
Claude Desktop
Desktop · Freemium · Proprietary
Anthropic's official Claude AI desktop application. Supports MCP servers to extend functionality.
Developer Tools · Search Tools

damian-pramparo/semantic-context-mcp
A powerful Model Context Protocol (MCP) server for semantic code search with shared vector database. Supports both OpenAI and Ollama for embeddings, and can index local projects or Git repositories.
{
"mcpServers": {
"enterprise-code-search": {
"command": "node",
"args": [
"/path/to/semantic-context-mcp/dist/index.js"
],
"env": {
"EMBEDDING_PROVIDER": "<EMBEDDING_PROVIDER>",
"OLLAMA_HOST": "<OLLAMA_HOST>",
"OLLAMA_MODEL": "<OLLAMA_MODEL>",
"CHROMA_HOST": "<CHROMA_HOST>",
"CHROMA_PORT": "<CHROMA_PORT>",
"COMPANY_NAME": "<COMPANY_NAME>"
}
}
}
}EMBEDDING_PROVIDEROLLAMA_HOSTOLLAMA_MODELCHROMA_HOSTCHROMA_PORTCOMPANY_NAMEOPENAI_API_KEYCHROMA_SERVER_HOSTSemantic code search using AI embeddings
Dual provider support: OpenAI or Ollama (local, private)
Flexible indexing: Local projects or Git repositories
Shared vector database with ChromaDB
Multi-project management: Handle multiple projects simultaneously
Automatic project structure analysis
Similar code search based on code snippets
Enterprise-ready: Private, secure, self-hosted
index_local_project
Index a local directory
search_codebase
Semantic search in code
list_indexed_projects
List all indexed projects
get_embedding_provider_info
Get embedding provider information
Details on this page are taken from the project's README. Open README
Clients mentioned in this server's README:

microsoft/playwright
Playwright is a framework for web automation and testing. It drives Chromium, Firefox, and WebKit with a single API — in your tests, in your scripts, and as a tool for AI agents.

yamadashy/repomix
Repomix is a tool that packs a codebase into an AI-friendly format, supporting local and remote repository processing and providing code compression, security checks and multiple output formats.

bytedance/UI-TARS-desktop
TARS is ByteDance's multimodal AI agent stack, shipping two projects: Agent TARS (a CLI and Web UI agent built on MCP) and UI-TARS-desktop (a desktop GUI agent).

ahujasid/blender-mcp
formerly blender-mcp — the PyPI package is now mcp-for-blender. Existing setups keep working; no config change is required. Read more.

microsoft/playwright-mcp
A Model Context Protocol (MCP) server that provides browser automation capabilities using Playwright. This server enables LLMs to interact with web pages through structured accessibility snapshots, bypassing the need for screenshots or visually-tuned models.

comet-ml/opik
Opik is the open-source LLM observability and evaluation platform for AI agent tracing, LLM evaluation, prompt management, and production monitoring. Built by Comet. Apache-2.0 licensed, free to self-host the full platform, with 20,000+ GitHub stars.