Darwin Skill Optimizer
alchaincyf/darwin-skill
Scores SKILL.md files on a nine-dimension rubric, then improves them in a keep-or-revert loop with independent judge agents, test prompts, git history and human checkpoints.
Walks the agent through turning a repeated workflow into a custom OpenChatCut skill: interview, write SKILL.md, create it with manage_skill, then test.
$ npx skills add 0xsline/OpenChatCut --skill skill-creator -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install 0xsline/OpenChatCut skill-creator --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/0xsline/OpenChatCut.git skills-src && mkdir -p .claude/skills && cp -r skills-src/src/agent/skills/skill-creator .claude/skills/skill-creator && 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 "skill-creator" agent skill from https://github.com/0xsline/OpenChatCut/tree/main/src/agent/skills/skill-creator into .claude/skills/skill-creator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-creator", 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/0xsline/OpenChatCut/tree/main/src/agent/skills/skill-creatorType 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 0xsline/OpenChatCut --skill skill-creator -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install 0xsline/OpenChatCut skill-creator --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/0xsline/OpenChatCut.git skills-src && mkdir -p .agents/skills && cp -r skills-src/src/agent/skills/skill-creator .agents/skills/skill-creator && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "skill-creator" agent skill from https://github.com/0xsline/OpenChatCut/tree/main/src/agent/skills/skill-creator into .agents/skills/skill-creator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-creator", 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 0xsline/OpenChatCut --skill skill-creator -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install 0xsline/OpenChatCut skill-creator --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/0xsline/OpenChatCut.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/src/agent/skills/skill-creator .cursor/skills/skill-creator && 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 "skill-creator" agent skill from https://github.com/0xsline/OpenChatCut/tree/main/src/agent/skills/skill-creator into .cursor/skills/skill-creator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-creator", 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/0xsline/OpenChatCut.git --path src/agent/skills/skill-creator--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 0xsline/OpenChatCut --skill skill-creator -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install 0xsline/OpenChatCut skill-creator --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/0xsline/OpenChatCut.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/src/agent/skills/skill-creator .gemini/skills/skill-creator && 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 "skill-creator" agent skill from https://github.com/0xsline/OpenChatCut/tree/main/src/agent/skills/skill-creator into .gemini/skills/skill-creator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-creator", 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 0xsline/OpenChatCut skill-creatorInstalls 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 0xsline/OpenChatCut --skill skill-creator -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/0xsline/OpenChatCut.git skills-src && mkdir -p .github/skills && cp -r skills-src/src/agent/skills/skill-creator .github/skills/skill-creator && 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 "skill-creator" agent skill from https://github.com/0xsline/OpenChatCut/tree/main/src/agent/skills/skill-creator into .github/skills/skill-creator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-creator", 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 0xsline/OpenChatCut --skill skill-creator -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install 0xsline/OpenChatCut skill-creator --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/0xsline/OpenChatCut.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/src/agent/skills/skill-creator .opencode/skills/skill-creator && 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 "skill-creator" agent skill from https://github.com/0xsline/OpenChatCut/tree/main/src/agent/skills/skill-creator into .opencode/skills/skill-creator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-creator", 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.
skill-creatorWalks the agent through turning a repeated workflow into a custom OpenChatCut skill: interview, write SKILL.md, create it with manage_skill, then test.
A custom skill here is a SKILL.md file, optionally with a `references/` folder, stored under `~/.openchatcut/skills/` and managed through the `manage_skill` tool. The agent works in five steps: capture the intent, pulling the workflow out of the conversation if it is already there and confirming with you; interview you about what the skill enables, which phrases trigger it, the output format and how to verify it; write the file; create it with `manage_skill action=create`; and test it on a few realistic prompts, iterating with `action=update`.
Writing rules shape the result. The name is a kebab-case slug matching the folder, the description is the trigger and should list concrete user phrases because skills tend to undertrigger, and the body stays in imperative form under roughly 200 lines, with longer detail moved into reference files. Existing tools must be named exactly rather than invented, and skills may not contain malicious content or prompt-injection payloads.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 2e6f4a2. It shows what the files ask for, not the result of running them.
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.
Shell commands in SKILL.md call:
npxFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use npx, which can reach the network depending on how they are called.
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.
OpenChatCut Skill Creator loads about 1.1k tokens when it runs. Until then it costs about 84 tokens; SKILL.md has 547 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 0xsline/OpenChatCut at commit 2e6f4a2, republished under its AGPL-3.0 licence (© 0xsline). 547 words, ~1,125 tokens.
.claude/skills/skill-creator/SKILL.md (or your agent's skills folder).Create or improve custom skills for OpenChatCut. A skill is a SKILL.md file
(plus optional references/ support docs) that teaches the agent a reusable
workflow. Custom skills live at ~/.openchatcut/skills/<slug>/SKILL.md and
are managed with the manage_skill tool.
manage_skill action=create. The tool reports the
install path (~/.openchatcut/skills/<slug>/SKILL.md).manage_skill action=update.<slug>/
├── SKILL.md (required — frontmatter + instructions)
└── references/ (optional — docs loaded on demand with load_skill file=)references/ files and point to them with clear
"read this when" guidance. For references over 300 lines, add a TOC.---\nname: …\ndescription: …\n---. The
parser accepts plain single-line, double-quoted, and | block scalars;
plain single-line is preferred.manage_skill, load_skill, edit_item, …). Do not invent tools.load_skill when a task matches.load_skill file=references/<name>.[A-Za-z0-9_-]{1,120}. Anything else is rejected
(path traversal defense — the file is written under
~/.openchatcut/skills/).manage_skill cannot edit them./ command menu
only when the user selects it; agents also discover it via the index.npx tsx server/skills-files.verify.ts locally if the environment has
the repo, or rely on the in-session test prompts.Offer the user 2–3 realistic prompts (the kind of thing they would actually type) and ask: "Do these look right, or do you want to add more?" Then run them in the session with the skill activated, review the outputs together, and update the skill from the feedback.
