kepler-mcp-gitlab-server CLAUDE.md

kepler-mcp-gitlab-server CLAUDE.md is an instructions file for coding agents from ryan-rbw/kepler-mcp-gitlab-server. It costs 878 tokens per session, scanned A, original, MIT.

A repository guide for Claude Code, the coding assistant, covering a GitLab integration server and its development commands.

In plain words
What is it for?
Use it when working on this Python MCP server, an adapter that lets AI assistants use GitLab tools. It documents linting, type checking, security scans, tests, Docker builds, and server modes.
Why use it?
It gives the assistant project-specific instructions, so it can install dependencies, run checks, test changes, and start the server in the right way.

Instructions file

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add instructions/ryan-rbw/kepler-mcp-gitlab-server/claude-md
Clone the repo
git clone --depth 1 https://github.com/ryan-rbw/kepler-mcp-gitlab-server

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.

agentmods badge for kepler-mcp-gitlab-server CLAUDE.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/ryan-rbw/kepler-mcp-gitlab-server/claude-md.svg)](https://agentmods.dev/instructions/ryan-rbw/kepler-mcp-gitlab-server/claude-md)
Your own site
<a href="https://agentmods.dev/instructions/ryan-rbw/kepler-mcp-gitlab-server/claude-md"><img src="https://agentmods.dev/badge/instructions/ryan-rbw/kepler-mcp-gitlab-server/claude-md.svg" alt="Measured on agentmods" height="20"></a>
Per session 878 This file is loaded in full into every session.
When invoked 878 The same file — it is already loaded in full.
Security scan A 0 findings. Scan, not verified.
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 $0.00878 $0.00878
Opus 5 $0.00439 $0.00439
Sonnet 5 $0.00176 $0.00176
Haiku 4.5 $0.00088 $0.00088

Measured 3d ago against content hash 4c24187d41a6, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

kepler-mcp-gitlab-server 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 3d 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 · 104 lines

How it starts

The opening of the file, as written. The whole thing — 104 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

Kepler MCP GitLab Server - An MCP server providing GitLab integration tools for AI assistants.

This project was created from the kepler-mcp-server-template and implements GitLab-specific tools.

Build and Development Commands

# Install dependencies
pip install -e ".[dev]"

# Quality checks
make lint              # Ruff linting
make lint-fix          # Ruff with auto-fix
make typecheck         # Mypy strict type checking
make secscan           # Bandit + Safety security scans
make test              # Run all tests
make coverage          # Tests with coverage report
make check-all         # Run all checks in sequence

# Run single test file
pytest tests/test_config.py

# Run single test
pytest tests/test_config.py::TestConfig::test_default_values -v

# Run tests matching pattern
pytest -k "oauth" -v

# Server
make serve-stdio       # Run in stdio mode (Claude Desktop)
make serve-sse         # Run in SSE mode (ChatGPT connectors)

# Docker
make docker-lint       # Build lint stage (CI validation)
make docker-runtime    # Build production image

Architecture Overview

This is an MCP (Model Context Protocol) server template using FastMCP. The architecture supports two transport modes: stdio for local integrations and SSE for HTTP-based integrations.

Core Flow

  1. CLI (cli.py) → loads config → creates app via server.create_app() → runs transport
  2. server.py creates FastMCP instance, registers core tools + application tools
  3. transport.py handles stdio or SSE (Starlette/uvicorn) based on config

Key Extension Point

application.py is the primary extension point. To build a specific MCP server (GitLab, JIRA, etc.):

  • Implement tools in register_application_tools(app, config)
  • Extend Config model in config.py for application-specific fields
  • Use AuthStrategy from security.py for authenticated API calls

Read the full file on GitHub · 104 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. 3d ago First seen · 104 lines · 878 tokens per session scan A 4c24187d41a6

Subscribe to this mod's changes

kepler-mcp-gitlab-server CLAUDE.md is an instructions file published in the GitHub repository ryan-rbw/kepler-mcp-gitlab-server (0 stars, last pushed 9mo ago), licensed MIT. It adds 878 tokens to every session, about $0.0044 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 2026-08-31.

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