Home / terrylica / cc-skills · plugins/devops-tools/skills/mlflow-python/SKILL.md · GitHub

mlflow-python skillA

mlflow-python is agent-read markdown (skill) from terrylica/cc-skills: MLflow experiment tracking via Python API. TRIGGERS - MLflow metrics, log backtest, experiment tracking, search runs..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

# MLflow Python Skill

Unified read/write MLflow operations via Python API with QuantStats integration for comprehensive trading metrics.

**ADR**: [2025-12-12-mlflow-python-skill](/docs/adr/2025-12-12-mlflow-python-skill.md)

> **Note**: This skill uses Pandas (MLflow API requires it). The `mlflow-python` path is auto-skipped by the Polars preference hook.

> **Self-Evolving Skill**: This skill improves through use. If instructions are wrong, parameters drifted, or a workaround was needed — fix this file immediately, don't defer. Only update for real, reproducible issues.

## When to Use This Skill

**CAN Do**:

- Log backtest metrics (Sharpe, max_drawdown, total_return, etc.)
- Log experiment parameters (strategy config, timeframes)
- Create and manage experiments
- Query runs with SQL-like filtering
- Calculate 70+ trading metrics via QuantStats
- Retrieve metric history (time-series data)

**CANNOT Do**:

- Direct database access to MLflow backend
- Artifact storage management (S3/GCS configuration)
- MLflow server administration

## Prerequisites

### Authentication Setup

MLflow uses separate environment variables for credentials (NOT embedded in URI):

```bash
…

Read the whole file at its exact version.

How to install

Latest version
mdr add terrylica/cc-skills/mlflow-python@git:20260807.f7411d3
Exact content
mdr add terrylica/cc-skills/mlflow-python@sha256:01ef8687b7f8d792

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

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Versions

versioncommittedcommitsizeaudit
git:20260807.f7411d3 latest2026-08-07 f7411d3 7,398 BA view · diff
git:20260401.b664eaf2026-04-01 b664eaf 7,351 BA view · diff
git:20260401.6be22af2026-04-01 6be22af 7,129 BA view · diff
git:20260131.9e8006a2026-01-31 9e8006a 6,559 BA view · diff
git:20260126.01868e92026-01-26 01868e9 5,403 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (7398 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

terrylica/cc-skills · 74 stars · license MIT · pushed 2026-09-24 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ukvwk7tjh227jxqs
GET https://markdownregistry.com/api/v1/resolve?ref=terrylica/cc-skills/mlflow-python
GET https://markdownregistry.com/api/v1/blob/01ef8687b7f8d7920f9904530b037fca2835d1727448fecd27dd99057b1a73cd

Your agent does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

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