Code Docs Search by Exa

**Quick judgment** A focused and generally high-value skill for retrieving up-to-date code snippets and documentation from real sources (GitHub, docs, Stack Overflow) via Exa. It is especially useful when the model’s built-in knowledge may be outdated or when precise syntax and realistic examples are needed. **What it’s best for** - Library/framework syntax lookup and small code examples (e.g., React hooks, pandas operations, Next.js routing). - Setup and configuration guides that evolve quickly (e.g., latest Next.js app router patterns, updated SDK usage). - Pulling concrete code context to ground the model’s reasoning in real, current examples. **Risks & limitations** - Retrieved snippets may be outdated, insecure, or non-idiomatic; they must not be treated as automatically correct or safe. - Code from GitHub/Stack Overflow can carry license restrictions; downstream use may need human review for compliance. - As it depends on an external MCP server (Exa), availability and latency are tied to that service’s uptime and rate limits. - Results quality depends on the query; vague queries may yield noisy or only partially relevant context. **Recommended scenarios** Use this skill when you need: - Concrete, current code or docs for a specific API, framework version, or setup recipe. - Examples to debug or cross-check the model’s generated code against real-world usage. - Additional context before making recommendations about tools, libraries, or patterns. Avoid relying on it as the sole authority for security-critical or compliance-sensitive code; instead, treat retrieved snippets as input for further analysis, hardening, and human review.