Qwen Mtp Gguf
R6410418/Jackrong-llm-finetuning-guide
Complete agent-ready workflow for Qwen-family MTP or nextn GGUF conversion and release.
Best practices for the Common utilities package in LlamaFarm.
$ npx skills add llama-farm/llamafarm --skill common-skills -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install llama-farm/llamafarm common-skills --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/llama-farm/llamafarm.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/common-skills .claude/skills/common-skills && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "common-skills" agent skill from https://github.com/llama-farm/llamafarm/tree/main/.claude/skills/common-skills into .claude/skills/common-skills/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "common-skills", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/llama-farm/llamafarm/tree/main/.claude/skills/common-skillsType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add llama-farm/llamafarm --skill common-skills -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install llama-farm/llamafarm common-skills --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/llama-farm/llamafarm.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/common-skills .agents/skills/common-skills && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "common-skills" agent skill from https://github.com/llama-farm/llamafarm/tree/main/.claude/skills/common-skills into .agents/skills/common-skills/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "common-skills", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add llama-farm/llamafarm --skill common-skills -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install llama-farm/llamafarm common-skills --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/llama-farm/llamafarm.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/common-skills .cursor/skills/common-skills && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "common-skills" agent skill from https://github.com/llama-farm/llamafarm/tree/main/.claude/skills/common-skills into .cursor/skills/common-skills/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "common-skills", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/llama-farm/llamafarm.git --path .claude/skills/common-skills--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add llama-farm/llamafarm --skill common-skills -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install llama-farm/llamafarm common-skills --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/llama-farm/llamafarm.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/common-skills .gemini/skills/common-skills && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "common-skills" agent skill from https://github.com/llama-farm/llamafarm/tree/main/.claude/skills/common-skills into .gemini/skills/common-skills/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "common-skills", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install llama-farm/llamafarm common-skillsInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add llama-farm/llamafarm --skill common-skills -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/llama-farm/llamafarm.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/common-skills .github/skills/common-skills && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "common-skills" agent skill from https://github.com/llama-farm/llamafarm/tree/main/.claude/skills/common-skills into .github/skills/common-skills/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "common-skills", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add llama-farm/llamafarm --skill common-skills -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install llama-farm/llamafarm common-skills --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/llama-farm/llamafarm.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/common-skills .opencode/skills/common-skills && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "common-skills" agent skill from https://github.com/llama-farm/llamafarm/tree/main/.claude/skills/common-skills into .opencode/skills/common-skills/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "common-skills", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
common-skillsBest practices for the Common utilities package in LlamaFarm.
Common Skills is an agent skill from llama-farm/llamafarm. Best practices for the Common utilities package in LlamaFarm. Covers HuggingFace Hub integration, GGUF model management, and shared utilities.
Its SKILL.md is about 890 tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `huggingface.md`).
It sits in AI & LLM Engineering. It works with Hugging Face, llama.cpp and Python. The repository describes itself as: Deploy any AI model, agent, database, RAG, and pipeline locally or remotely in minutes. The licence is Apache-2.0.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 6244d46. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
ReadGrepGlobFrom allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are python).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Common Skills loads about 885 tokens when it runs. Until then it costs about 39 tokens; SKILL.md has 223 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from llama-farm/llamafarm at commit 6244d46, republished under its Apache-2.0 licence (© llama-farm). 223 words, ~885 tokens.
.claude/skills/common-skills/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Best practices and code review checklists for the common/ package - shared Python utilities used across all LlamaFarm services.
| Attribute | Value |
|---|---|
| Path | common/ |
| Package | llamafarm-common |
| Python | 3.10+ |
| Key Dependencies | huggingface_hub, hf-transfer |
The common/ package provides shared functionality that needs to be consistent across multiple Python services:
This skill inherits all patterns from the shared Python skills:
| Topic | File | Relevance |
|---|---|---|
| Patterns | ../python-skills/patterns.md | Dataclasses, type hints, comprehensions |
| Typing | ../python-skills/typing.md | Type annotations, modern syntax |
| Testing | ../python-skills/testing.md | Pytest fixtures, mocking HuggingFace APIs |
| Errors | ../python-skills/error-handling.md | Custom exceptions, logging |
| Security | ../python-skills/security.md | Path validation, safe file handling |
| Topic | File | Key Points |
|---|---|---|
| HuggingFace | huggingface.md | Hub API, model download, caching, authentication |
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 mockingfrom 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,
)from llamafarm_common.pidfile import write_pid, get_pid_fileWhen reviewing code in common/:
HuggingFace Integration (High priority)
Model Selection (Medium priority)
Testing (High priority)
Security (Medium priority)
See huggingface.md for detailed HuggingFace-specific checklists.
