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Vector Cluster

技能 活跃

Cluster code by graph community detection via npx ruvector@0.2.25 hooks graph-cluster (spectral / Louvain)

目的

To help users discover natural groupings and themes within collections of code embeddings using advanced graph-based clustering techniques.

功能

  • Cluster code by graph community detection
  • Utilizes spectral and Louvain clustering algorithms
  • Integrates with `ruvector@0.2.25` via npx
  • Stores clustering results in memory

使用场景

  • Discovering themes in large codebases
  • Identifying outliers or anomalies in embeddings
  • Organizing and categorizing vector collections

非目标

  • Distributed cluster operations
  • Namespaced k-means clustering over arbitrary embeddings (requires custom code)
  • The top-level `cluster` command in ruvector, which is for distributed ops

工作流

  1. Ensure `ruvector@0.2.25` is available
  2. Run `npx ruvector@0.2.25 hooks graph-cluster` or `hooks graph-mincut` with input files
  3. Review the JSON output for cluster assignments and community labels
  4. Store results using `mcp__claude-flow__memory_store`

先决条件

  • ruvector@0.2.25 installed or installable via npm
  • Node.js environment

Trust

  • warning:Issues AttentionThe project has a high number of open issues (68) compared to closed issues (373) in the last 90 days, indicating slow response times.

Code Execution

  • info:ValidationInput validation is implied by the command-line arguments but not explicitly detailed via a schema library.
  • info:Error HandlingError handling details are not explicitly provided in the SKILL.md, though standard CLI/npm error reporting is expected.

Errors

  • info:Actionable error messagesWhile not explicitly detailed, standard npm/CLI error reporting is expected, but specific actionable messages for this skill are not detailed.

Practical Utility

  • info:Edge casesThe SKILL.md mentions a potential failure mode ('graph.nodes is not iterable') and its recovery ('run hooks init first'), but other edge cases are not detailed.

安装

请先添加 Marketplace

/plugin marketplace add ruvnet/ruflo
/plugin install ruflo-ruvector@ruflo

质量评分

95 /100
1 day ago 分析

信任信号

最近提交1 day ago
星标50.2k
许可证MIT
状态
查看源代码

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