mcp-server-qdrantofficial
A
licenseB
qualityC
maintenanceThis repository is an example of how to create a MCP server for Qdrant, a vector search engine.
2
1,499
Apache 2.0
74,316 servers. Updated
Search Relevance ↓
Recent Usage ↓
Date Added ↓
Date Updated ↓
Weekly Downloads ↓
GitHub Stars ↓
Recent GitHub Stars ↓
Matching MCP tools:
Matching MCP Connectors:
com.travel-code
io.github.lazymac2x
com.globaldatabase.mcp
ai.argushq
"Using Qdrant vector database for code indexing" matching MCP servers:
- Flicense-qualityDmaintenanceEnables semantic code search across multi-language codebases using natural language queries, integrated with Qdrant vector database for fast, cached retrieval.1
Qdrant Docs MCP Serverofficial
Flicense-qualityCmaintenanceA read-only MCP server providing curated Qdrant documentation for LLMs, enabling retrieval of the latest and most accurate documentation.9mcp-code-snippetsofficial
Alicense-qualityCmaintenanceAllows agents to lookup code snippets in your project. Uses a remote MCP server with a collection of code snippets, with support for automatic project language detection.12Apache 2.0
Baidu Vector Database MCPofficial
AlicenseBqualityDmaintenanceA server that provides access to Baidu Cloud Vector Database functionality through the Model Context Protocol, enabling LLM applications to perform vector searches and database operations via natural language.143Apache 2.0
cocoindex-codeofficial
AlicenseAqualityAmaintenanceembedded code search engine CLI -AST based that just works - improves speed and efficiency for coding agent12,636Apache 2.0
Code-Fundi MCP Serverofficial
AlicenseAqualityAmaintenanceA production-grade MCP server for the Code-Fundi API, enabling AI agents to map codebases, search semantically, and analyze blast radius. It provides tools for repository management, AI-powered research, and impact analysis before shipping changes.27841MIT- Alicense-qualityAmaintenancePersistent project memory + architectural decisions + pre-execution safety hooks for Claude Code. Local-only storage, multi-repo workspace, automatic knowledge extraction via background auditor.2014MIT
Code Scalpelofficial
Alicense-qualityCmaintenanceEnables AI assistants to surgically extract and analyze code, reducing token usage and costs by up to 200x compared to reading entire files.16MIT- Alicense-qualityFmaintenanceA Model Context Protocol server that enables LLMs like Claude to interact with SQLite and SQL Server databases, allowing for schema inspection and SQL query execution.853379MIT
Cerebras Code MCP Serverofficial
AlicenseAqualityDmaintenanceThis MCP server is designed for planning with Claude Code, Cline, or Cursor and making changes with Cerebras to maximize speed and intelligence while avoiding API limits. It uses the Qwen 3 Coder model for high-quality code generation and can be embedded in IDEs.151MIT
code-me-brandofficial
AlicenseAqualityBmaintenanceInjects the Code-Me brand identity, tone, and visual guidelines into LLMs with zero latency using built-in context files.4MIT- AlicenseAqualityBmaintenanceDeterministic code review MCP server that provides tools for file selection, rule matching, comment positioning, and reflection, ensuring stable review quality without LLM calls.5541MIT
QR Code AI MCPofficial
Alicense-qualityAmaintenanceQR Code AI - MCP server providing AI-powered tools and automation by MEOK AI Labs10MIT
Code Context Engineofficial
Alicense-qualityAmaintenanceIndexes your codebase so AI coding agents can search instead of re-reading files, saving up to 94% of tokens.397MIT- Flicense-qualityBmaintenanceA local, cross-editor MCP server that provides persistent memory for coding agents, capturing and recalling decisions, conventions, and fixes across sessions without API keys.
Crude Code MCP Serverofficial
Alicense-qualityAmaintenanceAn oil & gas data-analytics MCP server that enables guarded SQL queries, well valuation, and map rendering within chat apps.4Apache 2.0- Alicense-qualityAmaintenanceA client-side MCP proxy that injects OAuth 2.0 bearer tokens or API keys into MCP requests, enabling MCP clients to connect to OAuth/API-key-protected MCP servers like Amazon Bedrock AgentCore Gateway. It automatically fetches and refreshes credentials using AgentCore Identity or static values.MIT No Attribution
- Alicense-qualityDmaintenanceEnables LLMs to interact with Rememberizer Vector Store for semantic search, document creation, deletion, and modification.Apache 2.0
- Alicense-qualityCmaintenanceEnterprise-grade code intelligence server for AI assistants that analyzes codebases for due diligence, tech debt, security vulnerabilities, and code quality.1MIT
