mcp-builder
Skill1 starsChanged 10 days agoMITView on GitHub
Designs and builds high-quality, agent-ergonomic Model Context Protocol (MCP) servers and tools following Anthropic official patterns.
186 other projects use a version of this.
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Most recently taken up by
- neromtoobad/creator-skillstheir own version, first seen Nov 15, 2026
- FimawLLC/fimaw-skillstheir own version, first seen Nov 15, 2026
- rvdbreemen/OTGW-firmwaretheir own version, first seen Nov 8, 2026
- codewhale-hq/codewhale-plugin-marketplacetheir own version, first seen Nov 8, 2026
- Bruno-Cunha-Souza/ValarMindSkillstheir own version, first seen Nov 8, 2026
- Leodorareluctant259/superpowers-zhtheir own version, first seen Nov 8, 2026
Used with
Projects 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.
Leodorareluctant259Skillchinese-code-review
中文代码审查规范——在保持专业严谨的同时,用符合国内团队文化的方式给出有效反馈
Also in 8 projects that use this
Leodorareluctant259Skillchinese-commit-conventions
中文 Git 提交规范 — 适配国内团队的 commit message 规范和 changelog 自动化
Also in 8 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 26 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 8 projects that use this
- +2 more from Leodorareluctant259
Other versions186 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 186
- anthropics/skills★ 189ksame name
- shareAI-lab/analysis_claude_code★ 80ksame name
- shareAI-lab/learn-claude-code★ 80ksame name
- ComposioHQ/awesome-claude-skills★ 75ksame name
- activepieces/activepieces★ 25ksame name
- ComposioHQ/awesome-codex-skills★ 17ksame name
- composio-community/awesome-codex-skills★ 16ksame name
- mcp-use/mcp-use★ 11ksame name
- jnMetaCode/superpowers-zh★ 8.4ksame name
- vudovn/ag-kit★ 8.2ksame name
176 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.
In this repository45 other files it gives its agents.
- ask-mattSkill
- audit-context-buildingSkill
- codebase-designSkill
- code-eleganceSkill
- code-reviewSkill
- diagnosing-bugsSkill
- differential-reviewSkill
- dispatching-parallel-agentsSkill
- domain-modelingSkill
- elegant-delivery-docsSkill
- grill-meSkill
- grill-with-docsSkill
- handoffSkill
- impeccableSkill
- implementSkill
- implement-specSkill
- improve-codebase-architectureSkill
- karpathy-guidelinesSkill
- ponytail-auditSkill
- ponytail-debtSkill
- ponytail-gainSkill
- ponytail-helpSkill
- ponytail-reviewSkill
- ponytailSkill
- postgres-best-practicesSkill
- prior-art-researchSkill
- prototypeSkill
- prSkill
- react-best-practicesSkill
- receiving-code-reviewSkill
- researchSkill
- retroSkill
- ruflo-swarm-sparcSkill
- scrapling-officialSkill
- setup-matt-pocock-skillsSkill
- setup-pre-commitSkill
- subagent-prompt-architectureSkill
- tddSkill
- to-specSkill
- to-ticketsSkill
- triageSkill
- using-git-worktreesSkill
- verification-before-completionSkill
- wayfinderSkill
- webapp-testingSkill
The file
Files
/mcp-builder — 高质量 MCP Server 与 Agent 工具构建规范
源自 anthropics/skills(skills/mcp-builder):
核心设计准则
- 面向完整工作流封装(Deep Module Tools):围绕高层用户意图设计高信噪比工具,而非将底层碎片 CRUD 接口 1:1 暴露。
- 严密自解释的输入 Schema:使用 Pydantic / Zod 明确参数类型、默认值、约束与示例。
- 输出控量与分页截断:内置结果分页、字段过滤与长度截断,防止大体积原始数据撑爆模型上下文。
- 可操作的错误反馈与安全注解:报错时明确返回修正建议;准确标注
readOnlyHint、destructiveHint与idempotentHint。
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