adloop: Instructions file for Claude Code

CLAUDE.md

adloop CLAUDE.md is an instructions file for Claude Code from kLOsk/adloop. It costs 883 tokens per session, scanned A, original, MIT.

Repository instructions for AdLoop, an MCP server that connects Google Ads and Google Analytics 4 inside an integrated development environment. They describe its architecture, commands, testing, authentication, and operating rules.

In plain words
What is it for?
Use them when working on AdLoop's code, setting it up, running its server or tests, handling Google credentials, or changing its advertising and analytics integrations.
Why use it?
They give an AI coding agent the context needed to navigate and modify the project safely. They also document how to install, run, test, and synchronize its rules.

Instructions file for Claude Code

Written for Claude Code: the file is CLAUDE.md. Also seen: reads .claude/ paths.

This is kLOsk/adloop's own configuration. It tells Claude Code how to work on adloop 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 adloop configures →

Needs its repository: it reads a path above its own folder, which exists only inside the repository. The line is cd ../adloop-docs && uv run --project ../adloop python scripts/generate_tools.py.

Reuse

Borrowing it

Nothing to install: this file belongs to kLOsk/adloop. 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/kLOsk/adloop/main/CLAUDE.md
Clone the repo
git clone --depth 1 https://github.com/kLOsk/adloop

Made for: Claude Code.

Wrote 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.

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README.md
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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.

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Per session 883 This file is loaded in full into every session.
When invoked 883 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 $0.00883 $0.00883
Opus 5.5 $0.00353 $0.00353
Sonnet 5.5 $0.00177 $0.00177
Haiku 4.5 $0.00088 $0.00088

Measured 1mo ago against content hash bdc8526b8c73, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

adloop 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.

CLAUDE.md · 80 lines

How it starts

The opening of the file, as written. The whole thing — 80 lines — stays where its author put it; the contents beside it link to each section on GitHub.

AdLoop

MCP server connecting Google Ads + Reddit Ads + GA4 into one AI-driven feedback loop inside your IDE.

Quick Reference

uv sync                  # Install dependencies
uv run adloop init       # Interactive setup wizard
uv run adloop            # Start MCP server
pytest                   # Run tests
python scripts/sync-rules.py  # Sync rules: .cursor/rules/ -> .claude/rules/

Architecture

src/adloop/
├── __init__.py        # Entry point — routes 'adloop init' vs MCP server
├── server.py          # FastMCP server — all tool registrations + toolset tags
├── config.py          # Config loader (~/.adloop/config.yaml)
├── auth.py            # OAuth 2.0 (user-supplied credentials, headless fallback) + service accounts
├── cli.py             # Interactive setup wizard (own Google Cloud project + auto-discovery)
├── crossref.py        # Cross-reference tools (GA4 + Ads combined)
├── tracking.py        # Tracking validation + code generation
├── ga4/               # GA4 Data + Admin API (reports, realtime, events)
├── ads/               # Google Ads API (read, write, GAQL, forecasting, PMax, recommendations)
├── reddit/            # Reddit Ads API v3 (own OAuth app, REST client, reads, PAUSED-creating writes)
└── safety/            # Guards, previews, audit logging

Orchestration Rules

All tool usage rules, safety protocols, orchestration patterns, GAQL reference, GDPR awareness, and marketing best practices live in a single canonical file:

Read and follow .claude/rules/adloop.md for all AdLoop MCP tool orchestration.

That file is the complete guide for combining AdLoop's tools. It covers:

  • Tool inventory with parameters and when to use each
  • 9 safety rules (budget caps, dry-run defaults, Broad Match prevention, pre-write validation)
  • 16 orchestration patterns (performance review, PMax analysis, recommendations, ad creation, tracking diagnosis, etc.)
  • GAQL quick reference with syntax, common queries, and gotchas
  • GDPR consent awareness for EU markets
  • Ad copy character limits and marketing best practices

Read the full file on GitHub · 80 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. 1mo ago Changed · +2 lines · +57 tokens per session bdc8526b8c73
  2. 1mo ago Changed · +1 lines · +30 tokens per session 79ae5c39bf1e
  3. 2mo ago First seen · 77 lines · 796 tokens per session scan A cd3fbcc90103

Subscribe to this mod's changes

adloop CLAUDE.md is an instructions file published in the GitHub repository kLOsk/adloop (293 stars, last pushed 2d ago), licensed MIT. It adds 883 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 2026-08-30.

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