Does this skill require a running server?

Yes, the skill includes lifecycle commands to initialize, start, and manage a local Agent Brain server that handles the indexing and querying of your documents.

Can I use Agent Brain with local models?

Yes, Agent Brain supports local embedding and summarization providers like Ollama, ensuring your data remains private and resides on your local machine.

What is GraphRAG mode in Agent Brain?

GraphRAG enables relationship-aware queries, allowing you to trace code dependencies, function callers, and class inheritance by building a knowledge graph from your indexed files.

How do I choose between BM25 and Vector search?

Use BM25 for exact technical terms, error codes, or function names. Use Vector search for conceptual queries, explanations, or natural language questions.

Which file formats are supported for indexing?

Agent Brain supports Markdown, PDF, plain text, and a wide variety of code files including Python, JavaScript, TypeScript, Go, Rust, and C++.

Agent Brain Search

Name: Agent Brain Search
Author: SpillwaveSolutions

bySpillwaveSolutions

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学习与文档

Enables advanced RAG-based document and codebase searching using semantic, keyword, hybrid, and knowledge graph retrieval modes.

Agent Brain is a specialized skill for Claude Code that provides a private, powerful Retrieval-Augmented Generation (RAG) system for your projects. It allows developers to query documentation and codebases using five distinct search modes—BM25 for keywords, Vector for semantic concepts, Hybrid for balanced results, Graph for relationship-aware dependency tracing, and Multi for comprehensive fusion. By indexing local files and supporting various embedding providers like OpenAI and Ollama, it transforms static documentation into an interactive, searchable knowledge base that helps trace function calls, find imports, and understand complex code relationships.

主要功能

0147 GitHub stars

02Multi-instance architecture with automatic server discovery and lifecycle management

03Deep codebase exploration capabilities for finding imports and inheritance chains

04Graph-based relationship discovery for tracing code dependencies and function callers

05Five distinct search modes including BM25, Semantic Vector, Hybrid, and GraphRAG

06Pluggable provider support for embeddings (OpenAI, Cohere, Ollama) and LLMs

使用场景

01Searching technical documentation for specific error codes or implementation patterns

02Querying a local private knowledge base for conceptual explanations of project architecture

03Mapping complex code relationships to understand what functions call a specific service

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add spillwavesolutions/agent-brain using-agent-brain

For use in Claude.ai and ChatGPT

Download Skill