Borrowing it
Nothing to install: this file belongs to CatChen/knowledge-wiki-template. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/CatChen/knowledge-wiki-template/main/.claude/skills/knowledge-wiki-cluster/SKILL.mdgit clone --depth 1 https://github.com/CatChen/knowledge-wiki-templateWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/catchen/knowledge-wiki-template/knowledge-wiki-cluster)<a href="https://agentmods.dev/skills/catchen/knowledge-wiki-template/knowledge-wiki-cluster"><img src="https://agentmods.dev/badge/skills/catchen/knowledge-wiki-template/knowledge-wiki-cluster/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/catchen/knowledge-wiki-template/knowledge-wiki-cluster"><img src="https://agentmods.dev/badge/skills/catchen/knowledge-wiki-template/knowledge-wiki-cluster.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00111 | $0.04660 |
| Opus 5.5 | $0.00044 | $0.01864 |
| Sonnet 5.5 | $0.00022 | $0.00932 |
| Haiku 4.5 | $0.00011 | $0.00466 |
Grade A, and why
knowledge-wiki-cluster scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 283 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Knowledge Wiki Cluster
Detect clusters of concepts that share an implied parent slug, then decide for each child whether to fold (merge content into parent and delete the child) or link (keep the child as a standalone concept linked to the parent). The goal is to reduce total concept count by absorbing thin, redundant, or retired sub-concepts into a parent article.
Two cluster types are handled:
- New-parent (
parentExists: false): the implied parent concept does not exist yet — create it, then fold/link/merge children. - Existing-parent (
parentExists: true): the implied parent already exists and these children have not yet been dismissed — fold/link/merge each one.
For new-parent clusters, each concept is grouped under its non-existing prefix ancestors up to (but not including) its nearest existing ancestor — so apple-watch-ultra forms an [apple-watch] cluster when apple-watch.md is absent, even if apple.md exists. For existing-parent clusters, the concept is grouped directly at its nearest existing ancestor. Presents one cluster at a time with a batch recommendation — you confirm, override, or dismiss.
Within a cluster, children may also be merged into each other (sibling merging) before any folding into the parent. A child judged not worth folding into the parent — an Anchor — can absorb another child's content if that child — a Fold-candidate — is a strict subset of the Anchor's content. The absorbed Fold-candidate is merged into the Anchor and deleted; the Anchor is recommended to stay standalone and is not expected to be folded into the parent.
Steps
1. Establish the working directory
The knowledge base root is the Git repository root. Run git rev-parse --show-toplevel and store the result as KNOWLEDGE_PATH.
2. Find clusters
Run:
node {KNOWLEDGE_PATH}/scripts/wiki/candidates.mjs find-implied-parent-concepts
This outputs { "clusters": [...] } sorted deepest first (most hyphens in impliedParent), with ties broken by cluster size descending. Both new-parent and existing-parent clusters are interleaved in this single ordering. Each entry has:
impliedParent— the parent slugchildren— array of{ path, dismissed }objects, wherepathis the concept file path (e.g.Wiki/Concepts/audi-etron.md) anddismissedistrueif this child was previously dismissed from this cluster pair,falseotherwiseparentExists—falseif the parent concept needs to be created;trueif it already exists
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 283 lines · 111 tokens per session scan A e3050de091aa
knowledge-wiki-cluster is a skill published in the GitHub repository CatChen/knowledge-wiki-template (106 stars, last pushed 4mo ago), licensed MIT. It adds 111 tokens to every session and 4,660 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
knowledge-wiki-cluster compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| knowledge-wiki-clusterCatChen/knowledge-wiki-template | Skill | 106 | 4mo ago | MIT | A | 111 | Claude Code |
| knowledge-ingestopenclaw/openclaw | Skill | 394k | yesterday | MIT | A | 80 | Claude Code, Codex |
| mem0-oss-to-platformmem0ai/mem0 | Skill | 68k | 2d ago | Apache-2.0 | A | 217 | Claude Code, Codex |
| forgetasgeirtj/system_prompts_leaks | Skill | 71k | 2d ago | CC0-1.0 | A | 74 | Claude Code, Codex |
| Cortexdanielmiessler/LifeOS | Skill | 20k | yesterday | MIT | A | 184 | Claude Code |
| memoryopensquilla/opensquilla | Skill | 7.1k | 6d ago | Apache-2.0 | A | 44 | Claude Code, Codex |
| ha-data-storesshiwenwen/hope-agent | Skill | 1.9k | yesterday | MIT | A | 115 | Claude Code, Codex |