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.
Reads an improvement-plan file from a companion quality-review skill and applies its suggested fixes to a Claude Skill, backing up first.
$ npx skills add Galaxy-Dawn/claude-scholar --skill skill-improver -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Galaxy-Dawn/claude-scholar skill-improver --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/Galaxy-Dawn/claude-scholar.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/skill-improver .claude/skills/skill-improver && 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-improver" agent skill from https://github.com/Galaxy-Dawn/claude-scholar/tree/main/skills/skill-improver into .claude/skills/skill-improver/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-improver", 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/Galaxy-Dawn/claude-scholar/tree/main/skills/skill-improverType 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 Galaxy-Dawn/claude-scholar --skill skill-improver -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Galaxy-Dawn/claude-scholar skill-improver --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Galaxy-Dawn/claude-scholar.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/skill-improver .agents/skills/skill-improver && 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-improver" agent skill from https://github.com/Galaxy-Dawn/claude-scholar/tree/main/skills/skill-improver into .agents/skills/skill-improver/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-improver", 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 Galaxy-Dawn/claude-scholar --skill skill-improver -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Galaxy-Dawn/claude-scholar skill-improver --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Galaxy-Dawn/claude-scholar.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/skill-improver .cursor/skills/skill-improver && 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-improver" agent skill from https://github.com/Galaxy-Dawn/claude-scholar/tree/main/skills/skill-improver into .cursor/skills/skill-improver/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-improver", 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/Galaxy-Dawn/claude-scholar.git --path skills/skill-improver--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 Galaxy-Dawn/claude-scholar --skill skill-improver -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Galaxy-Dawn/claude-scholar skill-improver --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Galaxy-Dawn/claude-scholar.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/skill-improver .gemini/skills/skill-improver && 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-improver" agent skill from https://github.com/Galaxy-Dawn/claude-scholar/tree/main/skills/skill-improver into .gemini/skills/skill-improver/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-improver", 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 Galaxy-Dawn/claude-scholar skill-improverInstalls 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 Galaxy-Dawn/claude-scholar --skill skill-improver -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Galaxy-Dawn/claude-scholar.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/skill-improver .github/skills/skill-improver && 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-improver" agent skill from https://github.com/Galaxy-Dawn/claude-scholar/tree/main/skills/skill-improver into .github/skills/skill-improver/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-improver", 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 Galaxy-Dawn/claude-scholar --skill skill-improver -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Galaxy-Dawn/claude-scholar skill-improver --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Galaxy-Dawn/claude-scholar.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/skill-improver .opencode/skills/skill-improver && 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-improver" agent skill from https://github.com/Galaxy-Dawn/claude-scholar/tree/main/skills/skill-improver into .opencode/skills/skill-improver/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-improver", 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-improverReads an improvement-plan file from a companion quality-review skill and applies its suggested fixes to a Claude Skill, backing up first.
This skill loads the improvement-plan file a separate skill-quality-reviewer skill produced, validates that it exists and has structured, prioritized items with file paths and suggested content, then groups every change by target file and resolves conflicts when multiple suggestions touch the same content, giving priority to the higher-severity change and flagging the rest for manual review.
Within each file it applies High, then Medium, then Low priority changes in order, backing up the skill to a timestamped folder before writing anything and verifying the update afterward with a bundled script, producing an update report that documents what changed and how any conflicts were resolved.
6 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 9037873. 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.
Ships 2 files in scripts/ (Shell), which the agent can run.
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.
Skill Improvement Plan Executor loads about 1.8k tokens when it runs, and up to ~8.5k if it reads all its reference files. Until then it costs about 108 tokens; SKILL.md has 580 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); the scripts in this folder are not scanned.
The full file from Galaxy-Dawn/claude-scholar at commit 9037873, republished under its MIT licence (© Galaxy-Dawn). 580 words, ~1,765 tokens.
.claude/skills/skill-improver/SKILL.md (or your agent's skills folder). This skill also uses 8 other files; get the full folder from GitHub.Execute improvement plans generated by skill-quality-reviewer to automatically update and fix issues in Claude Skills.
