Qwen Mtp Gguf
R6410418/Jackrong-llm-finetuning-guide
Complete agent-ready workflow for Qwen-family MTP or nextn GGUF conversion and release.
Redact, anonymize, sanitize, or remove PII locally with Distil-PII and llama.cpp; keep personal data and secret values out of model context, logs, and chat.
Install Distil Pii Redactor
$ npx skills add HybridAIOne/hybridclaw --skill distil-pii-redactor -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install HybridAIOne/hybridclaw distil-pii-redactor --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/HybridAIOne/hybridclaw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/distil-pii-redactor .claude/skills/distil-pii-redactor && 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 "distil-pii-redactor" agent skill from https://github.com/HybridAIOne/hybridclaw/tree/main/skills/distil-pii-redactor into .claude/skills/distil-pii-redactor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "distil-pii-redactor", 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/HybridAIOne/hybridclaw/tree/main/skills/distil-pii-redactorType 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 HybridAIOne/hybridclaw --skill distil-pii-redactor -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install HybridAIOne/hybridclaw distil-pii-redactor --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/HybridAIOne/hybridclaw.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/distil-pii-redactor .agents/skills/distil-pii-redactor && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "distil-pii-redactor" agent skill from https://github.com/HybridAIOne/hybridclaw/tree/main/skills/distil-pii-redactor into .agents/skills/distil-pii-redactor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "distil-pii-redactor", 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 HybridAIOne/hybridclaw --skill distil-pii-redactor -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install HybridAIOne/hybridclaw distil-pii-redactor --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/HybridAIOne/hybridclaw.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/distil-pii-redactor .cursor/skills/distil-pii-redactor && 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 "distil-pii-redactor" agent skill from https://github.com/HybridAIOne/hybridclaw/tree/main/skills/distil-pii-redactor into .cursor/skills/distil-pii-redactor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "distil-pii-redactor", 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/HybridAIOne/hybridclaw.git --path skills/distil-pii-redactor--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 HybridAIOne/hybridclaw --skill distil-pii-redactor -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install HybridAIOne/hybridclaw distil-pii-redactor --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/HybridAIOne/hybridclaw.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/distil-pii-redactor .gemini/skills/distil-pii-redactor && 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 "distil-pii-redactor" agent skill from https://github.com/HybridAIOne/hybridclaw/tree/main/skills/distil-pii-redactor into .gemini/skills/distil-pii-redactor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "distil-pii-redactor", 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 HybridAIOne/hybridclaw distil-pii-redactorInstalls 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 HybridAIOne/hybridclaw --skill distil-pii-redactor -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/HybridAIOne/hybridclaw.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/distil-pii-redactor .github/skills/distil-pii-redactor && 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 "distil-pii-redactor" agent skill from https://github.com/HybridAIOne/hybridclaw/tree/main/skills/distil-pii-redactor into .github/skills/distil-pii-redactor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "distil-pii-redactor", 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 HybridAIOne/hybridclaw --skill distil-pii-redactor -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install HybridAIOne/hybridclaw distil-pii-redactor --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/HybridAIOne/hybridclaw.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/distil-pii-redactor .opencode/skills/distil-pii-redactor && 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 "distil-pii-redactor" agent skill from https://github.com/HybridAIOne/hybridclaw/tree/main/skills/distil-pii-redactor into .opencode/skills/distil-pii-redactor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "distil-pii-redactor", 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.
Facts
- Skill name
distil-pii-redactor- GitHub stars
- 159
- Token cost
- ~1k tokens
- SKILL.md length
- 376 words
- Files
- 4 (incl. scripts)
- Skills in repo
- 72
- Repo updated
- First seen
- Licence
- MIT
At a glance
Redact, anonymize, sanitize, or remove PII locally with Distil-PII and llama.cpp; keep personal data and secret values out of model context, logs, and chat.
- Tasks that involve LLM inference and serving
- SKILL.md covers Privacy Rules, Setup, Redaction Workflow and Debug Output, plus 1 more section
- Runs Shell and Python scripts from its folder; calls python3 and bash
What it does
Distil Pii Redactor is an agent skill from HybridAIOne/hybridclaw. Redact, anonymize, sanitize, or remove PII locally with Distil-PII and llama.cpp; keep personal data and secret values out of model context, logs, and chat.
Its SKILL.md is about 1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including scripts (for example `scripts/redact.py`, `scripts/setup.sh` and `scripts/stop.sh`).
It sits in AI & LLM Engineering, covering LLM inference and serving. It works with llama.cpp. The repository describes itself as: Enterprise-ready self-hosted AI assistant runtime with sandboxed execution, secure credentials, approvals, and memory. The licence is MIT.
