prompt-optimizer
Skill1 starsChanged 35 days agoLicence not identifiedView on GitHub
Analyze raw prompts, identify intent and gaps, match ECC components (skills/commands/agents/hooks), and output a ready-to-paste optimized prompt. Advisory role only — never executes the task itself. TRIGGER when: user says "optimize prompt", "improve my prompt", "how to write a prompt for", "help me prompt", "rewrite this prompt", or explicitly asks to enhance prompt quality. Also triggers on Chinese equivalents: "优化prompt", "改进prompt", "怎么写prompt", "帮我优化这个指令". DO NOT TRIGGER when: user wants the task executed directly, or says "just do it" / "直接做". DO NOT TRIGGER when user says "优化代码", "优化性能", "optimize performance", "optimize this code" — those are refactoring/performance tasks, not prompt optimization.
72 other projects use a version of this, 21 of them edited.
Adopted by
Most recently taken up by
- Rojios/everything-claude-codeedited, first seen Nov 8, 2026
- ahmadvahidi/skill-atlasedited, first seen Nov 8, 2026
- Samuel-Shek/prompt-optimizertheir own version, first seen Nov 8, 2026
- EchoUser005/prompt-optimizertheir own version, first seen Nov 8, 2026
- dreamor/prompt-optimizer-skilltheir own version, first seen Nov 8, 2026
- rodeyseijkens/skillstheir own version, first seen Nov 6, 2026
Other versions72 projects use a version of this.
Word for word · 0
None found.
Edited · 21
- loulanyue/awesome-claude-notes★ 27297% same
- Fmarzochi/EGC★ 6193% same
- jiten-singh-shahi/salesforce-claude-code★ 1545% same
- frankxai/agentic-creator-os★ 1097% same
- gongyijie85/dsh-ecc★ 8100% same
- Ayiming12/skills★ 198% same
- get-proofpilot/claude-skills-catalog★ 197% same
- junimnjw/everything-claude-code★ 197% same
- Rojios/everything-claude-code★ 197% same
- SamuelNDCE/claude-super-skill-library★ 196% same
11 more not listed
Wrote their own version · 51
- github/awesome-copilot★ 41ksame name
- daymade/claude-code-skills★ 1.5ksame name
- getsentry/skills★ 1.1ksame name
- chujianyun/skills★ 751same name
- Cranot/roam-code★ 517same name
- drvoss/everything-copilot-cli★ 48same name
- khalilbenaz/claude-skills-collection★ 28same name
- kunwl123456/zeroclaw-skills-collection★ 27same name
- ckanner/agent-skills★ 23same name
- Thomaszhou22/prompt-optimizer-skill★ 20same name
41 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository126 other files it gives its agents.
- agent-harness-constructionSkill
- agentic-engineeringSkill
- agentic-osSkill
- agent-introspection-debuggingSkill
- autonomous-agent-harnessSkill
- blueprintSkill
- continuous-agent-loopSkill
- council-multi-modelSkill
- councilSkill
- dynamic-workflow-modeSkill
- operator-approval-loopSkill
- parallel-execution-optimizerSkill
- plan-orchestrateSkill
- skill-creatorSkill
- team-agent-orchestrationSkill
- verification-loopSkill
- write-a-skillSkill
- agent-architecture-auditSkill
- agent-evalSkill
- agent-self-evaluationSkill
- ai-first-engineeringSkill
- benchmarkSkill
- context-budgetSkill
- cost-aware-llm-pipelineSkill
- deep-researchSkill
- eval-harnessSkill
- exa-searchSkill
- gateguardSkill
- iterative-retrievalSkill
- mle-workflowSkill
- pytorch-patternsSkill
- recsys-pipeline-architectSkill
- regex-vs-llm-structured-textSkill
- safety-guardSkill
- token-budget-advisorSkill
- unified-memorySkill
- defi-amm-securitySkill
- django-securitySkill
- gateguardSkill
- healthcare-phi-complianceSkill
- hipaa-complianceSkill
- laravel-securitySkill
- llm-trading-agent-securitySkill
- security-bounty-hunterSkill
- security-reviewSkill
- security-scanSkill
- mcp-builderSkill
- mcp-server-patternsSkill
- article-writingSkill
- blueprintSkill
- codebase-onboardingSkill
- code-tourSkill
- context-budgetSkill
- documentation-lookupSkill
- docxSkill
- frontend-slidesSkill
- improve-codebase-architectureSkill
- make-interfaces-feel-betterSkill
- pdfSkill
- pptxSkill
- The first 60 shown.
The file
We split this skill into the rules it gives an agent
9 rules. 0 are common, 9 are distinctive, and 0 are very specific to this project.
0
Common
Most of the 58 edited versions we read keep these.
9
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
The licence could not be identified — read it at the source. We count its rules but don't quote them. Read them on GitHub.
“Common” is measured: kept by at least 6 in 10 of the 58 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
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