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Zero-dependency TF-IDF search across MUSE memory, roles, and skills. Use when user wants to find information across their project context.
Install with Codex or Claude Copy this prompt, paste it into Codex, Claude, or another assistant, and let it review the skill page and install it for you.
Based on SOC occupation classification
Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before making any success claims; evidence before assertions always. Upgraded with AC-first workflow, pre-flight fast-fail, and structured Judge verdicts (inspired by opslane/verify).
Guide for creating Claude Code skills following Anthropic's official best practices. Use when user wants to create a new skill, build a skill, write SKILL.md, or needs skill creation guidelines. Provides structure, naming conventions, description writing, and quality checklist.
Pattern for progressively refining context retrieval to solve the subagent context problem
Fast iteration with two-stage review (spec compliance, then code quality)
Multi-agent coordination SOP derived from Anthropic's internal coordinator architecture. Use when orchestrating parallel workers, dispatching subagents, planning multi-step implementations, or when tasks require research→synthesis→implementation→verification workflow. Triggers: 'coordinate', 'dispatch workers', 'parallel agents', 'multi-agent', 'fan out', 'orchestrate'.
Use to run multiple subagents concurrently on independent tasks
| name | semantic-search |
| description | Zero-dependency TF-IDF search across MUSE memory, roles, and skills. Use when user wants to find information across their project context. |
| version | 1.0.0 |
| author | muse |
| tags | ["core","search","memory","context"] |
Search across your entire MUSE project context using TF-IDF ranking.
# Search everything
./scripts/search.sh "auth jwt oauth"
# Search only memory files
./scripts/search.sh "database migration" --scope memory
# Search only role files
./scripts/search.sh "dashboard" --scope roles --top 3
# Search only skills
./scripts/search.sh "testing" --scope skills --top 10
| Scope | Files Indexed |
|---|---|
all (default) | memory/ + .muse/ + MEMORIES.md + skills/ |
memory | memory/*.md + MEMORIES.md |
roles | .muse/*.md |
skills | skills//SKILL.md + .agent/skills//SKILL.md |
When resuming a conversation, you can use search to quickly find relevant context:
# Before /resume — find what was done last week
./scripts/search.sh "migration deploy" --scope memory --top 3