Pi Web Search
sickn33/agentic-awesome-skills
Give Pi Agents a safe web-search and fetch workflow using the installed pi-web-access package.
Systematic external reference searching across documentation, open-source repositories, and web resources.
$ npx skills add ArabelaTso/Skills-4-SE --skill reference-searcher -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ArabelaTso/Skills-4-SE reference-searcher --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/reference-searcher .claude/skills/reference-searcher && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "reference-searcher" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/reference-searcher into .claude/skills/reference-searcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reference-searcher", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/reference-searcherType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add ArabelaTso/Skills-4-SE --skill reference-searcher -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ArabelaTso/Skills-4-SE reference-searcher --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/reference-searcher .agents/skills/reference-searcher && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "reference-searcher" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/reference-searcher into .agents/skills/reference-searcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reference-searcher", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ArabelaTso/Skills-4-SE --skill reference-searcher -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ArabelaTso/Skills-4-SE reference-searcher --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/reference-searcher .cursor/skills/reference-searcher && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "reference-searcher" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/reference-searcher into .cursor/skills/reference-searcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reference-searcher", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/ArabelaTso/Skills-4-SE.git --path skills/reference-searcher--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add ArabelaTso/Skills-4-SE --skill reference-searcher -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ArabelaTso/Skills-4-SE reference-searcher --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/reference-searcher .gemini/skills/reference-searcher && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "reference-searcher" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/reference-searcher into .gemini/skills/reference-searcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reference-searcher", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install ArabelaTso/Skills-4-SE reference-searcherInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add ArabelaTso/Skills-4-SE --skill reference-searcher -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/reference-searcher .github/skills/reference-searcher && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "reference-searcher" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/reference-searcher into .github/skills/reference-searcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reference-searcher", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ArabelaTso/Skills-4-SE --skill reference-searcher -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ArabelaTso/Skills-4-SE reference-searcher --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/reference-searcher .opencode/skills/reference-searcher && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "reference-searcher" agent skill from https://github.com/ArabelaTso/Skills-4-SE/tree/main/skills/reference-searcher into .opencode/skills/reference-searcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reference-searcher", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
reference-searcherSystematic external reference searching across documentation, open-source repositories, and web resources.
Reference Searcher is an agent skill from ArabelaTso/Skills-4-SE. Systematic external reference searching across documentation, open-source repositories, and web resources. Use when working with unfamiliar libraries, APIs, or when needing production-quality implementation examples.
Its SKILL.md is about 1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Productivity & Automation, covering Web search. It works with GitHub. The repository describes itself as: A curated list of 180+ useful Claude Skills for Software Engineering and resources for customizing AI for SE workflows. The licence is Apache-2.0.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 4f38503. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are bash and markdown).
From the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
grep.appAlso links to:
github.comFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Reference Searcher loads about 1k tokens when it runs. Until then it costs about 59 tokens; SKILL.md has 364 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from ArabelaTso/Skills-4-SE at commit 4f38503, republished under its Apache-2.0 licence (© ArabelaTso). 364 words, ~1,028 tokens.
.claude/skills/reference-searcher/SKILL.md (or your agent's skills folder).Structured methodology for searching external references — official docs, open-source implementations, and web resources — to inform development decisions.
Search official docs for the specific library using web search:
# Search official docs directly
# e.g., "next.js middleware authentication site:nextjs.org"
# Or use documentation MCP tools if available (e.g., Context7)Best for: API signatures, configuration options, migration guides, official patterns.
Search real codebases for production patterns:
# Search GitHub for code patterns via grep.app or GitHub search
# e.g., https://grep.app/search?q=getServerSession%28&filter[lang][0]=TypeScript
# Or use GitHub code search: gh search code "getServerSession(" --language=TypeScriptBest for: How established projects (1000+ stars) handle specific patterns, battle-tested error handling, real-world integration examples.
Search tips:
(?s) prefix for multi-line regex patternsSearch the web for recent articles, discussions, and guides:
# Web search for current information
# e.g., "OWASP JWT security best practices 2024"Best for: Security advisories, recent breaking changes, community discussions, performance benchmarks, "why does X behave this way" questions.
For each source found, assess:
| Criterion | Check |
|---|---|
| Recency | Is this from the current major version? |
| Authority | Official docs > popular repos > blog posts |
| Completeness | Does it cover error handling and edge cases? |
| Applicability | Does it match our tech stack and constraints? |
## Research: [Topic]
### Official Documentation
- [Finding 1 with link]
- [Finding 2 with link]
### Production Examples
- [Repo/file]: [What pattern they use and why]
- [Repo/file]: [Alternative approach]
### Recommendation
Based on [sources], the recommended approach is [X] because [reasons].
### Caveats
- [Known limitation or gotcha]User: "How should I implement rate limiting in Express?"
