ramonclaudio/skills

ramonclaudio/skills

Command

Run search quality benchmarks against a fixture file. Reports precision/recall/MRR/F1 across 4 backends.

ramonclaudio/skills

Command

Clear qmd LLM cache, remove orphaned vectors and inactive docs, and vacuum the SQLite index.

ramonclaudio/skills

Command

Exclude a qmd collection from default queries (sets includeByDefault false). Use for noisy or session-scoped collections.

ramonclaudio/skills

Command

Include a qmd collection in default queries (sets includeByDefault true). Reverses /qmd:collection-exclude.

ramonclaudio/skills

Command

Show YAML config for a single qmd collection (path, pattern, include state, update command, context count).

ramonclaudio/skills

Command

Set or change the pre-update shell command for an existing qmd collection (e.g. git pull --ff-only).

ramonclaudio/skills

Command

Manage qmd collection contexts (list, add, rm). Contexts are descriptive metadata returned alongside every search hit.

ramonclaudio/skills

Command

Diagnose qmd index and runtime health: SQLite and sqlite-vec versions, model cache, the GPU device probe, and embedding fingerprint freshness. Run first when search misbehaves or after upgrading qmd.

ramonclaudio/skills

Command

Generate or refresh vector embeddings for indexed documents. Long running.

ramonclaudio/skills

Command

Retrieve a document body by path or docid via the qmd CLI. CLI fallback for the MCP get tool.

ramonclaudio/skills

Command

Start, stop, or check the qmd MCP server (stdio or HTTP daemon).

ramonclaudio/skills

Command

Download or verify the 3 GGUF models qmd needs (embeddinggemma, qwen3-reranker, qmd-query-expansion).

ramonclaudio/skills

Command

Hybrid BM25 + vector + reranking search via the qmd CLI. CLI fallback for the MCP query tool.

ramonclaudio/skills

Command

Remove a collection from the qmd index (does not delete the underlying repo on disk).

ramonclaudio/skills

Command

Rename a qmd collection. Updates YAML config, all document records, and all virtual paths.

ramonclaudio/skills

Command

BM25 keyword search via the qmd CLI. Fast, no LLM. CLI fallback for the MCP query tool with type "lex".

ramonclaudio/skills

Command

Show qmd index health, collections, MCP daemon status, and pending embeds.

ramonclaudio/skills

Command

Pull all reference repos, re-index changed files, and embed new content. Long running.