Borrowing it
Nothing to install: this file belongs to sughosh-pocketfm/kbask. 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/sughosh-pocketfm/kbask/main/CLAUDE.mdgit clone --depth 1 https://github.com/sughosh-pocketfm/kbaskWrote 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/instructions/sughosh-pocketfm/kbask/claude-md)<a href="https://agentmods.dev/instructions/sughosh-pocketfm/kbask/claude-md"><img src="https://agentmods.dev/badge/instructions/sughosh-pocketfm/kbask/claude-md/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/instructions/sughosh-pocketfm/kbask/claude-md"><img src="https://agentmods.dev/badge/instructions/sughosh-pocketfm/kbask/claude-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.03623 | $0.03623 |
| Opus 5.5 | $0.01449 | $0.01449 |
| Sonnet 5.5 | $0.00725 | $0.00725 |
| Haiku 4.5 | $0.00362 | $0.00362 |
Grade B, and why
kbask CLAUDE.md scanned grade B with 1 finding 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.
Reads agent configuration directoriesmediumAgent snooping
.claude/, .codex/, .gemini/ hold keys, settings and other credentials a mod has no legitimate need for.
│ │ ├── codex.py # writes ~/.codex/config.toml How it starts
The opening of the file, as written. The whole thing — 330 lines — stays where its author put it; the contents beside it link to each section on GitHub.
CLAUDE.md — kbask
Guidance for Claude Code (and other AI agents) working in this repo.
What this project is
kbask is a single Python MCP (Model Context Protocol) server that
joins two upstream code-analysis tools into one MCP endpoint:
- Graphify — deterministic tree-sitter AST graph (calls, imports, ownership). Tells you where things are.
- Understand-Anything — LLM-derived semantic knowledge graph (purpose, domain, onboarding narrative). Tells you why things exist.
The product value is the hybrid layer (ask / trace / onboard),
which queries the structural graph and decorates the result with the
semantic graph's narrative. The host LLM (Claude / Codex / Gemini) does
the synthesis — kbask itself never calls a model.
Host-agnostic: works in any MCP-compatible client (Claude Code, Codex CLI, Gemini CLI, AGY future).
Public repo: https://github.com/sughosh-pocketfm/kbask.
PyPI name target: kbask (fallback kbask).
Critical mental model
Graphify is a self-running CLI; Understand-Anything is not.
graphify update .runs deterministically — tree-sitter parses, writesgraphify-out/graph.json. Cheap, fast, idempotent.- Understand-Anything has no analyzer binary. Its knowledge graph is
built by an LLM following prompts shipped in the Claude Code plugin
(
auto-update-prompt.md). The output lives at<repo>/.understand-anything/knowledge-graph.json.
So kbask update does not rebuild the semantic graph from scratch. It:
- Runs
graphify updatefor the structural side. - Mirrors the upstream
.understand-anything/knowledge-graph.jsonintokbask-out/knowledge-graph.jsonif present. - Tracks per-file content hashes in
kbask-out/meta.jsonfor incremental change detection.
If .understand-anything/ is absent, structural tools still work; the
semantic tools return a clean not built error pointing the user at the
right command in their host (/understand-update in Claude Code).
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 · 330 lines · 3,623 tokens per session scan B 9dfd87b6b7c1
kbask CLAUDE.md is an instructions file published in the GitHub repository sughosh-pocketfm/kbask (0 stars, last pushed 2mo ago), licensed MIT. It adds 3,623 tokens to every session, about $0.0145 per session on Opus 5.5. A static security scan graded it B with 1 finding (reads agent configuration directories). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
kbask CLAUDE.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| kbask CLAUDE.mdsughosh-pocketfm/kbask | Instructions file | 0 | 2mo ago | MIT | B | 3,623 | Claude Code |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | yesterday | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | yesterday | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |