Does this skill require a running background process?

Yes, the vector search skill requires the memory-daemon to be active to handle gRPC requests and manage the vector index.

How does hybrid search differ from standard search?

Hybrid search combines traditional keyword matching (BM25) with semantic vector similarity using Reciprocal Rank Fusion, ensuring you find both exact terms and conceptually related content.

When should I use vector search instead of BM25?

Use vector search for conceptual queries, synonyms, or when you are looking for topics related to a specific idea rather than an exact string or function name.

What is a good minimum similarity score for results?

A score of 0.7 or higher typically indicates a strong semantic match, while scores between 0.5 and 0.7 represent moderate conceptual relevance.

Agent Memory Vector Search

Name: Agent Memory Vector Search
Author: SpillwaveSolutions

bySpillwaveSolutions

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Database Management

Enables semantic similarity and hybrid keyword-vector search capabilities within the Agent Memory system.

This skill provides advanced retrieval capabilities for the Agent Memory system, allowing users to find relevant past discussions and code segments through semantic similarity rather than just exact keywords. By leveraging vector embeddings and hybrid search (BM25 + Vector fusion), it overcomes the limitations of traditional search, handling synonyms, typos, and conceptual queries to provide deeper context for AI agents during development.

Key Features

01Configurable similarity thresholds and top-k result filtering

02Reciprocal Rank Fusion (RRF) for optimized retrieval scoring

03Real-time index statistics and health monitoring

04Hybrid search combining BM25 keyword matching with vector embeddings

054 GitHub stars

06Semantic vector search for finding conceptually related topics

Use Cases

01Locating related discussions when specific function names or keywords are forgotten

02Improving search accuracy for technical documentation and complex code patterns

03Retrieving context for debugging by searching for similar error behaviors

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add spillwavesolutions/agent-memory vector-search

For use in Claude.ai and ChatGPT

Download Skill