web-research
Skill106 starsChanged 7 months agoMITView on GitHub
Structured web research patterns using search APIs, content extraction, and synthesis. For agents that need to gather and analyze online information.
45 other projects use a version of this.
Adopted by
Most recently taken up by
- juninmd/skillstheir own version, first seen Nov 8, 2026
- thensls/nsls-builder-toolkittheir own version, first seen Nov 8, 2026
- memi-design/design-skillstheir own version, first seen Nov 8, 2026
- ai-assist-org/ai-assisttheir own version, first seen Nov 8, 2026
- WingedGuardian/GENesis-AGItheir own version, first seen Nov 8, 2026
- Bobagi/claude-skillstheir own version, first seen Nov 1, 2026
Used with
Projects with it also use data-analysis, meeting-notes and 9 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
shanggqmSkilldata-analysis
数据分析技能,提供结构化的数据查询、统计分析和报告生成工作流。当用户需要查询数据库、进行数据统计分析、生成分析报告时使用。按规范输出原始数据、计算结果、Markdown报告和HTML可视化报告。
Also in 5 projects that use this
claude-office-skillsSkillmeeting-notes
>
Also in 4 projects that use this
MicrosoftSkillweb-search
Also in 5 projects that use this
rogue-dev-studioSkillbrowser-automation
Canonical browser automation and web UI verification: Playwright, agent browser CLIs, and CDP-based tooling in one playbook.
Also in 3 projects that use this
JetBrainsSkillbrand-guidelines
Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand colors or style guidelines, visual formatting, or company design standards apply.
Also in 4 projects that use this
AnthropicSkillpdf
Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF documents at scale.
Also in 6 projects that use this
Other versions45 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 45
- langchain-ai/deepagents★ 31ksame name
- pollinations/pollinations★ 5.3ksame name
- langchain-ai/deepagentsjs★ 1.6ksame name
- alfredxw/denova★ 990same name
- icey1287/SuperMew★ 884same name
- cohen-liel/hivemind★ 108same name
- WingedGuardian/GENesis-AGI★ 100same name
- jezweb/vite-flare-starter★ 49same name
- dewil/ai-toolkit★ 9same name
- dewil/claude-toolkit★ 9same name
35 more not listed
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 repository13 other files it gives its agents.
- dashboard/AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- dashboard/CLAUDE.mdCLAUDE.md
- business-news-monitorSkill
- claude-api-helperSkill
- commsSkill
- cron-managementSkill
- idea-groomingSkill
- mcp-integrationSkill
- multi-perspective-grillingSkill
- prompt-engineeringSkill
- Task SystemSkill
- tool-use-patternsSkill
The file
We split this skill into the rules it gives an agent
5 rules. 0 are common, 5 are distinctive, and 0 are very specific to this project.
0
Common
Most of the 38 edited versions we read keep these.
5
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 14
Search each sub-query independently
- Distinctive: line 19
Use WebSearch for broad queries, WebFetch for specific URLs:
- Distinctive: line 28
Check publication dates for freshness
- Distinctive: line 45
Prefer primary sources over secondary
- Distinctive: line 46
Check for recency (information may be outdated)
“Common” is measured: kept by at least 6 in 10 of the 38 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
Web Research
Patterns for agents performing structured web research.
Search Strategy
- Break the research question into sub-queries
- Search each sub-query independently
- Extract relevant content from top results
- Synthesize findings with source attribution
Search Tools
Use WebSearch for broad queries, WebFetch for specific URLs:
WebSearch: "cortextOS multi-agent orchestration 2026"
WebFetch: "https://docs.anthropic.com/en/docs/agents"Content Extraction
- Extract key facts, quotes, and data points
- Note the source URL for each finding
- Check publication dates for freshness
- Cross-reference claims across multiple sources
Research Output Format
## Finding: [Topic]
**Source:** [URL]
**Date:** [Publication date]
**Key points:**
- Point 1
- Point 2
**Relevance:** [How this relates to the research question]Best Practices
- Always attribute sources
- Prefer primary sources over secondary
- Check for recency (information may be outdated)
- Synthesize, don't just aggregate
- Flag conflicting information explicitly
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- 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.

