Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/tae2089/code-context-graph/ccg-docsnpx skills add tae2089/code-context-graph --skill ccg-docsgit clone --depth 1 https://github.com/tae2089/code-context-graphWhat 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 | $0.00023 | $0.00819 |
| Opus 5 | $0.00012 | $0.00409 |
| Sonnet 5 | $0.00005 | $0.00164 |
| Haiku 4.5 | $0.00002 | $0.00082 |
Grade A, and why
ccg-docs 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 2d 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 — 97 lines — stays where its author put it; the contents beside it link to each section on GitHub.
code-context-graph — Documentation & RAG Indexing
Generate Markdown documentation from code graphs, build RAG indexes for AI consumption, and lint documentation quality.
Subcommands
| Command | Description | Example |
|---|---|---|
docs [--out dir] |
Generate Markdown documentation | ccg docs --out docs |
lint [--out dir] |
8-category docs lint | ccg lint |
lint --strict |
Exit 1 on issues (for CI/pre-commit) | ccg lint --strict |
hooks install |
Install pre-commit git hook | ccg hooks install |
hooks install --lint-strict |
Install hook that blocks commit on issues | ccg hooks install --lint-strict |
MCP Tools (4)
| Tool | Description |
|---|---|
build_rag_index |
Build RAG index from docs and communities. Use namespace for namespace-specific docs; workspace remains a deprecated alias. |
get_rag_tree |
Navigate RAG document tree. Use namespace for namespace-specific doc-index.json; workspace remains a deprecated alias. |
get_doc_content |
Get documentation file content. Use namespace for namespace-scoped docs; workspace remains a deprecated alias. |
search_docs |
Search RAG document tree by keyword. Use namespace for namespace-specific searches; workspace remains a deprecated alias. |
Lint Categories (8)
| Category | Description |
|---|---|
| orphan | Doc files with no matching source code |
| missing | Source files with no documentation |
| stale | Docs outdated vs source (hash/timestamp mismatch) |
| unannotated | Functions lacking @intent/@domainRule annotations |
| contradiction | Doc content contradicting code signatures |
| dead-ref | @see tags pointing to non-existent functions |
| incomplete | Partial documentation (missing @param, @return) |
| drift | Doc structure diverged from code structure |
Usage Examples
Generate documentation
User: "문서 생성해줘"
→ ccg docs --out docs
→ Generates Markdown files for all modules
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.
- 2d ago First seen · 97 lines · 23 tokens per session scan A 2b6c420f411d
ccg-docs is a skill published in the GitHub repository tae2089/code-context-graph (17 stars, last pushed 11d ago), licensed MIT. It adds 23 tokens to every session and 819 once invoked, about $0.0001 per session on Opus 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.
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