When your agent uses it
- Tasks that involve LLM inference and serving
Example prompts
- “/distil-pii-redactor”
Requirements
- Python 3
- A Bash shell
What it can do on your machine
Read from SKILL.md and the folder at commit 8162701. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 3 files in scripts/ (Shell and Python), which the agent can run.
Shell commands in SKILL.md call:
python3bash
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Distil Pii Redactor loads about 1k tokens when it runs. Until then it costs about 44 tokens; SKILL.md has 376 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.
Safety
Auto-check passed
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); the scripts in this folder are not scanned.
SKILL.md
The full file from HybridAIOne/hybridclaw at commit 8162701, republished under its MIT licence (© HybridAIOne). 376 words, ~1,038 tokens.
Download SKILL.mdSave it as
.claude/skills/distil-pii-redactor/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.- name
- distil-pii-redactor
- description
- Redact, anonymize, sanitize, or remove PII locally with Distil-PII and llama.cpp; keep personal data and secret values out of model context, logs, and chat.
- user-invocable
- true
- requires.bins
- python3, bash, curl, llama-server
Distil PII Redactor
Use this skill when the user asks to redact, anonymize, sanitize, or remove PII
or personal data from text. It runs a local Distil-PII GGUF model through
llama-server; raw text must not be sent to external APIs.
Privacy Rules
- Do not quote, summarize, or repeat raw PII in chat.
- Prefer file-based input and output when the sensitive text is already in a file or attachment.
- Return only the redacted text unless the user is explicitly debugging the redactor itself.
- If the user asks for only the LLM or redaction output, do not narrate setup, server status, tool use, or validation details in the final response.
- Do not use
--show-entitiesin normal workflows. It emits original values. - Do not store raw PII in tracked files, shell history, long-lived notes, or logs.
- This skill declares no external credentials. If a downstream tool needs
authentication, use that tool's HybridClaw
secret_refor gateway secret injection and pass only redacted text downstream. - Do not convert raw PII into HybridClaw secrets. Secret refs are for credentials and auth material, not a transport for user data.
Setup
If llama-server is missing, install it with:
hybridclaw skill install distil-pii-redactor llama-serveror install llama.cpp manually. This skill intentionally has no
credentials: frontmatter because local inference does not need API keys; any
future remote-provider variant must declare secret_ref credentials instead of
reading raw environment variables.
Start the local server:
bash skills/distil-pii-redactor/scripts/setup.shThe setup script stores the model under ~/.hybridclaw/distil-pii by default,
downloads the public Distil-PII 1B GGUF model if missing, and starts
llama-server on 127.0.0.1:8712.
Stop the server:
bash skills/distil-pii-redactor/scripts/stop.shShow full SKILL.md (122 more words)Show less
Redaction Workflow
For files, keep raw input and redacted output on disk:
python3 skills/distil-pii-redactor/scripts/redact.py \
--input-file sensitive.txt \
--output-file redacted.txtFor stdin:
python3 skills/distil-pii-redactor/scripts/redact.py < sensitive.txtFor short text that is already in the conversation, pass it directly only when there is no lower-exposure path:
python3 skills/distil-pii-redactor/scripts/redact.py "text to redact"The default output is only redacted_text, with sensitive spans replaced by
tokens such as [PERSON], [EMAIL], [PHONE], [ADDRESS], [SSN],
[CARD_LAST4:1234], and [IBAN_LAST4:1234].
The redactor refuses non-loopback --server-url values by default. Use
--unsafe-allow-remote only for an explicitly trusted endpoint after the user
accepts that raw text will leave the local machine.
Debug Output
Use --show-entities only while testing the redactor, because it includes the
original sensitive values:
python3 skills/distil-pii-redactor/scripts/redact.py --show-entities \
--input-file fixture.txtDo not paste debug JSON back to the user unless they explicitly requested it and understand that it contains original PII.
Validation
Run:
python3 skills/skill-creator/scripts/quick_validate.py skills/distil-pii-redactor
python3 skills/distil-pii-redactor/scripts/redact.py --help
bash -n skills/distil-pii-redactor/scripts/setup.sh
bash -n skills/distil-pii-redactor/scripts/stop.sh© HybridAIOne, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 3 other files (scripts) in skills/distil-pii-redactor of HybridAIOne/hybridclaw.
