rag-query
Skill1 starsChanged 3 months agoMITView on GitHub
Use when querying D:/RAG for source-grounded evidence, RC status, candidate claims, conflict records, or read-only Evidence Packets with knowledge_space_id isolation.
2 other projects use a version of this.
Adopted by
Most recently taken up by
- chriswestt/claude-skillstheir own version, first seen Oct 9, 2026
- butchokoy25/lightrag-claude-skillstheir own version, first seen Apr 5, 2026
Other versions2 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 2
- butchokoy25/lightrag-claude-skills★ 2same name
- chriswestt/claude-skills★ 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 repository22 other files it gives its agents.
- analysis-skillSkill
- auto-testcase-generatorSkill
- create-agent-skillSkill
- create-skillSkill
- development-systemSkill
- domain-modelingSkill
- figma-rest-syncSkill
- grill-systemSkill
- grill-with-docsSkill
- rag-change-impactSkill
- rag-downstream-handoffSkill
- rag-governanceSkill
- rag-intakeSkill
- rag-schemaSkill
- rag-structure-fidelitySkill
- rag-systemSkill
- researchSkill
- session-handoffSkill
- skill-packagerSkill
- task-understanding-routerSkill
- ui-testSkill
- write-requirements-prdSkill
The file
We split this skill into the rules it gives an agent
4 rules. About 0 are common, 1 is distinctive, and 3 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈1
Distinctive · estimate
This author's own choices. Worth a look.
3
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 11
Search only INDEX.md, manifest, structured JSON, evidence JSON, and governance records.
- Distinctive: line 12
Do not summarize blocked materials.
- Very specific: line 18
Search structured files and evidence records in D:/RAG.
- Very specific: line 20
If formal use is requested and no confirmed_active RC exists, block the request.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Rag Query
Operating Rules
- Require
knowledge_space_idfor every query. - Search only
INDEX.md, manifest, structured JSON, evidence JSON, and governance records. - Do not summarize blocked materials.
- Return
need-reviewwhen evidence exists but RC is not confirmed.
Workflow
- Validate the requested
knowledge_space_idagainst manifest and source metadata. - Search structured files and evidence records in
D:/RAG. - Build an Evidence Packet with status, evidence refs, source refs, and blocked reason.
- If formal use is requested and no
confirmed_activeRC exists, block the request.
Validation
Run python D:\RAG\scripts\validate_rag_mvp.py.
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.