Read improvement-plan-{name}.md
↓
Parse improvement items (High/Medium/Low priority)
↓
Group changes by file
↓
Detect and resolve conflicts
↓
Backup original files
↓
Execute updates (Edit or Write tools)
↓
Verify results
↓
Generate update-reportTrigger phrases:
Use this skill when:
skill-quality-reviewerRead the improvement-plan-{skill-name}.md file generated by skill-quality-reviewer.
# Plan is typically in current directory
ls improvement-plan-*.md
# Or specify full path
read /path/to/improvement-plan-my-skill.mdValidate the plan:
See references/plan-format.md for detailed plan structure.
Extract all improvement suggestions and organize by target file.
Extract from each item:
SKILL.md:line:line or references/file.md)Build update queue:
by_file = {
"SKILL.md": [change1, change2, ...],
"references/guide.md": [change3, ...],
"examples/demo.md": [change4, ...],
}Check for conflicts when multiple changes affect the same content.
Resolution strategy:
See references/merge-strategies.md for detailed merge logic.
Order changes by priority within each file.
Priority order:
Backup location: ~/.claude/skills/backup/{skill-name}-{timestamp}/
# Use backup script
~/.claude/skills/skill-improver/scripts/backup-skill.sh <skill-path>Apply changes:
Verification checks:
# Use verify script
~/.claude/skills/skill-improver/scripts/verify-update.sh <skill-path>Generate update-report-{skill-name}-{timestamp}.md documenting:
See examples/update-report-example.md for report template.
Execute first. These typically address:
Execute after High. These typically address:
Execute last. These typically address:
This skill works seamlessly with skill-quality-reviewer:
Current Skill (67/100 D+)
↓ [skill-quality-reviewer]
Improvement Plan
↓ [skill-improver]
Improved Skill (87/100 B+)
↓ [skill-quality-reviewer]
Quality Report (validation)Iterate until desired quality level reached.
references/plan-format.md - Improvement plan file structure and formatreferences/merge-strategies.md - Detailed merge algorithms and conflict resolutionreferences/error-handling.md - Error handling strategiesreferences/supported-updates.md - Supported update types with examplesexamples/improvement-plan-example.md - Sample improvement planexamples/update-report-example.md - Sample update reportscripts/backup-skill.sh - Create backup of skill before updatesscripts/verify-update.sh - Verify skill integrity after updatesExample 1: Apply improvements to local skill
User: "Apply improvements from improvement-plan-git-workflow.md"
[Claude executes the workflow:]
1. Reads improvement-plan-git-workflow.md
2. Parses all improvement items
3. Groups changes by file
4. Detects and resolves conflicts
5. Sorts by priority
6. Backs up git-workflow skill
7. Executes updates
8. Verifies results
9. Generates update-report-git-workflow-timestamp.mdExample 2: Update skill from quality review
User: "Update my api-helper skill based on quality report"
[Claude:]
1. Locates improvement-plan-api-helper.md
2. Applies all recommended changes
3. Verifies skill structure
4. Reports quality improvement: 72/100 → 91/100© Galaxy-Dawn, MIT. 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 8 other files (scripts, references) in skills/skill-improver of Galaxy-Dawn/claude-scholar.
Open the folder on GitHubat commit 9037873
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in Galaxy-Dawn/claude-scholar, which our catalogue first saw on October 7, 2026.
