web-search
Skill2 starsChanged 4 months agoMITView on GitHub
Construct focused search queries, search the public web, and select credible sources. Use when an agent needs to discover webpages, official documentation, current information, competing viewpoints, or candidate sources before opening and extracting them.
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
None found.
Edited · 0
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 repository42 other files it gives its agents.
- architect-boundary-reviewSkill
- architect-decision-recordSkill
- architect-system-designSkill
- browser-playwright-checkSkill
- browser-useSkill
- code-search-navigationSkill
- controlled-emergence-observerSkill
- dev-code-locationSkill
- dev-small-scope-patchSkill
- dev-test-and-explainSkill
- eval-observation-writingSkill
- eval-promotion-adviceSkill
- eval-risk-gap-analysisSkill
- ops-log-diagnosisSkill
- ops-runtime-healthSkill
- ops-stuck-workflowSkill
- pm-acceptance-criteriaSkill
- pm-architecture-reviewSkill
- pm-delivery-planSkill
- pm-evolve-skillsSkill
- pm-long-horizon-planningSkill
- pm-priority-triageSkill
- pm-product-design-briefSkill
- pm-product-requirementsSkill
- pm-scope-controlSkill
- pm-solve-problemsSkill
- pm-tech-scopeSkill
- qa-regression-checkSkill
- qa-reproduce-issueSkill
- qa-verify-fixSkill
- run-local-command-checkSkill
- test-selectionSkill
- tm-delivery-governanceSkill
- tm-review-routingSkill
- tm-risk-dependencySkill
- ui-information-architectureSkill
- ui-requirementsSkill
- ui-usability-acceptanceSkill
- ui-visual-consistencySkill
- web-extractSkill
- web-researchSkill
- windows-useSkill
The file
We split this skill into the rules it gives an agent
12 rules. 0 are common, 11 are distinctive, and 1 is very specific to this project.
0
Common
Most of the 64 edited versions we read keep these.
11
Distinctive
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 15
Search broadly enough to discover alternatives, then narrow quickly.
- Distinctive: line 16
Prefer sources in this order when applicable:
- Distinctive: line 21
Check title, publisher, publication date, event date, snippet relevance, and URL before selecting a source.
- Distinctive: line 22
Remove duplicates, mirrors, SEO pages, and sources that merely repeat another source.
- Distinctive: line 27
Use one intent per query where possible.
- Distinctive: line 28
Add official domains or source-type terms when authority matters.
- Distinctive: line 29
Add exact product versions, model names, dates, or error strings when precision matters.
- Distinctive: line 31
Stop expanding queries once the selected sources are sufficient and authoritative.
- Distinctive: line 51
Do not treat search snippets as evidence for the final conclusion.
- Distinctive: line 52
Do not invent publication dates, publishers, or URLs.
- Distinctive: line 53
Do not select many weak sources when one authoritative source is available.
- Very specific: line 54
Do not use browser-playwright-check as a substitute for source discovery.
“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
Find the smallest credible source set that can answer the research question. This skill discovers and selects sources; it does not extract full page content or write the final research report.
Workflow
- Convert the request into one or more answerable research questions.
- Identify unstable facts that require current web verification.
- Construct focused queries using the subject, required fact, date or version, geography, and preferred source type.
- Search broadly enough to discover alternatives, then narrow quickly.
- Prefer sources in this order when applicable:
- Official documentation, standards, laws, datasets, or first-party announcements.
- Primary research papers or original technical sources.
- Reputable organizations with direct evidence.
- High-quality secondary analysis for context or disagreement.
- Check title, publisher, publication date, event date, snippet relevance, and URL before selecting a source.
- Remove duplicates, mirrors, SEO pages, and sources that merely repeat another source.
- Hand selected URLs and the reason for selection to
web-extractorweb-research.
Query Rules
- Use one intent per query where possible.
- Add official domains or source-type terms when authority matters.
- Add exact product versions, model names, dates, or error strings when precision matters.
- For contested questions, search for both supporting and contradicting evidence.
- Stop expanding queries once the selected sources are sufficient and authoritative.
Output Contract
For every selected result, preserve:
{
"query": "the query used",
"title": "result title",
"source_url": "https://example.com/page",
"publisher": "source owner",
"published_at": "known date or null",
"source_type": "official|primary|secondary",
"selection_reason": "why this source is useful"
}Guardrails
- Do not treat search snippets as evidence for the final conclusion.
- Do not invent publication dates, publishers, or URLs.
- Do not select many weak sources when one authoritative source is available.
- Do not use
browser-playwright-checkas a substitute for source discovery.
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