Borrowing it
Nothing to install: this file belongs to qnguyen3/qqcode. 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/qnguyen3/qqcode/main/CLAUDE.mdgit clone --depth 1 https://github.com/qnguyen3/qqcodeWrote 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/qnguyen3/qqcode/claude-md)<a href="https://agentmods.dev/instructions/qnguyen3/qqcode/claude-md"><img src="https://agentmods.dev/badge/instructions/qnguyen3/qqcode/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/qnguyen3/qqcode/claude-md"><img src="https://agentmods.dev/badge/instructions/qnguyen3/qqcode/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 | $0.00775 | $0.00775 |
| Opus 5.5 | $0.00310 | $0.00310 |
| Sonnet 5.5 | $0.00155 | $0.00155 |
| Haiku 4.5 | $0.00077 | $0.00077 |
Grade A, and why
qqcode CLAUDE.md 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 1mo 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 — 89 lines — stays where its author put it; the contents beside it link to each section on GitHub.
CLAUDE.md
This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
Project Overview
QQcode is an open-source CLI coding assistant. It provides a conversational interface to codebases with tools for file manipulation, code searching, version control, and command execution.
Development Commands
# Install dependencies
uv sync --all-extras
# Run the CLI locally
uv run qqcode
# Run all tests (parallel by default)
uv run pytest
# Run a specific test file
uv run pytest tests/test_agent_tool_call.py
# Run tests with verbose output
uv run pytest -v
# Linting (check only)
uv run ruff check .
# Linting (auto-fix)
uv run ruff check --fix .
# Format code
uv run ruff format .
# Type checking
uv run pyright
# Run all pre-commit hooks
uv run pre-commit run --all-files
Architecture
Package Structure
-
vibe/cli/- CLI entry point and Textual-based TUIentrypoint.py- Main entry point (qqcodecommand)textual_ui/- Textual app, widgets, and event handlersautocompletion/- Path and slash command autocompletion
-
vibe/core/- Core agent logicagent.py- MainAgentclass orchestrating LLM interactions and tool executionconfig.py-VibeConfigsettings loaded fromconfig.tomlwith Pydantictools/- Tool system (base classes, manager, built-in tools, MCP integration)llm/- LLM backend abstraction (supports multiple providers)middleware.py- Request/response middleware (auto-compact, context warnings, limits)prompts/- System prompt templates (markdown files)
-
vibe/acp/- Agent Client Protocol server implementation- Exposes QQcode as an ACP-compatible agent
-
vibe/setup/- First-run onboarding flow
Key Components
Agent (vibe/core/agent.py): Central orchestrator that manages conversation flow, streams LLM responses, executes tools, and handles middleware pipeline.
Tool System (vibe/core/tools/):
BaseTool- Generic base class using Pydantic for args/result validationToolManager- Discovers and instantiates tools from built-in and custom directories- Built-in tools:
bash,grep,read_file,write_file,edit,todo - MCP tools are dynamically created via proxy classes
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.
- 1mo ago First seen · 89 lines · 775 tokens per session scan A 9b211ddd62d9
qqcode CLAUDE.md is an instructions file published in the GitHub repository qnguyen3/qqcode (54 stars, last pushed 9mo ago), licensed Apache-2.0. It adds 775 tokens to every session, about $0.0031 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.
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