smithery/llama-farm

common-skills

Best practices for the Common utilities package in LlamaFarm. Covers HuggingFace Hub integration, GGUF model management, and shared utilities.

Installation

$ npx skills add smithery/llama-farm --skill common-skills

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Package contents

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  • skill md SKILL.md 3,585 B
  • docs SUMMARY.md 163 B

History

  1. First recorded snapshot · 0 installs

SKILL.md

Common Skills for LlamaFarm

Best practices and code review checklists for the common/ package - shared Python utilities used across all LlamaFarm services.

Component Overview

Attribute Value
Path common/
Package llamafarm-common
Python 3.10+
Key Dependencies huggingface_hub, hf-transfer

Purpose

The common/ package provides shared functionality that needs to be consistent across multiple Python services:

  • Model file utilities (GGUF selection, quantization parsing)
  • HuggingFace Hub integration (listing, downloading)
  • Process management (PID files)

Shared Python Skills

This skill inherits all patterns from the shared Python skills:

Topic File Relevance
Patterns [../python-skills/patterns.md](../python-skills/patterns.md) Dataclasses, type hints, comprehensions
Typing [../python-skills/typing.md](../python-skills/typing.md) Type annotations, modern syntax
Testing [../python-skills/testing.md](../python-skills/testing.md) Pytest fixtures, mocking HuggingFace APIs
Errors [../python-skills/error-handling.md](../python-skills/error-handling.md) Custom exceptions, logging
Security [../python-skills/security.md](../python-skills/security.md) Path validation, safe file handling

Framework-Specific Checklists

Topic File Key Points
HuggingFace [huggingface.md](huggingface.md) Hub API, model download, caching, authentication

Module Structure

common/
├── pyproject.toml           # UV-managed dependencies
├── llamafarm_common/
│   ├── __init__.py          # Public API exports
│   ├── model_utils.py       # GGUF file utilities
│   └── pidfile.py           # PID file management
└── tests/
    └── test_model_utils.py  # Unit tests with mocking

Public API

Model Utilities

from llamafarm_common import (
    # Parse model:quantization syntax
    parse_model_with_quantization,
    # Extract quantization from filename
    parse_quantization_from_filename,
    # Select best GGUF file from list
    select_gguf_file,
    select_gguf_file_with_logging,
    # List GGUF files in HF repo
    list_gguf_files,
    # Download and get path to GGUF file
    get_gguf_file_path,
    # Default quantization preference order
    GGUF_QUANTIZATION_PREFERENCE_ORDER,
)

PID File Management

from llamafarm_common.pidfile import write_pid, get_pid_file

Review Checklist Summary

When reviewing code in common/:

  1. HuggingFace Integration (High priority)

- Proper error handling for network failures - Authentication token passed correctly - High-speed transfer enabled appropriately

  1. Model Selection (Medium priority)

- Quantization preference order maintained - Case-insensitive matching - Graceful fallback when preferred not available

  1. Testing (High priority)

- HuggingFace API calls mocked - Network isolation in tests - Edge cases covered (empty lists, missing files)

  1. Security (Medium priority)

- No token exposure in logs - Safe file path handling - Environment variable protection

See [huggingface.md](huggingface.md) for detailed HuggingFace-specific checklists.