native-web-search
Skill2 starsChanged 8 months agoMITView on GitHub
Trigger native web search. Use when you need quick internet research with concise summaries and full source URLs.
- Installs packages
4 other projects use a version of this, 4 of them edited.
Adopted by
Most recently taken up by
- silacode/agent-skillsedited, first seen Oct 15, 2026
- mitsuhiko/agent-commandsedited, first seen Oct 8, 2026
- mitsuhiko/agent-stuffedited, first seen Oct 8, 2026
- shalomb/agent-skillsedited, first seen Aug 23, 2026
Other versions4 projects use a version of this.
Word for word · 0
None found.
Edited · 4
- mitsuhiko/agent-commands★ 3.2k96% same
- mitsuhiko/agent-stuff★ 3.2k96% same
- shalomb/agent-skills★ 397% same
- silacode/agent-skills★ 093% same
Wrote their own version · 0
None found.
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository239 other files it gives its agents.
- claude-code-docs/agents.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- claude-code-docs/llms.txtllms.txt
- agent-native-architectureSkill
- claude-apiSkill
- embedding-strategiesSkill
- fal-ai-mediaSkill
- gemini-imagegenSkill
- hybrid-search-implementationSkill
- langchain-architectureSkill
- llm-evaluationSkill
- ml-pipeline-workflowSkill
- prompt-engineering-patternsSkill
- rag-implementationSkill
- similarity-search-patternsSkill
- vector-index-tuningSkill
- api-design-principlesSkill
- api-designSkill
- architecture-patternsSkill
- cqrs-implementationSkill
- event-store-designSkill
- fastapi-templatesSkill
- microservices-patternsSkill
- openapi-spec-generationSkill
- projection-patternsSkill
- saga-orchestrationSkill
- api-conventionsSkill
- andrew-kane-gem-writerSkill
- angular-migrationSkill
- auth-implementation-patternsSkill
- backend-patternsSkill
- bazel-build-optimizationSkill
- coding-standardsSkill
- database-migrationSkill
- debugging-strategiesSkill
- dependency-upgradeSkill
- dhh-rails-styleSkill
- dotnet-backend-patternsSkill
- dspy-rubySkill
- error-handling-patternsSkill
- monorepo-managementSkill
- nodejs-backend-patternsSkill
- nx-workspace-patternsSkill
- react-modernizationSkill
- temporal-python-testingSkill
- turborepo-cachingSkill
- workflow-orchestration-patternsSkill
- defi-protocol-templatesSkill
- nft-standardsSkill
- solidity-securitySkill
- web3-testingSkill
- backtesting-frameworksSkill
- billing-automationSkill
- competitive-landscapeSkill
- data-storytellingSkill
- employment-contract-templatesSkill
- investor-materialsSkill
- investor-outreachSkill
- kpi-dashboard-designSkill
- market-sizing-analysisSkill
- The first 60 shown.
The file
We split this skill into the rules it gives an agent
6 rules. 4 are common, 0 are distinctive, and 2 are very specific to this project.
4
Common
Most of the 4 edited versions we read keep these.
0
Distinctive
This author's own choices. Worth a look.
2
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Common: line 8
Use this skill to run a fast model with native web search enabled and get a concise research summary with explicit full URLs.
- Common: line 16
Run from this skill directory:
- Common: line 39
search the internet for the requested topic
- Common: line 46
No extra npm install is required.
- Very specific: line 47
If module resolution fails, set PI_AI_MODULE_PATH to @mariozechner/pi-ai's dist/index.js path.
- Very specific: line 48
If OAuth helper resolution fails, set PI_AI_OAUTH_MODULE_PATH to @mariozechner/pi-ai's dist/oauth.js path.
“Common” is measured: kept by at least 6 in 10 of the 4 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.
Files
Native Web Search
Use this skill to run a fast model with native web search enabled and get a concise research summary with explicit full URLs.
Script
search.mjs
Usage
Run from this skill directory:
node search.mjs "<what to search>" --purpose "<why you need this>"Examples:
node search.mjs "latest python release" --purpose "update dependency notes"
node search.mjs "vite 7 breaking changes" --purpose "prepare migration checklist"Optional flags:
--provider openai-codex|anthropic--model <model-id>--timeout <ms>--json
Output expectations
The script instructs the model to:
- search the internet for the requested topic
- provide a concise summary for the given purpose
- include full canonical URLs (
https://...) for each key finding - highlight disagreements between sources
Notes
- No extra npm install is required.
- If module resolution fails, set
PI_AI_MODULE_PATHto@mariozechner/pi-ai'sdist/index.jspath. - If OAuth helper resolution fails, set
PI_AI_OAUTH_MODULE_PATHto@mariozechner/pi-ai'sdist/oauth.jspath. - For OAuth providers, the script can fall back to a still-valid cached
accesstoken from~/.pi/agent/auth.json.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
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- It worked
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- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

