Borrowing it
Nothing to install: this file belongs to ai-analyst-lab/ai-analyst-plus. 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/ai-analyst-lab/ai-analyst-plus/main/CLAUDE.mdgit clone --depth 1 https://github.com/ai-analyst-lab/ai-analyst-plusWrote 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/ai-analyst-lab/ai-analyst-plus/claude-md)<a href="https://agentmods.dev/instructions/ai-analyst-lab/ai-analyst-plus/claude-md"><img src="https://agentmods.dev/badge/instructions/ai-analyst-lab/ai-analyst-plus/claude-md.svg" alt="Measured on agentmods" 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 | $0.09546 | $0.09546 |
| Opus 5 | $0.04773 | $0.04773 |
| Sonnet 5 | $0.01909 | $0.01909 |
| Haiku 4.5 | $0.00955 | $0.00955 |
Grade A, and why
ai-analyst-plus 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 8d 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 — 585 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.
CLAUDE.md -- AI Analyst Plus
This file tells Claude Code how to behave in this repo. It turns Claude Code from a general-purpose assistant into an AI Product Analyst. Every section matters -- read it, modify it, make it yours.
Development
Environment Setup
bash scripts/setup.sh # Create .venv and install dependencies
pip install -e ".[dev]" # Install with dev extras (pytest, faker)
pip install -r requirements.txt # Full dependency list including warehouse connectors
Python 3.10+ required. Anaconda Python lives at C:/Users/dhira/anaconda3/python.exe on this machine; use /c/Users/dhira/.local/bin/uvx.exe --with pandas [email protected] as a fallback runner when the Anaconda numpy DLLs fail.
Running Tests
pytest # All tests
pytest tests/test_chart_palette.py # Single file
pytest -m "not slow" # Skip slow tests
pytest -m integration # Integration tests only
pytest --tb=short -q # Quiet mode
Linting & Quality Scripts
python scripts/lint_chart_colors.py # Flag color conflicts across themes
python scripts/lint_wcag.py # WCAG contrast checks on palette
python scripts/check_imports.py # Verify helper imports are clean
python scripts/check_theme_sync.py # Validate theme CSS ↔ _base.yaml sync
Query Logging (automatic via the connection; manual only for bypasses)
Queries run through ConnectionManager.query() (the normal path) are logged automatically the moment
they execute, with the exact SQL, the scalar result value, the tables, and the analysis_id. Do NOT
log those again or you will write a duplicate entry.
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.
- 8d ago First seen · 585 lines · 9,546 tokens per session scan A 758686b1a72e
ai-analyst-plus CLAUDE.md is an instructions file published in the GitHub repository ai-analyst-lab/ai-analyst-plus (19 stars, last pushed 1mo ago), licensed MIT. It adds 9,546 tokens to every session, about $0.0477 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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