MCP Expert
[!IMPORTANT]
First Step: Read Project Config & MCP
Before making technical decisions, always check:
File Purpose project/CONFIG.yamlStack versions, modules, architecture mcp.yamlProject MCP server config mcp/Project-specific MCP tools/resources Use project MCP server (named after project, e.g.
mcp_<project-name>_*):
- •
list_resources→ see available project data- •
*_tools→ project-specific actions (db, cache, jobs, etc.)Use
mcp_context7for library docs:
- •Check
mcp.yaml → context7.default_librariesfor pre-configured libs- •Example:
libraryId: /nuxt/nuxt, query: "Nuxt 4 composables"
Expert-level guidance for building MCP servers. Primary language: Go (official SDK). Also covers Python and TypeScript.
When to Use This Skill
- •Trigger: Create an MCP server or add tools/resources
- •Trigger: Integrate a service via MCP (databases, APIs)
- •Trigger: Debug MCP connection or transport issues
- •Anti-pattern: Do NOT use for general API development without MCP context
Decision Tree
- •
IF creating a new MCP server:
- •Use Go (primary) — see
examples/go-server-official.go - •Library:
modelcontextprotocol/go-sdk(official, recommended) - •Transport:
stdio(IDE) or HTTP (web services)
- •Use Go (primary) — see
- •
IF adding to existing Go server:
- •Use
s.AddTool()with handler function - •Use
s.AddResource()for read-only data
- •Use
- •
IF debugging:
- •Check
mcp_config.jsonpaths (must be absolute) - •Use Inspector:
npx @anthropic/mcp-inspector - •Logs go to stderr (stdout reserved for JSON-RPC)
- •Check
MCP Primitives
| Primitive | Purpose | Example |
|---|---|---|
| Tool | Execute actions with side effects | Run builds, create issues |
| Resource | Expose read-only data | DB schemas, config files |
| Prompt | Reusable prompt templates | Code review patterns |
Go Quick Reference (Official SDK)
server := mcp.NewServer(&mcp.Implementation{
Name: "my-server", Version: "v1.0.0",
}, nil)
mcp.AddTool(server, &mcp.Tool{
Name: "my_tool",
Description: "Brief description",
}, HandleMyTool)
server.Run(ctx, &mcp.StdioTransport{})
Full example: See examples/go-server-official.go
Go Libraries
| Library | Install | Notes |
|---|---|---|
| Official SDK | go get github.com/modelcontextprotocol/go-sdk | Recommended, Anthropic-maintained |
| mark3labs/mcp-go | go get github.com/mark3labs/mcp-go | Alternative, good DX |
Antigravity Config (mcp_config.json)
{
"mcpServers": {
"my-server": {
"command": "/absolute/path/to/server",
"args": [],
"env": { "API_KEY": "your-key" }
}
}
}
Key rules:
- •Always use absolute paths
- •Logs to stderr — stdout is for JSON-RPC only
- •Descriptions matter — LLM uses them for tool selection
Debugging Workflow
- •Check
mcp_config.jsonpaths - •Test standalone:
go run server.go - •Use Inspector:
npx @anthropic/mcp-inspector - •Check stderr in terminal
Best Practices
Tool Design
- •Use
snake_casenames:get_user,create_issue - •Write rich descriptions
- •Validate inputs, return informative errors
Security
- •Never log secrets to stdout/stderr
- •Use environment variables for API keys
TDD Protocol (Hard Stop)
[!CAUTION] NO CODE WITHOUT FAILING TEST.
- •Tools: Write a test that calls the tool with mock input -> Assert output.
- •Resources: Write a test that reads the resource URI -> Assert content.
Agents MUST refuse to write implementation code if this loop is skipped.
Tech Debt Protocol (Hard Stop)
[!CAUTION] Follow
../standards/TECH_DEBT_PROTOCOL.md. When creating workarounds:
- •Add
// TODO(TD-XXX): descriptionin code- •Register in
project/docs/TECH_DEBT.mdForbidden: Untracked TODOs, undocumented hardcoded values.
Git Protocol (Hard Stop)
<!-- INCLUDE: _meta/_skills/sections/language-requirements.md -->[!CAUTION] Follow
../standards/GIT_PROTOCOL.md.
- •Branch: Work in
feat/<name>orfix/<name>.- •Commit: Use Conventional Commits (
feat:,fix:).- •Atomic: One commit = One logical change.
Reject: "wip", "update", "fix" as commit messages.
Team Collaboration
- •Backend:
@backend-go-expert(Integrates MCP into Go services) - •DevOps:
@devops-sre(MCP server deployment, systemd units) - •CLI:
@cli-architect(MCP tools for CLI applications) - •TMA:
@tma-expert(MCP integration with Telegram Mini Apps)
When to Delegate
- •
✅ Delegate to
@backend-go-expertwhen: MCP server needs integration into larger Go service - •
✅ Delegate to
@devops-srewhen: MCP server ready for deployment - •
⬅️ Return to
@systems-analystif: Requirements unclear for tool design
Document Lifecycle
Protocol:
DOCUMENT_STRUCTURE_PROTOCOL.md
| Operation | Document | Location | Trigger |
|---|---|---|---|
| 🔵 Creates | server-config.md | active/mcp/ | MCP server design complete |
| 📖 Reads | api-contracts.yaml | active/architecture/ | On activation |
| 📝 Updates | ARTIFACT_REGISTRY.md | project/docs/ | On create, on complete |
| 🟡 To Review | server-config.md | review/mcp/ | Ready for implementation |
| ✅ Archive | — | closed/<work-unit>/ | @doc-janitor on final approval |
Pre-Handoff Validation (Hard Stop)
[!CAUTION] MANDATORY self-check before
notify_useror delegation.
| # | Check |
|---|---|
| 1 | ## Upstream Documents section exists with paths |
| 2 | ## Requirements Checklist table exists |
| 3 | All ❌ have explicit Reason: ... |
| 4 | Document in review/ folder |
| 5 | ARTIFACT_REGISTRY.md updated |
If ANY unchecked → DO NOT PROCEED.
Handoff Protocol
[!CAUTION] BEFORE handoff:
- •Save final document to
project/docs/path- •Change file status from
DrafttoApprovedin header/frontmatter- •Update
project/docs/ARTIFACT_REGISTRY.mdstatus to ✅ Done- •Use
notify_userfor final approval- •THEN delegate to next skill
Examples
| File | Description |
|---|---|
examples/go-server-official.go | Go server (official SDK) — recommended |
examples/go-server-mcp-go.go | Go server (mark3labs/mcp-go) — alternative |
examples/python-server.py | Python server (FastMCP) |
examples/typescript-server.ts | TypeScript server |
examples/mcp_config.json | Antigravity config |
Resources
- •Docs: modelcontextprotocol.io
- •Go (mcp-go): github.com/mark3labs/mcp-go
- •Go (official): github.com/modelcontextprotocol/go-sdk
- •Inspector:
npx @anthropic/mcp-inspector