Borrowing it
Nothing to install: this file belongs to gacabartosz/seo-gaca-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.
curl -O https://raw.githubusercontent.com/gacabartosz/seo-gaca-mcp/main/CLAUDE.mdgit clone --depth 1 https://github.com/gacabartosz/seo-gaca-mcpWrote 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/gacabartosz/seo-gaca-mcp/claude-md)<a href="https://agentmods.dev/instructions/gacabartosz/seo-gaca-mcp/claude-md"><img src="https://agentmods.dev/badge/instructions/gacabartosz/seo-gaca-mcp/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/gacabartosz/seo-gaca-mcp/claude-md"><img src="https://agentmods.dev/badge/instructions/gacabartosz/seo-gaca-mcp/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 | $0.00571 | $0.00571 |
| Opus 5.5 | $0.00228 | $0.00228 |
| Sonnet 5.5 | $0.00114 | $0.00114 |
| Haiku 4.5 | $0.00057 | $0.00057 |
Grade A, and why
seo-gaca-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.
How it starts
The opening of the file, as written. The whole thing — 44 lines — stays where its author put it; the contents beside it link to each section on GitHub.
SEO GACA MCP — Claude Code Conventions
GEO · Audit · Crawl · Analyze
Architecture
- Python FastMCP server:
src/gaca/server.py(all @mcp.tool() definitions) core/— shared infrastructure (collectors, parsers, analyzers, lighthouse, config)tools/— 1 module per SEO domain (technical, content, schema, security, links, etc.)geo/— GEO (Generative Engine Optimization) — AI search citation optimizationdata/— bundled reference data (JSON/TXT)
Key Patterns
- Every tool function:
def tool_name(params) -> dictreturning{"status": "success/error", "data": {...}, ...} - NEVER print() to stdout — breaks MCP stdio transport. Use
logging.getLogger(__name__) - All HTTP fetching through
core/collectors.py - All HTML parsing through
core/parsers.py - Graceful degradation: missing Lighthouse → fallback timing, missing API key → helpful message
- Type hints on all public functions
Build & Test
uv run pytest tests/ -x # Run tests
uv run ruff check src/ # Lint
# Verify MCP tools registration:
printf '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{"protocolVersion":"2024-11-05","capabilities":{},"clientInfo":{"name":"test","version":"1.0"}}}\n{"jsonrpc":"2.0","method":"notifications/initialized"}\n{"jsonrpc":"2.0","id":2,"method":"tools/list"}\n' | uv run seo-gaca-mcp 2>/dev/null
Current State (v0.3.0)
- 37 tools registered and fully implemented
- Performance: Lighthouse + CWV + INP + TTFB
- core/: collectors, parsers, analyzers, lighthouse, config
- tools/: technical, content, schema, security, links, accessibility, international, local_seo, media, competitor, topic_clusters, js_rendering, logs, gsc, dashboard, reporting
- geo/: analyzer, optimizer, platforms, robots_ai, checklist
Implementation Pattern
Each tool follows:
# 1. Use gaca.core.collectors to fetch HTML/headers/robots
# 2. Use gaca.core.parsers to extract structured data
# 3. Implement domain-specific analysis logic
# 4. Return dict: {status, url, timestamp, data, issues, score, recommendations}
# 5. NEVER print to stdout
# 6. Type hints on all public functions
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 · 44 lines · 571 tokens per session scan A d84426480756
seo-gaca-mcp CLAUDE.md is an instructions file published in the GitHub repository gacabartosz/seo-gaca-mcp (1 stars, last pushed 8mo ago), licensed MIT. It adds 571 tokens to every session, about $0.0023 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.
seo-gaca-mcp CLAUDE.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| seo-gaca-mcp CLAUDE.mdgacabartosz/seo-gaca-mcp | Instructions file | 1 | 8mo ago | MIT | A | 571 | Claude Code |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 9,719 | GitHub Copilot |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 5,516 | 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 | today | MIT | A | 4,680 | Codex, OpenCode |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 3,093 | GitHub Copilot |
| vscode model-prompts.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 2,022 | GitHub Copilot |