© llama-farm, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file in .claude/skills/common-skills of llama-farm/llamafarm.
Open the folder on GitHubat commit 6244d46
Common Skills next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Common Skills this skillllama-farm/llamafarm | 836 | — | ~885 | Automated safety check: Pass | Apache-2.0 | |
| Qwen Mtp GgufR6410418/Jackrong-llm-finetuning-guide | 1.7k | — | ~1.7k | Automated safety check: Pass | MIT | |
| Outlines Structured GenerationOrchestra-Research/AI-Research-SKILLs | 13k | 9 repos | ~4k | Automated safety check: Pass | MIT | |
| Aqua Model Lifecycleoracle/accelerated-data-science | 125 | — | ~1.4k | Automated safety check: Pass | UPL-1.0 | |
| Llama CppTommy-yw/RunbookHermes | 546 | 4 repos | ~2.2k | Automated safety check: Pass | MIT | |
| Chroma Vector DatabaseOrchestra-Research/AI-Research-SKILLs | 13k | 7 repos | ~2.3k | Automated safety check: Pass | MIT |
R6410418/Jackrong-llm-finetuning-guide
Complete agent-ready workflow for Qwen-family MTP or nextn GGUF conversion and release.
Orchestra-Research/AI-Research-SKILLs
Uses the Outlines library to constrain model output to a JSON schema, Pydantic model, regex or fixed set of choices when running local models.
oracle/accelerated-data-science
Register, list, get, and manage LLM models in OCI AI Quick Actions (AQUA) using the ADS SDK.
Tommy-yw/RunbookHermes
llama.cpp local GGUF inference + HF Hub model discovery. An agent skill from Tommy-yw/RunbookHermes.
Orchestra-Research/AI-Research-SKILLs
Shows how to store documents and embeddings in Chroma, query them by similarity with metadata filters, and persist them to disk for RAG and semantic search projects.
huggingface/skills
Sets up an isolated Python environment with a supported interpreter and current boto3 before any SageMaker deployment, training or AWS automation code runs.
llama-farm/llamafarm
Analyze the current session and propose improvements to skills.
llama-farm/llamafarm
Guidelines for creating temporary files in system temp directory.
llama-farm/llamafarm
CLI best practices for LlamaFarm. An agent skill from llama-farm/llamafarm.
llama-farm/llamafarm
Comprehensive code review for diffs. An agent skill from llama-farm/llamafarm.
llama-farm/llamafarm
Commit changes, push to GitHub, and open a PR. An agent skill from llama-farm/llamafarm.
llama-farm/llamafarm
Configuration module patterns for LlamaFarm. An agent skill from llama-farm/llamafarm.
Works with
Categories
Best practices for the Common utilities package in LlamaFarm. Common Skills is an agent skill from llama-farm/llamafarm. Best practices for the Common utilities package in LlamaFarm.
Common Skills fits situations like: AI & LLM Engineering work in your project.
Run `npx skills add llama-farm/llamafarm --skill common-skills -a claude-code`. Or copy the skill folder (.claude/skills/common-skills in llama-farm/llamafarm) into .claude/skills/common-skills in your project. Claude Code loads it when a task matches its description.
Run `npx skills add llama-farm/llamafarm --skill common-skills -a codex`. Or copy the skill folder (.claude/skills/common-skills in llama-farm/llamafarm) into .agents/skills/common-skills in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add llama-farm/llamafarm --skill common-skills -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/common-skills, .gemini/skills/common-skills, .github/skills/common-skills and .opencode/skills/common-skills in your project.
SKILL.md names no scripts, command-line tools or credentials: Common Skills is instructions for the agent only. Our summary lists: Python 3. Its frontmatter pre-approves these tools: Read, Grep, Glob.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Common Skills is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 885 tokens (SKILL.md is roughly 3.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Common Skills: Qwen Mtp Gguf (R6410418/Jackrong-llm-finetuning-guide, 1.7k stars), Outlines Structured Generation (Orchestra-Research/AI-Research-SKILLs, 13k stars), Aqua Model Lifecycle (oracle/accelerated-data-science, 125 stars) and Llama Cpp (Tommy-yw/RunbookHermes, 546 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
llama-farm (a GitHub organization) maintains it in llama-farm/llamafarm, which has 836 GitHub stars. The repository holds 19 skills in this directory. The repository was last updated on June 10, 2026.
Source: llama-farm/llamafarm on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.