vector-cluster
Cluster code by graph community detection via npx ruvector@0.2.25 hooks graph-cluster (spectral / Louvain)
- Installs
- 728
- Last 24h
- —
- Trending rank
- —
- Security
- Not audited
Install
Works with every agent the skills CLI supports.
npx skills add https://github.com/ruvnet/ruflo --skill vector-cluster- 01
Install
Run the command in your project. The CLI asks which agents to install for.
- 02
Describe the task
Ask your agent for something this skill covers. It loads vector-cluster automatically when relevant.
- 03
Review the result
The agent follows the SKILL.md steps, scripts and references bundled with the skill.
SKILL.md
The instructions your agent reads when the skill is triggered.
Vector Cluster
Cluster vectors in a namespace by semantic similarity using ruvector.
When to use
Use this skill when you have a collection of embeddings and want to discover natural groupings. Clustering reveals themes, identifies outliers, and helps organize large vector collections.
Steps
- Ensure ruvector@0.2.25 is available:
npm ls ruvector 2>/dev/null | grep '0.2.25' || npm install ruvector@0.2.25 - Run clustering — in ruvector@0.2.25 the only working clustering is via
hooks graph-cluster(spectral/Louvain over a code graph). The top-levelclustercommand is reserved for distributed cluster ops and is currently "Coming Soon" upstream.npx -y ruvector@0.2.25 hooks graph-cluster <files...> npx -y ruvector@0.2.25 hooks graph-mincut <files...> - Review output — JSON with cluster assignments, community labels, and edges. If you see
"graph.nodes is not iterable", runhooks initfirst to seed the graph state. - Store results:
mcp__plugin_ruflo-core_ruflo__memory_store({ key: "clusters-PROJECT-TIMESTAMP", value: "CLUSTER_ASSIGNMENTS", namespace: "vector-clusters" })
Interpreting results
- High cohesion (>0.85): tight, well-defined cluster
- Medium cohesion (0.6-0.85): related but diverse content
- Low cohesion (<0.6): loose grouping, try higher resolution
- Outliers: novel or anomalous files worth investigating
Caveats
cluster --namespace ... --k Nandcluster --densityare not valid in ruvector@0.2.25 — those flags fall through to the distributed-cluster command, which only accepts--status,--join,--leave,--nodes,--leader,--info.- For namespaced k-means over arbitrary embeddings, run k-means in your own code against vectors stored in AgentDB.
FAQ
What does the vector-cluster skill do?
Cluster code by graph community detection via npx ruvector@0.2.25 hooks graph-cluster (spectral / Louvain)
How do I install vector-cluster?
Run npx skills add https://github.com/ruvnet/ruflo --skill vector-cluster in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/vector-cluster/ (personal) or .claude/skills/vector-cluster/ (project).
Which AI agents can use vector-cluster?
Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.
Is vector-cluster safe to install?
No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.
Who maintains vector-cluster?
It is published by ruvnet in ruvnet/ruflo. It has 728 recorded installs.
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