Skill Improvement Plan Executor 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 |
|---|---|---|---|---|---|---|
| Skill Improvement Plan Executor this skillGalaxy-Dawn/claude-scholar | 5.7k | 1 repos | ~1.8k | Automated safety check: Pass | MIT | |
| Darwin Skill Optimizeralchaincyf/darwin-skill | 6.2k | 1 repos | ~4.7k | Automated safety check: Pass | MIT | |
| Using Agent Skillsaddyosmani/agent-skills | 103k | 4 repos | ~2.4k | Automated safety check: Pass | MIT | |
| Ponytail Help CardDietrichGebert/ponytail | 158k | — | ~728 | Automated safety check: Pass | MIT | |
| Skill Creatorzhayujie/CowAgent | 47k | — | ~4.7k | Automated safety check: Notes | MIT | |
| Task Observerrebelytics/one-skill-to-rule-them-all | 3.2k | 1 repos | ~12k | Automated safety check: Pass | CC-BY-4.0 |
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.
addyosmani/agent-skills
Meta-skill for choosing which workflow skill fits the task at hand, plus always-on habits: surface assumptions, stop on confusion, push back, keep it simple and stay in scope.
DietrichGebert/ponytail
Shows a one-shot quick-reference card for the ponytail skills: intensity levels, the six commands, and how to turn it off, set a default mode and update.
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.
rebelytics/one-skill-to-rule-them-all
Monitors task execution for skill improvement opportunities.
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
Reference guidance for checking every citation in academic writing against canonical sources such as DOI, arXiv, CrossRef and Semantic Scholar, to catch fake or wrong references.
Galaxy-Dawn/claude-scholar
Scores a skill across description, content organization, writing style and structure, then produces letter grades and a prioritized improvement plan.
Galaxy-Dawn/claude-scholar
Turns a vague UI request into a concrete design system with style, palette, typography and layout guidance from a search script, plus stack-specific implementation advice.
Galaxy-Dawn/claude-scholar
Finds recent arXiv and bioRxiv papers on a topic, narrows them in stages to one pick per field, and writes bilingual Chinese and English summaries.
Galaxy-Dawn/claude-scholar
Prepare, audit, or revise Nature-ready Data Availability statements, data repository plans, dataset citations, and FAIR metadata checklists for manuscripts.
Galaxy-Dawn/claude-scholar
Maintains a project-scoped Obsidian research knowledge base: bootstrapping its folders, routing notes, updating hub, plan and index notes, and linting.
Categories
Reads an improvement-plan file from a companion quality-review skill and applies its suggested fixes to a Claude Skill, backing up first. This skill loads the improvement-plan file a separate skill-quality-reviewer skill produced, validates that it exists and has structured, prioritized items with file paths and suggested content, then groups every change by target file and resolves conflicts when multiple suggestions touch the same content, giving priority to the higher-severity change and flagging the rest for manual review.
Skill Improvement Plan Executor fits situations like: applying fixes from a skill quality review report; updating a skill's documentation based on structured recommendations; resolving conflicting improvement suggestions for the same skill file.
Run `npx skills add Galaxy-Dawn/claude-scholar --skill skill-improver -a claude-code`. Or copy the skill folder (skills/skill-improver in Galaxy-Dawn/claude-scholar) into .claude/skills/skill-improver in your project. Claude Code loads it when a task matches its description.
Run `npx skills add Galaxy-Dawn/claude-scholar --skill skill-improver -a codex`. Or copy the skill folder (skills/skill-improver in Galaxy-Dawn/claude-scholar) into .agents/skills/skill-improver 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 Galaxy-Dawn/claude-scholar --skill skill-improver -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-improver, .gemini/skills/skill-improver, .github/skills/skill-improver and .opencode/skills/skill-improver in your project.
Going by SKILL.md and its folder, Skill Improvement Plan Executor needs a shell for the scripts in its folder.
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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Skill Improvement Plan Executor is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.8k tokens (SKILL.md is roughly 7.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 6.7k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Skill Improvement Plan Executor: Darwin Skill Optimizer (alchaincyf/darwin-skill, 6.2k stars), Using Agent Skills (addyosmani/agent-skills, 103k stars), Ponytail Help Card (DietrichGebert/ponytail, 158k stars) and Skill Creator (zhayujie/CowAgent, 47k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Galaxy-Dawn (a GitHub user) maintains it in Galaxy-Dawn/claude-scholar, which has 5,703 GitHub stars. The repository holds 34 skills in this directory. The repository was last updated on September 23, 2026.
Source: Galaxy-Dawn/claude-scholar on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.