Output:
express-rate-limit with Redis store, sliding window algorithm, with specific config exampleInspired by: oh-my-opencode Librarian agent
© ArabelaTso, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/reference-searcher of ArabelaTso/Skills-4-SE.
Open the folder on GitHubat commit 4f38503
Reference Searcher next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Reference Searcher this skillArabelaTso/Skills-4-SE | 253 | — | ~1k | Automated safety check: Pass | Apache-2.0 | |
| Pi Web Searchsickn33/agentic-awesome-skills | 47k | 1 repos | ~925 | Automated safety check: Pass | MIT | |
| Web SearchPhilip-Cao-9527/code-note-helper | 273 | — | ~663 | Automated safety check: Pass | MIT | |
| Agent ReachEdisonChenAI/agent-reach | 115 | 1 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Mysearchskernelx/MySearch-Proxy | 159 | — | ~1.4k | Automated safety check: Notes | MIT | |
| Z.AI CLInumman-ali/zai-cli | 110 | — | ~528 | Automated safety check: Pass | MIT |
sickn33/agentic-awesome-skills
Give Pi Agents a safe web-search and fetch workflow using the installed pi-web-access package.
Philip-Cao-9527/code-note-helper
当任务需要联网检索、外部依据、最新技术知识、官方文档、GitHub 仓库、论文博客、标准、数据集、benchmark、许可证、价格、API 或工程实践依据时使用;适合代码生成前的技术选型、方案设计、内容生成、论文理解、工具库更新和其他 skill 需要外部依据支撑结论的场景。用户明确要求不联网时不要使用。
EdisonChenAI/agent-reach
Use the internet: search, read, and interact with 13+ platforms including Twitter/X, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu (小红书), Douyin (抖音), WeChat Articles (微信公众号), LinkedIn, Boss直聘…
skernelx/MySearch-Proxy
DEFAULT search skill for OpenClaw. An agent skill from skernelx/MySearch-Proxy.
numman-ali/zai-cli
Command-line access to Z.AI vision analysis, web search, page reading and GitHub repo exploration through npx zai-cli, using an API key.
github/awesome-copilot
Find which of a GitHub repository's dependencies are sponsorable via GitHub Sponsors.
ArabelaTso/Skills-4-SE
Generate prioritized CVE watchlists and actionable security recommendations for repositories.
ArabelaTso/Skills-4-SE
Automatically migrate Python web applications between frameworks (Flask → FastAPI, Django → FastAPI).
ArabelaTso/Skills-4-SE
Generate test cases using metamorphic testing by applying transformations based on metamorphic properties.
ArabelaTso/Skills-4-SE
Instruments programs to capture execution traces specifically for reproducing reported bugs, enabling consistent replay and diagnosis of failures.
ArabelaTso/Skills-4-SE
Automatically migrate Spring MVC applications to Spring Boot.
ArabelaTso/Skills-4-SE
Instrument programs (Python, C/C++, Java) to capture snapshots of key program states at runtime, including variables, memory, and call stacks.
Works with
Categories
Systematic external reference searching across documentation, open-source repositories, and web resources. Reference Searcher is an agent skill from ArabelaTso/Skills-4-SE. Systematic external reference searching across documentation, open-source repositories, and web resources.
Reference Searcher fits situations like: working with unfamiliar libraries; needing production-quality implementation examples.
Run `npx skills add ArabelaTso/Skills-4-SE --skill reference-searcher -a claude-code`. Or copy the skill folder (skills/reference-searcher in ArabelaTso/Skills-4-SE) into .claude/skills/reference-searcher in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ArabelaTso/Skills-4-SE --skill reference-searcher -a codex`. Or copy the skill folder (skills/reference-searcher in ArabelaTso/Skills-4-SE) into .agents/skills/reference-searcher in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ArabelaTso/Skills-4-SE --skill reference-searcher -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/reference-searcher, .gemini/skills/reference-searcher, .github/skills/reference-searcher and .opencode/skills/reference-searcher in your project.
SKILL.md names no scripts, command-line tools or credentials: Reference Searcher is instructions for the agent only.
SKILL.md names 2 domains. In commands or code: grep.app; the agent is likely to contact it when it follows the instructions. As links in the text: github.com. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Reference Searcher is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1k tokens (SKILL.md is roughly 4.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Reference Searcher: Pi Web Search (sickn33/agentic-awesome-skills, 47k stars), Web Search (Philip-Cao-9527/code-note-helper, 273 stars), Agent Reach (EdisonChenAI/agent-reach, 115 stars) and Mysearch (skernelx/MySearch-Proxy, 159 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ArabelaTso (a GitHub user) maintains it in ArabelaTso/Skills-4-SE, which has 253 GitHub stars. The repository holds 170 skills in this directory. The repository was last updated on August 21, 2026.
Source: ArabelaTso/Skills-4-SE on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.