external-research
Skill11 starsChanged 49 days agoApache-2.0View on GitHub
Search external documentation, web resources, and best practices. Use when gathering information about open-source libraries, AWS services, industry patterns, or external tools.
4 other projects use a version of this.
Adopted by
Most recently taken up by
- alexandru/skillstheir own version, first seen Nov 1, 2026
- listener-He/java-harness-agenttheir own version, first seen Oct 20, 2026
- Operative-001/swarmprotocoltheir own version, first seen Oct 11, 2026
- Mozurok/fhorja.devtheir own version, first seen Oct 8, 2026
Other versions4 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 4
- alexandru/skills★ 51same name
- listener-He/java-harness-agent★ 16same name
- Mozurok/fhorja.dev★ 10same name
- Operative-001/swarmprotocol★ 0same name
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 repository83 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
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- frontend-reviewSkill
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- The first 60 shown.
The file
We split this skill into the rules it gives an agent
7 rules. 0 are common, 6 are distinctive, and 1 is very specific to this project.
0
Common
Most of the 4 edited versions we read keep these.
6
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 16
Use this skill when you need to:
- Distinctive: line 18
Look up AWS service documentation, limits, or pricing
- Distinctive: line 23
Do NOT use for private or authenticated resources that require credentialed access.
- Very specific: line 27
Use WebFetch to retrieve content from a known URL.
- Distinctive: line 48
Always prefer Tier 1–2 sources.
- Distinctive: line 76
Not checking version relevance for library/framework guidance
- Distinctive: line 77
Not cross-referencing when sources conflict
“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
External Research
Overview
Guides systematic searching of external resources — official documentation, open-source repositories, and industry best practices. Ensures findings are reliable, current, and properly cited.
Usage
Use this skill when you need to:
- Look up AWS service documentation, limits, or pricing
- Research open-source library APIs, patterns, or known issues
- Find industry best practices or design patterns
- Evaluate third-party tools or frameworks
Do NOT use for private or authenticated resources that require credentialed access.
Tools
Use WebFetch to retrieve content from a known URL. When no URL is known, use WebSearch to find relevant public and internal sources, then WebFetch the pages identified.
Search Strategy
- Start broad, then narrow — begin with official docs, then drill into specifics
- Cross-reference multiple sources — never rely on a single blog post or answer
- Prefer official docs over community content — blogs and forums may be outdated or wrong
- Check version relevance — ensure docs match the version you're actually using
- Note recency — flag if content is older than 12 months for fast-moving technologies
Source Reliability
Ranked from most to least reliable:
| Tier | Source | Trust Level |
| 1 | Official documentation (AWS docs, library docs) | High — authoritative |
| 2 | GitHub repos (source code, issues, changelogs) | High — primary source |
| 3 | Stack Overflow (highly voted, accepted answers) | Medium — verify independently |
| 4 | Blog posts, tutorials, Medium articles | Low — cross-reference required |
Always prefer Tier 1–2 sources. Use Tier 3–4 only to supplement or when higher-tier sources lack coverage.
Output Format
- Cite URLs — include the full URL for every finding
- Summarize key findings — extract actionable insights, not full page content
- Note version and date — include the library/service version and when the source was published
- Flag conflicts — if sources disagree, present both sides with reliability tiers
- State applicability — note any caveats about environment, version, or scale
Example:
### Finding: S3 Event Notifications support SQS FIFO queues (since Nov 2023)
- **Source:** https://docs.aws.amazon.com/AmazonS3/latest/userguide/notification-how-to-event-types-and-destinations.html
- **Version:** Current (verified May 2025)
- **Confidence:** High (official AWS docs)Quality Gate
CRITICAL:
- Presenting information without citing the source URL
- Using Tier 4 sources as sole evidence for architectural decisions
IMPORTANT:
- Not checking version relevance for library/framework guidance
- Not cross-referencing when sources conflict
SUGGESTION:
- Could include additional alternative approaches from different sources
- Could note when a technology is changing rapidly and findings may become stale
Optional: Official Slack MCP
Optional: the researcher can also search Slack via the official Slack MCP — see docs/guides/slack-integration.md for setup.
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
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- 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.

