semantic-search
Skill25 starsChanged 7 days agoMITView on GitHub
Search vault notes by meaning with local embeddings. Use when finding similar notes, searching notes semantically, or recalling what you wrote about.
5 other projects use a version of this.
Adopted by
Most recently taken up by
- myths-labs/musetheir own version, first seen Nov 6, 2026
- vrppaul/semantic-code-mcptheir own version, first seen Nov 1, 2026
- stevemarksava/superteamtheir own version, first seen Sep 4, 2026
- ZhuBit/cowork-semantic-searchtheir own version, first seen Mar 24, 2026
- ahmedibrahim085/Claude-Multi-Agent-Research-System-Skilltheir own version, first seen Dec 10, 2025
Other versions5 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 5
- myths-labs/muse★ 38same name
- ZhuBit/cowork-semantic-search★ 28same name
- ahmedibrahim085/Claude-Multi-Agent-Research-System-Skill★ 11same name
- vrppaul/semantic-code-mcp★ 4same name
- stevemarksava/superteam★ 1same 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 repository71 other files it gives its agents.
- CLAUDE.mdCLAUDE.md
- docs/llms.txtllms.txt
- llms.txtllms.txt
- agent-fitnessSkill
- body-checkSkill
- briefSkill
- capsule-compactSkill
- closeSkill
- codex-adapterSkill
- cognitive-updateSkill
- comms-summarizeSkill
- compact-noteSkill
- context-capsuleSkill
- context-hygieneSkill
- critique-planSkill
- decideSkill
- deep-reconSkill
- DiagnoseSkill
- digestSkill
- dreamSkill
- EnvelopeSkill
- find-weaknessSkill
- First 10 MovesSkill
- first-winSkill
- frontend-slidesSkill
- Honesty CheckSkill
- humanize-docsSkill
- impeccableSkill
- learn-from-failureSkill
- LearnSkill
- memory-bridgeSkill
- meta-improveSkill
- meta-improve-vaultSkill
- nightly-close-paritySkill
- nightly-ledger-captureSkill
- nightlySkill
- openSkill
- operator-setupSkill
- orientSkill
- pauseSkill
- ponytailSkill
- port-specSkill
- PromoteSkill
- reconcileSkill
- research-deepSkill
- resumeSkill
- Sandbox RoutingSkill
- scout-vaultSkill
- Self-ReviewSkill
- setupSkill
- ship-adapterSkill
- Skill AuditSkill
- skill-huntSkill
- skill-recallSkill
- solution-huntSkill
- sprite-specSkill
- startSkill
- statusSkill
- StuckSkill
- supersedeSkill
- The first 60 shown.
The file
We split this skill into the rules it gives an agent
2 rules. 0 are common, 1 is distinctive, and 1 is very specific to this project.
0
Common
Most of the 5 edited versions we read keep these.
1
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
- Very specific: line 9
Search the Obsidian vault by meaning, not just keywords.
- Distinctive: line 33
If your vault also holds client work, deal notes, or anything under NDA, keep it out of the index:
“Common” is measured: kept by at least 6 in 10 of the 5 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
Vault Semantic Search
Search the Obsidian vault by meaning, not just keywords. Uses local all-MiniLM-L6-v2 model — no API calls, no data leaves your machine.
Usage
# Search by meaning
node daemons/semantic-search/search-vault.js "your query here"
# Re-index (run after significant vault changes)
node daemons/semantic-search/embed-vault.js
# Re-index only changed files
node daemons/semantic-search/embed-vault.js --changed-onlySetup
bash install.sh --target <vault> # installs or repairs the dependencies safely
cd daemons/semantic-search && node embed-vault.js # Initial index (~30 seconds)Confidential-class deny list
If your vault also holds client work, deal notes, or anything under NDA, keep it out of the index:
cd daemons/semantic-search
cp index-deny.example.json index-deny.json
# then edit index-deny.json and list your own foldersEach entry in deny_prefixes is a vault-relative path prefix, matched case-insensitively and with either slash style. embed-vault.js drops matching files before they are embedded, so their text never reaches embeddings.json (which stores note excerpts in plaintext). search-vault.js re-checks the same list at query time, so an index built before you added a prefix still can't return one.
Only index-deny.example.json is tracked by git. Your index-deny.json is gitignored, because the names of your confidential folders are themselves confidential. With no index-deny.json at all, both scripts index and search everything and print a notice on stderr saying so. If the file exists but can't be read or parsed, they exit non-zero instead of falling back to an unfiltered index. Add a prefix the same session confidential material enters your vault, then re-run embed-vault.js: it also purges anything already indexed under a newly added prefix.
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.

