ccf-humanization SKILL.md skillA

ccf-humanization from jensen-yao/agents-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add jensen-yao/agents-skills/ccf-humanization@git:20261026.7e4054d

Pins git:20261026.7e4054d in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
jensen-yao/agents-skills
Path
skills/ccf-humanization/SKILL.md
Versions recorded
1
Latest version
git:20261026.7e4054d, committed Oct 26, 2026
Size
8,875 bytes
Repository stars
5
License
MIT

Required first preflight before every CCFA skill, including research, review, retrieval, experiments, visuals, and maintenance. Keep reasoning and communication direct, remove empty defensive framing, and preserve evidence and uncertainty. Also use for 去防御性 and 论文人性化. Apply prose edits only within the authorized task; specialist skills retain ownership.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# CCF Humanization

## Family File Contract

Before file work, reuse canonical paths and one task/artifact working directory; default to project-root `ccfa-workfiles/<purpose>/<artifact-id>/`. Update in place, preserve inputs, and use UTF-8 with Chinese-text checks. Apply [artifact-contracts.md](../ccf-common/references/artifact-contracts.md) for naming, ownership, and task-created cleanup; handoffs inherit these paths.

## Collaboration Contract

This is the first required family preflight. Apply the baseline below, then activate [ccf-common](../ccf-common/SKILL.md) before specialist work. The two preflights bootstrap once without recursively re-entering each other; reuse applicable rules across contributors.

Integrate necessary specialist contributions under one owner; reuse valid prerequisites and verify affected results. Follow the [cooperation routes](../ccf-common/references/routing.md) without duplicate reports.

## Invocation Controls

**CCFA Handoff Mode: PARTIAL (Recommended).** Follow `metadata.ccf_skill_controls.handoff_question_mode`, `../ccf-common/references/handoff-modes.md`, and `../ccf-common/references/task-modes.md`.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add jensen-yao/agents-skills/ccf-humanization@sha256:4050e2cf954e350d

The line at the top of this page pins the label git:20261026.7e4054d, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_zui52a32xkmi43fw.svg)](https://markdownregistry.com/a/art_zui52a32xkmi43fw)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Oct 26, 2026.

versioncommittedcommitsizeaudit
git:20261026.7e4054d latest2026-10-26 7e4054d 8,875 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (8875 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

jensen-yao/agents-skills · 5 stars · license MIT · pushed 2026-10-26 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_zui52a32xkmi43fw
GET https://markdownregistry.com/api/v1/resolve?ref=jensen-yao/agents-skills/ccf-humanization
GET https://markdownregistry.com/api/v1/blob/4050e2cf954e350d02cde5210ba4313ccfbd1edc7ccef751d4380714a3e7dfd1

Your AI assistant 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.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from jensen-yao/agents-skills

autoresearch SKILL.md skill
jensen-yao/agents-skills · skills/0-autoresearch-skill/SKILL.md · Orchestrates end-to-end autonomous AI research projects using a two-loop architecture. The inner loop runs rapid…
v1.0.0 · audit A · 5 stars
evolving-ai-agents SKILL.md skill
jensen-yao/agents-skills · skills/a-evolve/SKILL.md · Provides guidance for automatically evolving and optimizing AI agents across any domain using LLM-driven evolution…
v1.0.0 · audit A · 5 stars
academic-plotting SKILL.md skill
jensen-yao/agents-skills · skills/academic-plotting/SKILL.md · Generates publication-quality figures for ML papers from research context. Given a paper section or description…
v1.0.0 · audit A · 5 stars
huggingface-accelerate SKILL.md skill
jensen-yao/agents-skills · skills/accelerate/SKILL.md · Simplest distributed training API. 4 lines to add distributed support to any PyTorch script. Unified API for…
v1.0.0 · audit A · 5 stars
alibabacloud-find-skills SKILL.md skill
jensen-yao/agents-skills · skills/alibabacloud-find-skills/SKILL.md · Use this skill when users want to search, discover, browse, or find Alibaba Cloud (阿里云) agent skills. Triggers include…
git:20260815.3e2d588 · audit A · 5 stars
animation-vocabulary SKILL.md skill
jensen-yao/agents-skills · skills/animation-vocabulary/SKILL.md · Reverse-lookup glossary that turns a vague description of a web animation or motion effect into its exact term ("the…
git:20261026.7e4054d · audit A · 5 stars
app-shell-ui SKILL.md skill
jensen-yao/agents-skills · skills/app-shell-ui/SKILL.md · Build or restyle an explicit App Shell UI or macOS-style desktop-tool shell with shared navigation and light/dark…
git:20260817.88cdab2 · audit A · 5 stars
apple-design SKILL.md skill
jensen-yao/agents-skills · skills/apple-design/SKILL.md · Apply Apple's interface and physical-motion principles to gesture, spring, drag, swipe, sheet, momentum, material, or…
git:20261026.7e4054d · audit A · 5 stars
audiocraft-audio-generation SKILL.md skill
jensen-yao/agents-skills · skills/audiocraft/SKILL.md · PyTorch library for audio generation including text-to-music (MusicGen) and text-to-sound (AudioGen). Use when you need…
v1.0.0 · audit A · 5 stars
awq-quantization SKILL.md skill
jensen-yao/agents-skills · skills/awq/SKILL.md · Activation-aware weight quantization for 4-bit LLM compression with 3x speedup and minimal accuracy loss. Use when…
v1.0.0 · audit A · 5 stars
axolotl SKILL.md skill
jensen-yao/agents-skills · skills/axolotl/SKILL.md · Expert guidance for fine-tuning LLMs with Axolotl - YAML configs, 100+ models, LoRA/QLoRA, DPO/KTO/ORPO/GRPO…
v1.0.0 · audit A · 5 stars
baseline-ui SKILL.md skill
jensen-yao/agents-skills · skills/baseline-ui/SKILL.md · Apply a fast spacing, hierarchy, typography, and small-layout cleanup. Use only when explicitly invoked or selected by…
git:20260817.88cdab2 · audit A · 5 stars

Every file in jensen-yao/agents-skills

Browse by kind, by grade A, or by owner.