ms

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meta_skill (ms) — the skill-search/load engine over both corpora (agentops + jsm). Find a skill for a task, search skills, or load runnable skill guidance. Triggers: "ms", "meta_skill", "skill search", "find a skill for", "load skill guidance".

AI & Automation 414 stars 40 forks Updated today Apache-2.0

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Quality Score: 96/100

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Skill Content

<!-- TOC: Core Insight | Constraints | Quick Start | Consume (MCP) | Write/Admin (CLI) | Output | Production Skill Handoff | Footguns | Concurrency | Scenarios | Quality | References --> # ms — meta_skill search/load engine > **Core Insight:** `ms` is the skill-search engine over both configured corpora (agentops + jsm). **Consume via MCP, write/admin via CLI.** One law: after ANY reindex/wipe, every running `ms mcp serve` MUST be killed (sessions respawn fresh). A surviving server silently reads pre-wipe data and returns `recorded:true` on writes that land in orphaned files. ## Constraints - Load with `full: true` or `--full` when the intent is to execute a skill, because metadata cards and packed overviews omit runnable guidance. - Keep the consume/write boundary explicit: use MCP for search and load, but use the CLI for feedback and outcomes because only CLI writes are verified to land in the live database. - When attached `mcp__ms__*` tools are unavailable, use the skill-local one-shot MCP helper for search. A zero-result `ms search` CLI response is not evidence that MCP BM25 found no match and must not silently substitute for it. - Reindex only through `scripts/ms-reindex.sh`, because it sweeps stale servers and proves source equivalence after rebuilding the index. - Treat the local index as disposable state, not a source of truth; the non-goal is editing indexed content instead of `skills/**`. - Keep `ms` retrieval-only for production skill work. It returns search a...

Details

Author
boshu2
Repository
boshu2/agentops
Created
8 months ago
Last Updated
today
Language
Go
License
Apache-2.0

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