VioletCranberry/coco-search — Local-first hybrid semantic code search tool.

Description and use

**Project Summary**

VioletCranberry/coco-search is an open-source, local-first hybrid semantic code search tool that indexes codebases into PostgreSQL with pgvector embeddings. This tool supports 30+ languages and offers a CLI, MCP server, web dashboard, and interactive REPL, enabling connection of AI assistants to real tools and data through a standard protocol.

**Value Proposition**

The value proposition of VioletCranberry/coco-search lies in its ability to connect AI assistants to real tools and data through a standard protocol, enabling seamless integration and collaboration between AI agents and tools. This standardization facilitates the development of more efficient and effective AI-powered workflows.

**Practical Adoption Path**

To adopt VioletCranberry/coco-search, follow these steps:

1. **Evaluate the tool**: Assess the project's implementation signals, such as API/SDK/CLI, language metadata, and focused topics, to understand its capabilities and limitations.
2. **Integrate with AI assistants**: Use the provided MCP server or web dashboard to connect AI assistants to real tools and data.
3. **Standardize integrations**: Leverage the standard protocol to integrate AI agents with tools and data, enabling seamless collaboration and workflow efficiency.

**Production Readiness**

VioletCranberry/coco-search is considered production-ready

Problem

VioletCranberry/coco-search helps connect AI assistants to real tools and data through a standard protocol.

Outcome

High for an OSS candidate: recent activity, adoption, and ecosystem signals are strong enough for a serious pilot.

Workflow

• connect AI agents to tools
• ship Model Context Protocol servers
• standardize integrations

Evidence

Local-first hybrid semantic code search tool. Indexes codebases into PostgreSQL with pgvector embeddings via Ollama, combines vector similarity + keyword search with RRF fusion. Supports 30+ languages. Features CLI, MCP server, WEB dashboard and interactive REPL.

Source