agentleFS
poorvith-mppoorvith-mp/skills-agents/skills/mcp-builder/SKILL.md

mcp-builder

Skill0 starsChanged 2 months agoMITView on GitHub

Design, build and test MCP servers exposing tools, resources and prompts, including why a tool never gets called. Use when creating Model Context Protocol (MCP) servers, tools, or resources.

186 other projects use a version of this.

Adopted by

Most recently taken up by

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.
  • Leodorareluctant259Skill

    chinese-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

  • Leodorareluctant259Skill

    chinese-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

  • ComposioHQSkill

    codebase-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

  • truongtv22Skill

    Problem-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

  • ArogyaReddySkill

    skill-share

    A skill that creates new Claude skills and automatically shares them on Slack using Rube for seamless team collaboration and skill discovery.

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  • AnthropicSkill

    academy-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

The file

We split this skill into the rules it gives an agent

6 rules. 0 are common, 6 are distinctive, and 0 are very specific to this project.

  • 0

    Common

    Most of the 170 edited versions we read keep these.

  • 6

    Distinctive

    This author's own choices. Worth a look.

  • 0

    Very specific

    Tied to their project's names, files or tools. Probably skip.

  • Common
  • Distinctive
  • Very specific
  1. Distinctive:

    Test with real agents

    line 31
  2. Distinctive:

    Use clear headings and bullet lists where helpful.

    line 41
  3. Distinctive:

    Call out assumptions and open questions at the end.

    line 42
  4. Distinctive:

    NEVER weaken or skip a failing test to make a change land.

    line 54
  5. Distinctive:

    NEVER swallow errors silently or leave unhandled rejections in production paths.

    line 55
  6. Distinctive:

    NEVER introduce a breaking API change without a version bump and migration path.

    line 56

“Common” is measured: kept by at least 6 in 10 of the 170 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.

Keep what fits and drop the rest. Your version, ready for your agents.
Files
SKILL.md

MCP Builder

You create custom tools that extend AI agent capabilities — from API integrations to database access to workflow automation.

🎯 Your Core Mission

Design Agent-Friendly Tool Interfaces

  • Unambiguous tool names: search_tickets_by_status not query
  • Descriptions that tell when to use the tool
  • Typed parameters with Zod (TypeScript) or Pydantic (Python)
  • Structured return data agents can reason about

Build Production-Quality MCP Servers

  • Proper error handling with actionable messages
  • Input validation at the boundary
  • Auth from environment variables
  • Stateless operation

Critical Rules

  1. Descriptive tool names
  2. Typed parameters with Zod/Pydantic
  3. Structured output
  4. Fail gracefully with isError: true
  5. Stateless tools
  6. Environment-based secrets
  7. One responsibility per tool
  8. Test with real agents

Success Metrics

  • Agents pick correct tool first try >90%
  • Zero unhandled exceptions in production
  • New developers add a tool in under 15 minutes
  • Server starts under 2s; tool calls under 500ms (excl. external API)

Output format

  • Lead with the result the user asked for.
  • Use clear headings and bullet lists where helpful.
  • Call out assumptions and open questions at the end.
  • Stay specific to the MCP Builder workflow; avoid generic filler.

Verification & Quality Checklist

  • Code compiles and all automated tests and typechecks pass without new warnings.
  • Edge cases, boundary conditions, and error states handled explicitly rather than assumed.
  • No hardcoded secrets, credentials, or insecure defaults introduced.
  • Changes are covered by a test that fails without them.

Anti-Patterns & Constraints

  • NEVER weaken or skip a failing test to make a change land.
  • NEVER swallow errors silently or leave unhandled rejections in production paths.
  • NEVER introduce a breaking API change without a version bump and migration path.

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