© 0xsline, AGPL-3.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in src/agent/skills/skill-creator of 0xsline/OpenChatCut.
Open the folder on GitHubat commit 2e6f4a2
OpenChatCut Skill Creator 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 |
|---|---|---|---|---|---|---|
| OpenChatCut Skill Creator this skill0xsline/OpenChatCut | 2.2k | — | ~1.1k | Automated safety check: Pass | AGPL-3.0 | |
| Darwin Skill Optimizeralchaincyf/darwin-skill | 6.2k | 1 repos | ~4.7k | Automated safety check: Pass | MIT | |
| Skill Creatorzhayujie/CowAgent | 47k | — | ~4.7k | Automated safety check: Notes | MIT | |
| Open-Science Skill Creatoraipoch/open-science | 5.5k | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | |
| Skill Quality ReviewerGalaxy-Dawn/claude-scholar | 5.7k | 1 repos | ~3k | Automated safety check: Pass | MIT | |
| Prismer Skill CreatorPrismer-AI/PrismerCloud | 1.6k | — | ~2.6k | Automated safety check: Notes | MIT |
alchaincyf/darwin-skill
Scores SKILL.md files on a nine-dimension rubric, then improves them in a keep-or-revert loop with independent judge agents, test prompts, git history and human checkpoints.
zhayujie/CowAgent
Guides creating, installing and updating agent skills in a workspace: SKILL.md frontmatter, bundled scripts and references, with scripts to scaffold, validate and package.
aipoch/open-science
Creates, revises, evaluates and publishes skills in the Open-Science app through its native host.skills composer, with optional test prompts and benchmarks.
Galaxy-Dawn/claude-scholar
Scores a skill across description, content organization, writing style and structure, then produces letter grades and a prioritized improvement plan.
Prismer-AI/PrismerCloud
Walks an agent through creating, importing, editing, validating, testing and publishing Prismer Skills with a fixed workflow and bundled scripts.
sangrokjung/claude-forge
Analyze session work and automatically convert reusable patterns into Claude Code skills.
0xsline/OpenChatCut
Connects an MCP-capable agent to the local OpenChatCut video editor to inspect and edit projects through draft edit sessions, with manual approval by default.
0xsline/OpenChatCut
Generates WebGL shaders for video effects, transitions, masks and color grades in the OpenChatCut editor, trying built-in catalog effects such as zoom before making anything new.
0xsline/OpenChatCut
Generates still images through the submit_image tool, choosing among Fal.ai, gpt-image-2, nano-banana, MiniMax image-01 and Grok Imagine by configured keys.
0xsline/OpenChatCut
Cuts a livestream recording into evidence-backed, platform-ready clips by combining transcript, visual, audio and genre-specific signals.
0xsline/OpenChatCut
Generates instrumentals, songs, soundtracks and covers through Mureka, MiniMax, Atlas Cloud or Sonilo using the `submit_music` tool.
0xsline/OpenChatCut
Submits AI video generation jobs to Fal.ai, Seedance, Kling, MiniMax Hailuo, xAI Grok Imagine or OFox for text-to-video, image-to-video, transitions and clip extension.
Categories
Walks the agent through turning a repeated workflow into a custom OpenChatCut skill: interview, write SKILL.md, create it with manage_skill, then test. openchatcut/skills/` and managed through the `manage_skill` tool. The agent works in five steps: capture the intent, pulling the workflow out of the conversation if it is already there and confirming with you; interview you about what the skill enables, which phrases trigger it, the output format and how to verify it; write the file; create it with `manage_skill action=create`; and test it on a few realistic prompts, iterating with `action=update`.
OpenChatCut Skill Creator fits situations like: turning a workflow you keep repeating in OpenChatCut into a reusable skill; improving the trigger description of an existing custom skill; writing a SKILL.md with reference files for a video editing routine.
Run `npx skills add 0xsline/OpenChatCut --skill skill-creator -a claude-code`. Or copy the skill folder (src/agent/skills/skill-creator in 0xsline/OpenChatCut) into .claude/skills/skill-creator in your project. Claude Code loads it when a task matches its description.
Run `npx skills add 0xsline/OpenChatCut --skill skill-creator -a codex`. Or copy the skill folder (src/agent/skills/skill-creator in 0xsline/OpenChatCut) into .agents/skills/skill-creator 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 0xsline/OpenChatCut --skill skill-creator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/skill-creator, .gemini/skills/skill-creator, .github/skills/skill-creator and .opencode/skills/skill-creator in your project.
Going by SKILL.md and its folder, OpenChatCut Skill Creator needs the command-line tools its instructions call (npx). Our summary lists: OpenChatCut with its `manage_skill` and `load_skill` tools.
SKILL.md contains no URLs. Its commands use npx, which can reach the network depending on how they are called. 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.
OpenChatCut Skill Creator is published under the AGPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.1k tokens (SKILL.md is roughly 4.5k 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 OpenChatCut Skill Creator: Darwin Skill Optimizer (alchaincyf/darwin-skill, 6.2k stars), Skill Creator (zhayujie/CowAgent, 47k stars), Open-Science Skill Creator (aipoch/open-science, 5.5k stars) and Skill Quality Reviewer (Galaxy-Dawn/claude-scholar, 5.7k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
0xsline (a GitHub user) maintains it in 0xsline/OpenChatCut, which has 2,211 GitHub stars. The repository holds 31 skills in this directory. The repository was last updated on October 7, 2026.
Source: 0xsline/OpenChatCut on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.