spillwavesolutions Vector Search Skill
Semantic similarity search using vector embeddings in the agent-memory system.
When to Use
| Use Case | Best Search Type |
|---|---|
| Exact keyword match | BM25 (teleport search) |
| Conceptual similarity | Vector (teleport vector-search) |
| Best of both worlds | Hybrid (teleport hybrid-search) |
| Typos/synonyms | Vector or Hybrid |
| Technical terms | BM25 or Hybrid |
When Not to Use
- Current session context (already in memory)
- Time-based queries (use TOC navigation instead)
- Counting or aggregation (not supported)
Quick Start
| Command | Purpose | Example |
|---|---|---|
teleport vector-search |
Semantic search | teleport vector-search -q "authentication patterns" |
teleport hybrid-search |
BM25 + Vector | teleport hybrid-search -q "JWT token handling" |
teleport vector-stats |
Index status | teleport vector-stats |
Prerequisites
memory-daemon status # Check daemon
memory-daemon start # Start if needed
Vector Search
Basic Usage
# Simple semantic search
memory-daemon teleport vector-search -q "authentication patterns"
# With filtering
memory-daemon teleport vector-search -q "debugging strategies" \
--top-k 5 \
--min-score 0.6 \
--target toc
Hybrid Search
Combines BM25 keyword matching with vector semantic similarity using Reciprocal Rank Fusion (RRF).
Basic Usage
# Default hybrid mode (50/50 weights)
memory-daemon teleport hybrid-search -q "JWT authentication"
# Favor vector semantics
memory-daemon teleport hybrid-search -q "similar topics" \
--bm25-weight 0.3 \
--vector-weight 0.7
# Favor keyword matching
memory-daemon teleport hybrid-search -q "exact_function_name" \
--bm25-weight 0.8 \
--vector-weight 0.2
Search Strategy
Decision Flow
User Query
|
v
+-- Contains exact terms/function names? --> BM25 Search
|
+-- Conceptual/semantic query? --> Vector Search
|
+-- Mixed or unsure? --> Hybrid Search (default)
Error Handling
| Error | Resolution |
|---|---|
| Connection refused | memory-daemon start |
| Vector index unavailable | Wait for index build or check disk space |
| No results | Lower --min-score, try hybrid mode, broaden query |
| Slow response | Reduce --top-k, check index size |
See Command Reference for full CLI options.