kyuna0312/LLM Wiki
skills/llm-wiki/SKILL.md
This skill should be used when the user says "build a wiki", "maintain a wiki", "ingest docs into wiki", "query my wiki", "set up llm wiki", "wiki-based knowledge base", "stop re-reading docs every session", "persistent knowledge base", or "compress my docs into wiki pages".
$ install --global
skillsauthnpx skillsauth add kyuna0312/kyuna_token_saver LLM WikiInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
Security Scan Results
3 of 9 scanners reported clean
Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
3
Scanners Passed
9
Scanners in report
Clean
TrivyContainer and dependency vulnerability scanner
95%
Clean
SemgrepStatic code analysis for vulnerabilities
95%
Clean
mcp-scan (Snyk)Model Context Protocol security validation
95%
Skipped
Snyk (dep)Open source security scanning
50%
Skipped
Socket.devSupply chain security analysis
50%
Skipped
VirusTotalMulti-engine malware detection
50%
Skipped
CrowdStrikeAdvanced threat intelligence
50%
Skipped
OSV-ScannerOpen Source Vulnerability database check
50%
Skipped
OWASP Dep-Check
50%
Last scanned: May 29, 2026, 2:23 AM134.2s2 files scanned
SKILL.md
- name:
- LLM Wiki
- description:
- This skill should be used when the user says "build a wiki", "maintain a wiki", "ingest docs into wiki", "query my wiki", "set up llm wiki", "wiki-based knowledge base", "stop re-reading docs every session", "persistent knowledge base", or "compress my docs into wiki pages".
- version:
- 1.0.0
LLM Wiki
Build and maintain a persistent wiki Claude can reference instead of re-ingesting raw documents each session. Derived from Karpathy's LLM Wiki pattern.
Why it works: Raw docs reloaded every session = wasted tokens. A wiki is a distilled, pre-summarized artifact — same knowledge, 10x lower token cost.
Architecture
raw-sources/ (immutable originals)
└── docs, PDFs, changelogs, README files
wiki/ (LLM-maintained markdown pages)
├── index.md ← content catalog
├── log.md ← append-only ingest/query log
└── [topic].md ← one page per concept
CLAUDE.md (tells Claude: "reference wiki/ instead of raw-sources/")
Setup
Create wiki directory at project root or ~/.claude/wiki/ for global:
mkdir -p wiki
echo "# Wiki Index\n\n## Pages\n" > wiki/index.md
echo "# Ingest Log\n" > wiki/log.md
Add to CLAUDE.md:
## Knowledge Base
Wiki at `wiki/`. Reference wiki pages instead of raw source files.
Do not re-read raw docs unless wiki page is missing or stale.
Operations
Ingest: Add New Source to Wiki
When user provides a doc, URL, or file to ingest:
- Read the source
- Identify 3-5 key concepts worth persisting
- Create or update
wiki/[topic].mdper concept (one page per topic) - Update
wiki/index.mdwith new pages - Append to
wiki/log.md:[DATE] INGEST: [source] → [pages updated]
Per wiki page format:
# [Topic]
_Last updated: [DATE] | Source: [origin]_
## Summary
[2-3 sentence distillation]
## Key Points
- [point 1]
- [point 2]
## Related
- [[other-wiki-page]]
Query: Answer from Wiki
When user asks a question:
- Search
wiki/index.mdfor relevant pages - Read matching wiki pages
- Synthesize answer with citations:
(wiki/[page].md) - If the answer reveals new insight worth keeping, create a new wiki page for it
- Append to
wiki/log.md:[DATE] QUERY: [question] → [pages used]
Lint: Health Check
Periodically check wiki integrity:
Contradictions: pages with conflicting claims
Stale pages: last updated > 90 days AND source has changed
Orphaned pages: not referenced in index.md
Missing links: [[references]] with no matching file
Report format:
WIKI HEALTH
===========
Pages: [N]
Last ingest: [DATE]
Issues found:
- [issue 1]
- [issue 2]
Recommendation: [action]
Token Savings Estimate
| Approach | Tokens per session | |----------|--------------------| | Re-read raw 50-page doc | ~15,000 tokens | | Reference 3 wiki pages | ~600 tokens | | Savings | ~96% |
Integration with context_forge
- Run
/estimate-tokensafter wiki setup to measure baseline - Add
wiki/reference to CLAUDE.md using/optimize-claudemd - Session-start hook warns if raw docs loaded but wiki exists
Additional Resources
references/wiki-patterns.md— Page templates and multi-project wiki setups
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