent skill from PrefectHQ/fastmcp. Review an incoming external issue (and any gated-closed PR behind it) and decide whether to assign the contributor or decline.
Review Issue fits situations like: the maintainer says look at this issue; tasks that involve MCP servers.
Run `npx skills add PrefectHQ/fastmcp --skill review-issue -a claude-code`. Or copy the skill folder (.agents/skills/review-issue in PrefectHQ/fastmcp) into .claude/skills/review-issue in your project. Claude Code loads it when a task matches its description.
Run `npx skills add PrefectHQ/fastmcp --skill review-issue -a codex`. Or copy the skill folder (.agents/skills/review-issue in PrefectHQ/fastmcp) into .agents/skills/review-issue in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add PrefectHQ/fastmcp --skill review-issue -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/review-issue, .gemini/skills/review-issue, .github/skills/review-issue and .opencode/skills/review-issue in your project.
Going by SKILL.md and its folder, Review Issue needs the command-line tools its instructions call (gh).
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.
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.
Review Issue is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.7k tokens (SKILL.md is roughly 6.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Review Issue: MCP Server Builder (anthropics/skills, 180k stars), MCP Server Builder (shareAI-lab/learn-claude-code, 78k stars), MCP Integration for Plugins (anthropics/claude-plugins-official, 38k stars) and Crush Configuration (charmbracelet/crush, 29k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
PrefectHQ (a GitHub organization) maintains it in PrefectHQ/fastmcp, which has 28,027 GitHub stars. The repository holds 9 skills in this directory. The repository was last updated on October 10, 2026.
Source: PrefectHQ/fastmcp on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.