skills/33-Galaxy-Dawn-claude-scholar/skills/skill-improver/SKILL.md
This skill should be used when the user asks to "apply skill improvements", "update skill from plan", "execute improvement plan", "fix skill issues", "implement skill recommendations", or mentions applying improvements from quality review reports. Reads improvement-plan-{name}.md files generated by skill-quality-reviewer and intelligently merges and executes the suggested changes to improve Claude Skills quality.
npx skillsauth add brycewang-stanford/Awesome-Agent-Skills-for-Empirical-Research skill-improverInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
3 of 9 scanners reported clean
Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
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-report
Trigger 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.md
Validate 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.md
Example 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
tools
Recommend AND run open-source AI tools, agents, Claude Code / Codex skills, and MCP servers for any stage of a literature review — searching, reading, extracting, synthesizing, screening, citation-checking, and paper writing. Use when the user asks "what tool should I use to..." OR "install/run/use <tool> to ..." for research/lit-review work: automating a survey or related-work section, PDF→Markdown extraction for LLMs (MinerU/marker/docling), PRISMA / systematic review (ASReview), citation-backed Q&A over PDFs (PaperQA2), wiring papers into Claude/Cursor via MCP (arxiv/paper-search/zotero servers), or chatting with a Zotero library. Ships a launcher (scripts/litrun.py) that installs each tool in an isolated venv and runs it. Curated catalog of 70+ vetted projects. 支持中英文(用于「文献综述工具选型」与「一键安装/运行」)。
development
Route empirical-research requests through the Auto-Empirical Research Skills catalog when this whole repository is installed as one skill in Codex, CodeBuddy, Claude Code, or another IDE. Use to choose and load the right vendored AERS skill for causal inference, econometrics, replication, data acquisition, manuscript writing, peer review and referee responses, citation checking, de-AIGC editing, or full empirical-paper workflows without reading the entire repository at once.
documentation
Use when the project collects primary data or runs a field, lab, or survey experiment, before the intervention begins — write the pre-analysis plan, size the sample from a power calculation, and register with the AEA RCT Registry. Apply after the design is chosen in aer-identification and before any outcome data are seen.
tools
Guide economists to authoritative data sources with explicit, confirmed data specifications before retrieval; interfaces with Playwright MCP to navigate portals and extract real data, not articles about data.