web-search
Skill433 starsChanged 10 months agoMITView on GitHub
Formulate effective web search queries, analyze search results, and synthesize findings. Optimize search strategies for different types of information needs.
81 other projects use a version of this.
Adopted by
Most recently taken up by
- Suge8/friedbuntheir own version, first seen Nov 8, 2026
- Kianzzz/Zhouxing-skill-publictheir own version, first seen Nov 8, 2026
- alibaba-damo-academy/ScholarSeedtheir own version, first seen Nov 8, 2026
- delorenj/skillstheir own version, first seen Nov 7, 2026
- FishRaposo/aria-agenttheir own version, first seen Nov 1, 2026
- usestring/string-claude-plugintheir own version, first seen Nov 1, 2026
Used with
Projects with it also use Video Generation, VLM and 10 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.
huang-x-hSkillVideo Generation
Implement AI-powered video generation capabilities using the z-ai-web-dev-sdk. Use this skill when the user needs to generate videos from text prompts or images, create video content programmatically, or build applications that produce video outputs. Supports asynchronous task management with status polling and result retrieval.
Also in 6 projects that use this
huang-x-hSkillVLM
Implement vision-based AI chat capabilities using the z-ai-web-dev-sdk. Use this skill when the user needs to analyze images, describe visual content, or create applications that combine image understanding with conversational AI. Supports image URLs and base64 encoded images for multimodal interactions.
Also in 6 projects that use this
dav-niu474Skillgift-evaluator
The PRIMARY tool for Spring Festival gift analysis and social interaction generation. Use this skill when users upload photos of gifts (alcohol, tea, supplements, etc.) to inquire about their value, authenticity, or how to respond socially. Integrates visual perception, market valuation, and HTML card generation.
Also in 5 projects that use this
dav-niu474SkillPodcast Generate
Generate podcast episodes from user-provided content or by searching the web for specified topics. If user uploads a text file/article, creates a dual-host dialogue podcast (or single-host upon request). If no content is provided, searches the web for information about the user-specified topic and generates a podcast. Duration scales with content size (3-20 minutes, ~240 chars/min). Uses z-ai-web-dev-sdk for LLM script generation and TTS audio synthesis. Outputs both a podcast script (Markdown) and a complete audio file (WAV).
Also in 5 projects that use this
- +1 more from huang-x-h
- +7 more from dav-niu474
Other versions81 projects use a version of this.
Word for word · 0
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None found.
Wrote their own version · 81
- netease-youdao/LobsterAI★ 6.2ksame name
- jjyaoao/HelloAgents★ 3.2ksame name
- digitalinnovationone/dio-agent★ 2.8ksame name
- Xxiii8322766509/NagaAgent★ 1.5ksame name
- RTGS2017/NagaAgent★ 1.5ksame name
- fastclaw-ai/fastclaw★ 1.4ksame name
- freestylefly/wesight★ 969same name
- bear2u/my-skills★ 931same name
- OpenMinis/MinisSkills★ 602same name
- tmustier/pi-for-excel★ 444same name
71 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 repository137 other files it gives its agents.
- .cursor/rules/project-rules.mdcCursor rule
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The file
We split this skill into the rules it gives an agent
3 rules. 0 are common, 3 are distinctive, and 0 are very specific to this project.
0
Common
Most of the 64 edited versions we read keep these.
3
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 90
Search operators to use
- Distinctive: line 94
If you share results, I can:
- Distinctive: line 329
Search engines change their algorithms
“Common” is measured: kept by at least 6 in 10 of the 64 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 Search Skill
Overview
I help you formulate effective web search queries and strategies to find the information you need. I can optimize search queries, suggest alternative approaches, evaluate sources, and synthesize findings.
