MemFS Search

Semantic search over your memory filesystem. Useful when Grep isn't enough — finding conceptually related blocks, discovering forgotten reference files, or answering "what do I know about X" across all memory.

Setup

First time only. Run the setup script to create the index and generate embeddings:

bash <SKILL_DIR>/scripts/memfs-search.sh setup

This creates a QMD collection over $MEMORY_DIR, adds context annotations, and embeds all .md files. First run downloads ~2GB of local GGUF models to ~/.cache/qmd/models/.

For installation, embedding model options, and troubleshooting: references/qmd-setup.md.

Searching

Three tiers. Pick based on what you know about your query:

You have...	Use	Command	Speed
An exact term or phrase	keyword	`search`	~0.3s
A vague concept ("what do I know about X")	semantic	`vsearch`	~2s cold, <1s warm
No idea, need the best results	hybrid	`query`	~3s cold, <1s warm

S="bash <SKILL_DIR>/scripts/memfs-search.sh"

# Keyword — fast, use first
$S search "lettabot architecture"

# Semantic — conceptual, use when keyword misses
$S vsearch "how does the user feel about code reviews"

# Hybrid — best quality, uses keyword + vectors + reranking
$S query "projects cameron is working on"

Always start with keyword search. Only escalate when it misses. Hybrid is 10x slower than keyword.

Output Formats

All commands accept output flags forwarded to QMD:

$S search "topic" --json       # structured (for processing)
$S search "topic" --files      # file paths only (pipe into Read)
$S search "topic" --full       # full document, not snippet
$S search "topic" -n 15        # more results (default: 5)

--json returns an array of objects with file, score, snippet, and context fields.

Retrieval

Fetch a specific file or batch of files without searching:

# Single file
qmd get "system/human/identity.md" -c memory --full

# Batch by glob
qmd multi-get "reference/projects/*" -c memory

When to Search Proactively

Don't wait to be asked. Search memory when:

Before creating a new memory file — check if the topic already exists. $S search "topic" --files tells you instantly.
User asks "do you know about X" — search before saying no. Reference files you haven't loaded recently might have it.
During /init or memory reorg — verify coverage. Search for key concepts and confirm they're stored somewhere.
Debugging "I told you about this" — the user thinks you should know something. Search memory before falling back to message history.

Maintenance

After bulk memory changes (e.g. after /init, reorganization, creating many files):

bash <SKILL_DIR>/scripts/memfs-search.sh reindex

Check index health:

bash <SKILL_DIR>/scripts/memfs-search.sh status

When NOT to Use

Exact string matching — use Grep.
Finding files by name/pattern — use Glob.
Reading a file you already know the path to — use Read.
Searching message history — use the searching-messages skill.
The query is a single word that would match literally — keyword Grep is faster.