bigquery-mcp: Instructions file for Claude Code

CLAUDE.md

bigquery-mcp CLAUDE.md is an instructions file for Claude Code from aicayzer/bigquery-mcp. It costs 870 tokens per session, scanned A, original, MIT.

A project instruction file for developing the BigQuery MCP project, a tool that connects agents to Google BigQuery. It covers task tracking, version numbering, code style, documentation, and commit messages.

In plain words
What is it for?
Use it while changing the project to update task lists and changelogs, choose version increments, write public documentation, organize code, and format commits.
Why use it?
It gives contributors shared rules for completing tasks, maintaining release notes and versions, and keeping the project's Python code organized.

Instructions file for Claude Code

Written for Claude Code: the file is CLAUDE.md.

This is aicayzer/bigquery-mcp's own configuration. It tells Claude Code how to work on bigquery-mcp itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything bigquery-mcp configures →

Reuse

Borrowing it

Nothing to install: this file belongs to aicayzer/bigquery-mcp. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/aicayzer/bigquery-mcp/main/CLAUDE.md
Clone the repo
git clone --depth 1 https://github.com/aicayzer/bigquery-mcp

Made for: Claude Code.

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Per session 870 This file is loaded in full into every session.
When invoked 870 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00870 $0.00870
Opus 5.5 $0.00348 $0.00348
Sonnet 5.5 $0.00174 $0.00174
Haiku 4.5 $0.00087 $0.00087

Measured 2mo ago against content hash 2a2f369d2de2, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

bigquery-mcp 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 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.

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.

CLAUDE.md · 141 lines

How it starts

The opening of the file, as written. The whole thing — 141 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Claude Development Guidelines

This document provides guidelines for Claude when working on the BigQuery MCP project.

Task Management

Working with TASKS.md

  1. Completing Tasks: When you complete a task, mark it as done by changing [ ] to [x]
  2. Version Batches: Once all tasks for a version are complete:
    • Remove completed tasks from TASKS.md
    • Update CHANGELOG.md with the version changes
    • Ask about incrementing the version number

Version Management

  • Pre-1.0 versions use 0.x.y format
  • Minor version (0.x.0) for new features/significant changes
  • Patch version (0.x.y) for bug fixes and minor improvements
  • When in doubt, ask whether changes warrant a new version

Code Style

Comments

  • Use inline comments sparingly, only where logic is non-obvious
  • Keep comments concise and to the point
  • No decorative comment blocks or ASCII art
  • Docstrings for all public functions/classes

Code Organization

  • Functions should do one thing well
  • Keep files focused and under 300 lines where possible
  • Use descriptive variable names, but concise where appropriate
  • Follow PEP 8 style guidelines

Git Commits

Commit Messages

  • Single line, imperative mood: "Add list_projects tool"
  • No emoji or decorative elements
  • Be specific but concise
  • Examples:
    • "Add BigQuery client initialization"
    • "Fix SQL validation for nested queries"
    • "Update dependencies to latest versions"

Commit Frequency

  • Logical, atomic commits
  • One feature/fix per commit where possible
  • Commit after completing each meaningful unit of work

Development Workflow

  1. Before Making Changes:

    • Review current TASKS.md
    • Ensure understanding of the specific task
    • Check for any blocking dependencies
  2. While Developing:

    • Write tests alongside implementation
    • Run tests frequently
    • Keep security in mind (no credentials in code)
  3. After Changes:

    • Update TASKS.md
    • Make appropriate git commit(s)
    • Update documentation if needed
    • Note any new tasks discovered

Read the full file on GitHub · 141 lines

Changes

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.

  1. 2mo ago First seen · 141 lines · 870 tokens per session scan A 2a2f369d2de2

Subscribe to this mod's changes

bigquery-mcp CLAUDE.md is an instructions file published in the GitHub repository aicayzer/bigquery-mcp (2 stars, last pushed 1y ago), licensed MIT. It adds 870 tokens to every session, about $0.0035 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 2026-08-31.

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