- SKILL.md
- scripts/redact.py
- scripts/setup.sh
- scripts/stop.sh
Open the folder on GitHubat commit 8162701
Compare with similar skills
Distil Pii Redactor 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 |
|---|---|---|---|---|---|---|
| Distil Pii Redactor this skillHybridAIOne/hybridclaw | 159 | — | ~1k | Automated safety check: Pass | MIT | |
| Qwen Mtp GgufR6410418/Jackrong-llm-finetuning-guide | 1.7k | — | ~1.7k | Automated safety check: Pass | MIT | |
| Hugging Face Local Modelshuggingface/skills | 11k | 3 repos | ~945 | Automated safety check: Pass | Apache-2.0 | |
| Add Quantization Datatypeintel/auto-round | 1.6k | — | ~1.5k | Automated safety check: Pass | Apache-2.0 | |
| Hf Quant And Layer Package JobsMesh-LLM/mesh-llm | 3.5k | — | ~1.6k | Automated safety check: Pass | Apache-2.0 | |
| Llama Patch ChangesMesh-LLM/mesh-llm | 3.5k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 |
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Finds llama.cpp-compatible GGUF models on the Hugging Face Hub, picks a quantization for your hardware and launches them with llama-cli or llama-server.
- Official
Add Quantization Datatype
intel/auto-round
Add a new quantization data type to AutoRound (e.g., INT, FP8, MXFP, NVFP, GGUF variants).
Hf Quant And Layer Package Jobs
Mesh-LLM/mesh-llm
A skill your agent uses when running quantization of a BF16/FP16 GGUF repo and Skippy layer-package creation as one local or Hugging Face Jobs workflow, publishing both artifacts to Hugging Face.
Llama Patch Changes
Mesh-LLM/mesh-llm
A skill your agent uses when changing mesh-llm's llama.cpp patch queue, upstream pin, prepare/build scripts, or carried RPC, MoE, and mesh-hook llama.cpp patches.
Skippy Spec Bench
Mesh-LLM/mesh-llm
A skill your agent uses when testing or benchmarking target/draft GGUF pairs for speculative decoding compatibility, tokenizer agreement, draft acceptance rate, or staged verification behavior.
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Questions about Distil Pii Redactor
What does Distil Pii Redactor do?
Redact, anonymize, sanitize, or remove PII locally with Distil-PII and llama.cpp; keep personal data and secret values out of model context, logs, and chat. Distil Pii Redactor is an agent skill from HybridAIOne/hybridclaw.cpp; keep personal data and secret values out of model context, logs, and chat.
When should I use Distil Pii Redactor?
Distil Pii Redactor fits situations like: tasks that involve LLM inference and serving.
How do I install Distil Pii Redactor in Claude Code?
Run `npx skills add HybridAIOne/hybridclaw --skill distil-pii-redactor -a claude-code`. Or copy the skill folder (skills/distil-pii-redactor in HybridAIOne/hybridclaw) into .claude/skills/distil-pii-redactor in your project. Claude Code loads it when a task matches its description.
How do I install Distil Pii Redactor in Codex?
Run `npx skills add HybridAIOne/hybridclaw --skill distil-pii-redactor -a codex`. Or copy the skill folder (skills/distil-pii-redactor in HybridAIOne/hybridclaw) into .agents/skills/distil-pii-redactor in your project. Codex loads it when a task matches its description.
Can I use Distil Pii Redactor in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add HybridAIOne/hybridclaw --skill distil-pii-redactor -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/distil-pii-redactor, .gemini/skills/distil-pii-redactor, .github/skills/distil-pii-redactor and .opencode/skills/distil-pii-redactor in your project.
What does Distil Pii Redactor need to run?
Going by SKILL.md and its folder, Distil Pii Redactor needs a shell and Python for the scripts in its folder and the command-line tools its instructions call (python3 and bash). Our summary lists: Python 3; A Bash shell.
Does Distil Pii Redactor access the network?
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.
Is Distil Pii Redactor safe to install?
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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Distil Pii Redactor use?
Distil Pii Redactor is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Distil Pii Redactor use?
About 1k tokens (SKILL.md is roughly 4.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Distil Pii Redactor?
Skills that share tags, products or a category with Distil Pii Redactor: Qwen Mtp Gguf (R6410418/Jackrong-llm-finetuning-guide, 1.7k stars), Hugging Face Local Models (huggingface/skills, 11k stars), Add Quantization Datatype (intel/auto-round, 1.6k stars) and Hf Quant And Layer Package Jobs (Mesh-LLM/mesh-llm, 3.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Distil Pii Redactor?
HybridAIOne (a GitHub organization) maintains it in HybridAIOne/hybridclaw, which has 159 GitHub stars. The repository holds 72 skills in this directory. The repository was last updated on October 9, 2026.
Source: HybridAIOne/hybridclaw on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.