mcp-zenml: Instructions file for Claude Code

CLAUDE.md

mcp-zenml CLAUDE.md is an instructions file for Claude Code from zenml-io/mcp-zenml. It costs 4,968 tokens per session, scanned A, original, MIT.

Repository instructions for working on zenml-io/mcp-zenml, including its commands, tests, formatting, type checks, and development workflow. MCP is a standard for connecting AI tools to external services.

In plain words
What is it for?
Running smoke, analytics, and unit tests; starting the ZenML MCP server locally; formatting and type-checking Python code; and checking dependency hashes and workflow security.
Why use it?
It gives a coding agent the project-specific steps needed to run checks and make changes consistently. This reduces guesswork about how to test, format, type-check, and run the server.

Instructions file for Claude Code

Written for Claude Code: the file is CLAUDE.md. Also seen: mentions CLAUDE.md; mentions Claude Code.

This is zenml-io/mcp-zenml's own configuration. It tells Claude Code how to work on mcp-zenml 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 mcp-zenml configures →

Reuse

Borrowing it

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

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.

agentmods badge for mcp-zenml CLAUDE.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/zenml-io/mcp-zenml/claude-md.svg)](https://agentmods.dev/instructions/zenml-io/mcp-zenml/claude-md)
Your own site
<a href="https://agentmods.dev/instructions/zenml-io/mcp-zenml/claude-md"><img src="https://agentmods.dev/badge/instructions/zenml-io/mcp-zenml/claude-md.svg" alt="Measured on agentmods" height="20"></a>
Per session 4,968 This file is loaded in full into every session.
When invoked 4,968 The same file — it is already loaded in full.
Security scan A 1 finding. 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 $0.04968 $0.04968
Opus 5 $0.02484 $0.02484
Sonnet 5 $0.00994 $0.00994
Haiku 4.5 $0.00497 $0.00497

Measured 8d ago against content hash b25ddcee6067, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

mcp-zenml CLAUDE.md scanned grade A with 1 finding 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.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

curl -s https://raw.githubusercontent.com/modelcontextprotocol/registry/main/pkg/model/constants.go | grep CurrentSchemaVersion
CLAUDE.md · 397 lines

How it starts

The opening of the file, as written. The whole thing — 397 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.

Commands

Testing and Development

  • Run smoke tests: uv run scripts/test_mcp_server.py server/zenml_server.py
  • Run analytics tests: uv run scripts/test_analytics.py --full-diagnostic
  • Run unit tests: uv run scripts/test_datetime_normalization.py
  • Format code: ./scripts/format.sh (uses ruff for linting/formatting + ty for type checking)
  • Run MCP server locally: uv run server/zenml_server.py
  • Type check only: uvx ty check (runs type checking without formatting)
  • Check PEP 723 dependency drift: python scripts/check_pep723_requirements.py
  • Validate hashed requirements: uv pip install --dry-run --require-hashes -r requirements.txt inside an active virtualenv (CI creates a throwaway Python 3.12 environment under the runner temp directory for this check)
  • Run workflow security scan: GH_TOKEN=$(gh auth token) uvx zizmor==1.25.2 --format=github --config=.github/zizmor.yml .github/workflows/

Code Quality

  • Format + Type Check: bash scripts/format.sh (runs ruff + ty)
  • Type Check Only: uvx ty check (uses configuration from pyproject.toml)
  • Recompile requirements: uv pip compile --generate-hashes --exclude-newer "7 days" --python-version 3.12 requirements.in -o requirements.txt
  • Check PEP 723 dependency drift: use the canonical command listed under Testing and Development above.
  • Validate hashed requirements: uv pip install --dry-run --require-hashes -r requirements.txt inside an active virtualenv

Development Workflow

IMPORTANT: Always use feature branches and pull requests for changes.

ALSO IMPORTANT: Before opening a PR or making a large commit, always run /simplify to review changed code for reuse opportunities, quality issues, and efficiency improvements. Fix any issues it finds before committing.

  1. Create a feature branch for any changes:
    git checkout -b feature/your-feature-name
    

Read the full file on GitHub · 397 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. 8d ago First seen · 397 lines · 4,968 tokens per session scan A b25ddcee6067

Subscribe to this mod's changes

mcp-zenml CLAUDE.md is an instructions file published in the GitHub repository zenml-io/mcp-zenml (49 stars, last pushed 14d ago), licensed MIT. It adds 4,968 tokens to every session, about $0.0248 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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