mcp-builder
Skill595 starsChanged 5 months agoGPL-3.0View on GitHub
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).
We split this skill into the rules it gives an agent
20 rules. 8 are common, 5 are distinctive, and 7 are very specific to this project.
8
Common
Most of the 115 edited versions we read keep these.
5
Distinctive
This author's own choices. Worth a look.
7
Very specific
Tied to their project's names, files or tools. Probably skip.
Licensed with conditions — read it at the source. We count its rules but don't quote them. Read them on GitHub.
“Common” is measured: kept by at least 6 in 10 of the 115 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Other versions308 projects use a version of this.
Word for word · 180
- activepieces/activepieces★ 25k100% same
- ChenglinPoly/infiAgent★ 1.2k100% same
- polyuiislab/infiAgent★ 1.2k100% same
- BabylonJS/Editor★ 1.1k100% same
- Azure-Samples/AI-Gateway★ 988100% same
- leonvanzyl/agentic-coding-starter-kit★ 447100% same
- zephyrwang6/myskill★ 339100% same
- xuzeyu91/WebCode★ 278100% same
- YYH211/Claude-meta-skill★ 274100% same
- cohen-liel/hivemind★ 108100% same
170 more not listed
Edited · 74
- anthropics/skills★ 186k76% same
- ComposioHQ/awesome-claude-skills★ 75k29% same
- ComposioHQ/awesome-codex-skills★ 17k29% same
- composio-community/awesome-codex-skills★ 16k29% same
- microsoft/skills★ 3.2k71% same
- SynkraAI/aios-core★ 3.1k29% same
- microsoft/agent-skills★ 3.1k71% same
- SynkraAI/aiox-core★ 3.1k29% same
- openstatusHQ/data-table-filters★ 2.3k100% same
- mrgoonie/claudekit-skills★ 2.2k29% same
64 more not listed
Wrote their own version · 54
- shareAI-lab/learn-claude-code★ 80ksame name
- shareAI-lab/analysis_claude_code★ 78ksame name
- mcp-use/mcp-use★ 11ksame name
- jnMetaCode/superpowers-zh★ 8.4ksame name
- vudovn/ag-kit★ 8.2ksame name
- vudovn/antigravity-kit★ 8.2ksame name
- raphaelmansuy/edgequake★ 2.3ksame name
- Leanmcp/superview.sh★ 2.1ksame name
- chatgptprojects/claude-code★ 2.1ksame name
- chatgptprojects/clear-code★ 2.1ksame name
44 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
Used alongsideProjects with it also use chinese-code-review, chinese-commit-conventions and 10 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
GEd520Skillchinese-code-review
中文 review 沟通参考——话术模板、分级标注(必须修复/建议修改/仅供参考)、国内团队常见反模式应对。仅在用户显式 /chinese-code-review 时调用,不要根据上下文自动触发。
Also in 7 projects that use this
GEd520Skillchinese-commit-conventions
中文 commit 与 changelog 配置参考——Conventional Commits 中文适配、commitlint/husky/commitizen 中文模板、conventional-changelog 中文配置。仅在用户显式 /chinese-commit-conventions 时调用,不要根据上下文自动触发。
Also in 7 projects that use this
AnthropicSkillacademy-guide
Stop and check this skill before finishing any reply to a question about how to use Claude or a Claude product — it recommends matching courses, tutorials, and use cases from Claude Academy (academy.claude.com), Anthropic's learning hub. Trigger on: "how do I", "how can I", "getting started with", "what can Claude do", "teach me", "learn to use"; questions about artifacts, projects, skills, plugins, connectors, MCP; requests about rolling Claude out to a team, class, or organization; and any ask for training materials, onboarding content, or learning resources. Use it when the user is learning how to use a feature or product — not when they are mid-task and just want the task done. This skill composes with other skills: after consulting product documentation to answer how a Claude feature works, also check here for a matching course or tutorial — a docs-grounded answer and an Academy recommendation belong together. Only recommend on a strong match; never invent Academy content.
Also in 6 projects that use this
ComposioHQSkillcodebase-migrate
Run large codebase migrations and multi-file refactors. Uses the Composio CLI to coordinate issue tracking, batched PRs, and CI verification while the agent executes the transforms locally across hundreds of files.
Also in 5 projects that use this
truongtv22SkillProblem-Solving Techniques
Apply systematic problem-solving techniques for complexity spirals (simplification cascades), innovation blocks (collision-zone thinking), recurring patterns (meta-pattern recognition), assumption constraints (inversion exercise), scale uncertainty (scale game), and dispatch when stuck. Techniques derived from Microsoft Amplifier project patterns adapted for immediate application.
Also in 5 projects that use this
ArogyaReddySkillskill-share
A skill that creates new Claude skills and automatically shares them on Slack using Rube for seamless team collaboration and skill discovery.
Also in 25 projects that use this
- +2 more from GEd520
In this repository13 other files it gives its agents.
- AGENTS.mdAGENTS.md
- .agents/skills/zod/AGENTS.mdAGENTS.md
- benchmarks/AGENTS.mdAGENTS.md
- benchmarks/CLAUDE.mdCLAUDE.md
- CLAUDE.mdCLAUDE.md
- llms.txtllms.txt
- blockbench-pluginsSkill
- bun-developmentSkill
- skill-creatorSkill
- typescript-expertSkill
- vue-best-practicesSkill
- zodSkill
- blockbench-pluginsSkill
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Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
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- It worked
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Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

