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Find code with Exa — API usage examples, error fixes, library docs, and GitHub repositories.
Passed 19 of 21 test cases with the skill, and 8 of 21 without it.
and 16 more in the full report
12 fixed8 passed either way2 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.
Given the target repository file URL https://github.com/example/repo/blob/main/README.md, write the command to extract its textual body without running a new search query.
| Checked | Without skill | With skill |
|---|---|---|
| The command uses exa.py contents | Missed | Passed |
| The command passes --text | Missed | Passed |
The instructions your model reads when the skill loads.
Find code examples, API usage, documentation, error fixes, and GitHub repos via Exa. Calls the Exa REST API through a local script; no MCP server needed, only an EXA_API_KEY.
export EXA_API_KEY=your-key # or EXA_API_KEY=... in a .env at the repo root
Get a key at https://dashboard.exa.ai/api-keys. Shared details: exa-native-base.
python scripts/code_context.py "<query — always include language + library>" [-n N] [-c github] [--text]
Examples:
python scripts/code_context.py "Stripe API create subscription Node.js code example" -n 8
python scripts/code_context.py "React hydration mismatch server client explanation fix" -n 10
python scripts/code_context.py "production-ready vector database in Rust" -c github -n 10
Always include the programming language and framework/library in the query — it sharply improves relevance. No default category (most code/docs/error pages live on the open web); add -c github to discover repositories.
# API usage
python scripts/code_context.py "Stripe API create subscription Node.js code example" -n 5
# Error resolution (describe the error + stack)
python scripts/code_context.py "Next.js 'window is not defined' SSR error fix" -n 10
# GitHub implementations / repos
python scripts/code_context.py "open-source example project using LangGraph" -c github -n 10
test cases passed, vs 8 / 21 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.