query
Skill8 starsChanged 4 months agoMITView on GitHub
Answer a question by searching the wiki: read index.md, find relevant pages, synthesize an answer with [[wikilink]] citations, file the answer in wiki/_queries/, update log.md. Trigger: 'query [question]' or a direct knowledge-base question.
38 other projects use a version of this.
Adopted by
Most recently taken up by
- hydra-db/hydradb-claude-codetheir own version, first seen Nov 8, 2026
- justmytwospence/strava-mcptheir own version, first seen Nov 8, 2026
- levi-qiao/obsidian-llm-wikitheir own version, first seen Nov 8, 2026
- prdlk/skillstheir own version, first seen Nov 1, 2026
- honeydew-ai/honeydew-ai-coding-agents-pluginstheir own version, first seen Nov 1, 2026
- aibtcdev/skillstheir own version, first seen Oct 26, 2026
Used with
Projects with it also use attach-db, install-duckdb and 7 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.
duckdbSkillattach-db
Attach a DuckDB database file for use with /duckdb-skills:query. Explores the schema (tables, columns, row counts) and writes a SQL state file so subsequent queries can restore this session automatically via duckdb -init.
Also in 3 projects that use this
carlopiSkillinstall-duckdb
Install or update DuckDB extensions. Each argument is either a plain extension name (installs from core) or name@repo (e.g. magic@community). Pass --update to update extensions instead of installing.
Also in 3 projects that use this
carlopiSkillread-file
Read and explore any data file (CSV, JSON, Parquet, Avro, Excel, spatial, …) by filename only — resolves the path automatically. Uses DuckDB + the magic extension for format auto-detection. Installs magic if needed.
Also in 4 projects that use this
seongjaeryuSkillsave
Complete and save your current thinking to Bindly
Also in 4 projects that use this
AnthropicSkillstart
Set up your bio-research environment and explore available tools. Use when first getting oriented with the plugin, checking which literature, drug-discovery, or visualization MCP servers are connected, or surveying available analysis skills before starting a new project.
Also in 4 projects that use this
MicrosoftSkilldoctor
Diagnose an Amplifier CLI environment through the CLI doctor agent. USE WHEN a user requests CLI runtime, settings or missing-capability inspection. DO NOT USE for project bugs or other hosts.
Also in 3 projects that use this
Other versions38 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 38
- garrytan/gbrain★ 32ksame name
- facebookincubator/velox★ 4.3ksame name
- jason-effi-lab/karpathy-llm-wiki-vault★ 718same name
- duckdb/duckdb-skills★ 598same name
- ArtemXTech/claude-code-obsidian-starter★ 225same name
- HurricaHjz/SecondSelf★ 156same name
- romarayt/raytsystem-public-os★ 140same name
- HurricaHjz/second-yourself★ 105same name
- StarRocks/starrocks-debug-skills★ 77same name
- MetamusicX/zissa-wiki★ 58same name
28 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.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- demo-project/CLAUDE.mdCLAUDE.md
- project-template/CLAUDE.mdCLAUDE.md
- .github/copilot-instructions.mdCopilot instructions
- close-weekSkill
- end-sessionSkill
- ingestSkill
- lintSkill
- new-engagementSkill
- plan-weekSkill
- project-statusSkill
- review-sessionsSkill
The file
We split this skill into the rules it gives an agent
5 rules. 0 are common, 2 are distinctive, and 3 are very specific to this project.
0
Common
Most of the 31 edited versions we read keep these.
2
Distinctive
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
- Distinctive: line 8
When the user asks a question about the knowledge base or says "query":
- Very specific: line 12
If memory/schema.md exists in the current workspace, use memory/.
- Very specific: line 15
If no folder containing both schema.md and index.md resolves, report the missing path and stop.
- Distinctive: line 17
All paths below are relative to that memory root.
- Very specific: line 27
Update
wiki/_queries/_index.md: if a new page was filed
“Common” is measured: kept by at least 6 in 10 of the 31 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
Query Wiki
When the user asks a question about the knowledge base or says "query":
Resolve the memory root
- If
memory/schema.mdexists in the current workspace, usememory/. - Else if
schema.mdexists, use the current directory. - Else follow the memory-wiki path declared in
AGENT.md. - If no folder containing both
schema.mdandindex.mdresolves, report the missing path and stop.
All paths below are relative to that memory root.
- Read
index.mdfirst — scan the content catalog for relevant pages - Read relevant pages in full — don't skip or summarize prematurely
- Synthesize an answer with
[[wikilink]]citations to source pages - If the answer is valuable, file it as a new page in
wiki/_queries/:- YAML frontmatter: title, category: queries, tags, question, date_created
- The synthesized answer as the body
## Sourceslisting the pages referenced
- Update
log.md:- **{timestamp}** | QUERY | "{question}" | filed_as: {path} - Update
wiki/_queries/_index.mdif a new page was filed
Present the answer with citations.
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.

