From airis-mcp-gateway
Guides docs-first workflow for implementing features with external libraries or APIs: check docs and codebase patterns first, then implement minimally and verify.
How this skill is triggered — by the user, by Claude, or both
Slash command
/airis-mcp-gateway:mcp-implementationThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
Use this workflow when implementing features that involve external libraries or APIs you're not 100% certain about.
Use this workflow when implementing features that involve external libraries or APIs you're not 100% certain about.
Gateway instructions handle tool routing. This skill teaches the implementation sequence that avoids wasted effort from wrong assumptions.
Before writing any implementation code:
If official examples exist, use them as your starting point rather than writing from scratch.
Use native Grep/Glob tools (not Gateway) to:
If the codebase already uses this library, follow the established pattern.
With documentation and existing patterns in hand:
| Situation | Action |
|---|---|
| Using a library for the first time | Full workflow: docs → patterns → implement → verify |
| Library already used in codebase | Skip docs, follow existing patterns |
| API call to external service | Always check docs for auth, rate limits, error codes |
| Uncertain about behavior | Check docs first, don't guess |
npx claudepluginhub agiletec-inc/airis-mcp-gateway --plugin airis-mcp-gatewayForces Claude to web-search and read current official documentation before implementing, integrating, or debugging third-party APIs, libraries, frameworks, and services when latest behavior or correctness matters.
Fetches and caches current API docs for external libraries via /external-scout <package> <topic>. Load cached files to verify signatures, patterns, and deprecations before coding.
Grounds every framework-specific code decision in official documentation. Verifies patterns by detecting stack versions and fetching authoritative sources before implementation.