spillwavesolutions/agent-memory/vector-search

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Semantic vector search for agent-memory. Use when asked to "find similar discussions", "semantic search", "find related topics", "what's conceptually related to X", or when keyword search returns poor results. Provides vector similarity search and hybrid BM25+vector fusion.

Install

npx vskill@latest install spillwavesolutions/agent-memory/vector-search

SKILL.md

Vector Search Skill

Semantic similarity search using vector embeddings in the agent-memory system.

When to Use

Use CaseBest Search Type
Exact keyword matchBM25 (teleport search)
Conceptual similarityVector (teleport vector-search)
Best of both worldsHybrid (teleport hybrid-search)
Typos/synonymsVector or Hybrid
Technical termsBM25 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

CommandPurposeExample
teleport vector-searchSemantic searchteleport vector-search -q "authentication patterns"
teleport hybrid-searchBM25 + Vectorteleport hybrid-search -q "JWT token handling"
teleport vector-statsIndex statusteleport vector-stats

Prerequisites

bash
memory-daemon status  # Check daemon
memory-daemon start   # Start if needed

Vector Search

Basic Usage
bash
# 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
bash
# 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

ErrorResolution
Connection refusedmemory-daemon start
Vector index unavailableWait for index build or check disk space
No resultsLower --min-score, try hybrid mode, broaden query
Slow responseReduce --top-k, check index size

See Command Reference for full CLI options.

Security

  • Security scanPassed, 95 of 100Pattern checks on the skill's files.
  • Model reviewPassed

See the full security report

Quality evaluation

  • Task evaluationNot runNo evaluation yet. Run one in Skill Studio.

See evaluation results

Source

Popularity

Repository stars
16
Repository forks
3
7-day trend score
19

Stars and forks are for the whole GitHub repository, not this skill alone. Not refreshed yet.

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