What I can do:
- Formulate optimized search queries
- Suggest search operators and techniques
- Recommend specialized search engines
- Analyze and evaluate search results
- Identify reliable sources
- Synthesize information from multiple sources
What I cannot do:
- Execute actual web searches (need external tools)
- Access real-time search results
- Access paywalled content
- Guarantee source accuracy
How to Use Me
Step 1: Describe Your Information Need
Tell me:
- What you're trying to find
- Why you need this information
- What you've already tried
- Any constraints (time period, source type, language)
Step 2: Get Search Strategy
I'll provide:
- Optimized search queries
- Alternative query formulations
- Recommended search engines/tools
- Search operators to use
Step 3: Evaluate Results
If you share results, I can:
- Assess source reliability
- Extract key information
- Identify gaps
- Suggest follow-up searches
Search Query Optimization
Google Search Operators
| Operator | Usage | Example |
"exact phrase" | Exact match | "climate change policy" |
site: | Search within site | site:reddit.com AI tools |
filetype: | Find specific files | filetype:pdf annual report |
-word | Exclude term | apple -fruit |
OR | Either term | startup OR entrepreneur |
intitle: | Word in title | intitle:guide python |
inurl: | Word in URL | inurl:blog marketing |
before: | Before date | AI before:2023-01-01 |
after: | After date | ChatGPT after:2024-01-01 |
* | Wildcard | "how to * in python" |
related: | Similar sites | related:techcrunch.com |
Query Formulation Techniques
1. Start Broad, Then Narrow
Broad: electric vehicles
Narrow: electric vehicle battery technology 2024
More narrow: solid-state battery EV range comparison 20242. Use Synonyms and Variations
Original: AI writing tools
Variations:
- artificial intelligence writing software
- AI content generator
- machine learning writing assistant
- GPT writing tool3. Question-Based Queries
How: "how to implement SSO"
What: "what is zero trust security"
Why: "why companies use kubernetes"
Best: "best practices API design"
Compare: "AWS vs Azure vs GCP comparison"4. Source-Specific Queries
Academic: site:edu OR site:ac.uk [topic]
Government: site:gov [topic]
News: [topic] site:reuters.com OR site:bbc.com
Forum: [topic] site:reddit.com OR site:stackoverflow.comSpecialized Search Engines
| Search Engine | Best For | URL |
| Google Scholar | Academic papers | scholar.google.com |
| Semantic Scholar | AI-powered paper search | semanticscholar.org |
| PubMed | Medical/biomedical | pubmed.ncbi.nlm.nih.gov |
| arXiv | Preprints (CS, physics) | arxiv.org |
| Perplexity | AI-powered research | perplexity.ai |
| Wolfram Alpha | Computations, data | wolframalpha.com |
| Statista | Statistics | statista.com |
| Crunchbase | Company data | crunchbase.com |
| Product Hunt | New products | producthunt.com |
| GitHub | Code/projects | github.com |
| Stack Overflow | Programming Q&A | stackoverflow.com |
Source Evaluation Framework
CRAAP Test
| Criterion | Questions to Ask |
| Currency | When was it published? Updated? |
| Relevance | Does it relate to your topic? Audience? |
| Authority | Who is the author? Credentials? |
| Accuracy | Is it supported by evidence? Verifiable? |
| Purpose | Why was it written? Bias? |
Source Reliability Tiers
| Tier | Source Type | Reliability |
| Tier 1 | Peer-reviewed journals, official statistics | Highest |
| Tier 2 | Quality news (Reuters, AP), industry reports | High |
| Tier 3 | Company blogs, trade publications | Medium |
| Tier 4 | Social media, forums, wikis | Verify required |
| Tier 5 | Anonymous sources, content farms | Low |
Output Format
# Web Search Strategy: [Topic]
**Information Need**: [What you're looking for]
**Search Date**: [Date]
---
## Recommended Search Queries
### Primary Query[Optimized search query with operators]
**Rationale**: [Why this query works]
### Alternative Queries
1. `[Alternative query 1]`
- Use when: [Scenario]
2. `[Alternative query 2]`
- Use when: [Scenario]
3. `[Alternative query 3]`
- Use when: [Scenario]
---
## Recommended Search Engines
| Engine | Why | Query Modification |
|--------|-----|-------------------|
| [Engine 1] | [Reason] | [Any modifications] |
| [Engine 2] | [Reason] | [Any modifications] |
---
## Search Strategy
### Step 1: [First search approach]
- Query: `[query]`
- Expected results: [What to look for]
### Step 2: [Second search approach]
- Query: `[query]`
- Expected results: [What to look for]
### Step 3: [Third search approach]
- Query: `[query]`
- Expected results: [What to look for]
---
## Expected Source Types
| Source Type | What to Look For |
|-------------|-----------------|
| [Type 1] | [Specifics] |
| [Type 2] | [Specifics] |
---
## Verification Strategy
1. [How to verify finding 1]
2. [How to verify finding 2]
---
## Potential Challenges
- [Challenge 1]: [How to address]
- [Challenge 2]: [How to address]
---
*Use multiple sources and cross-reference findings for accuracy.*Example Use Cases
Case 1: Finding Recent Statistics
Need: Latest global EV sales figures Strategy:
Query: global electric vehicle sales 2024 statistics
Operators: after:2024-01-01 (filetype:pdf OR site:statista.com)
Sources: IEA, Bloomberg NEF, industry reportsCase 2: Technical How-To
Need: How to implement OAuth 2.0 Strategy:
Query: "OAuth 2.0" implementation tutorial
Site-specific: site:stackoverflow.com OR site:auth0.com
Filter: Look for official docs, recent postsCase 3: Competitive Intelligence
Need: Information about a competitor's product Strategy:
Query: "[Company name]" product launch OR announcement
Sources: Press releases, news, Product Hunt
Social: site:twitter.com OR site:linkedin.com "[Company]"Tips for Better Results
- Start with the end in mind - know what type of answer you need
- Use quotes for exact phrases
- Combine operators for precision
- Try multiple query variations
- Check source dates - information expires
- Cross-reference findings across sources
- Use specialized engines for specific content types
Limitations
- Cannot execute actual searches
- Cannot access real-time results
- Cannot access paywalled content
- Search engines change their algorithms
- Results vary by location and personalization
Built by the Claude Office Skills community. Contributions welcome!
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