Database
| Server | Language | Stars | Downloads |
|---|---|---|---|
| Cloudflare API Integrates with Cloudflare's REST API to enable management of DNS records, cache purging, KV namespaces, R2 buckets, Workers domains, Hyperdrive databases, and Workflow instances through natural language interactions. | — | 14 | — |
| Cloudflare D1 Integrates with Cloudflare D1 databases to provide schema analysis, relationship extraction, validation, and optimization suggestions through four core tools that examine database structure and performance improvements. | — | 2 | — |
| Cloud Services Provides unified access to AWS, Azure, and GCP resources through cloud-agnostic adapters for managing instances, storage, databases, and functions with cost analysis, monitoring, security scanning, and compliance checking capabilities. | — | 3 | — |
| Clude Bot Memory Self-hosted persistent memory server backed by Supabase with hybrid vector-keyword-graph retrieval, importance scoring, memory decay, and dream consolidation cycles. | — | 1 | — |
| cnry-mcp-server-qdrant MCP server for retrieving context from a Qdrant vector database | Python | — | — |
| CockroachDB Provides natural language access to CockroachDB clusters through cluster monitoring for health checks and performance analysis, database operations for connection management and lifecycle tasks, table management for schema operations and bulk data import, and query execution with transaction support and performance optimization. | Python | 9 | — |
| Code Analysis Integrates code analysis using a Neo4j graph database to enable structural insights, quality metrics, and natural language querying of codebases. | — | 13 | — |
| Codebase Indexer Indexes source code using Ollama embeddings and Qdrant vector database to enable natural language semantic search across codebases. | — | 0 | — |
| Codebase Insight Provides deep code analysis capabilities for software repositories, enabling pattern detection, architecture understanding, and knowledge management through a FastAPI server with Qdrant vector database integration. | Python | 11 | — |
| codebase-memory-mcp MCP server that indexes your codebase into a persistent knowledge graph. 64 languages, sub-ms queries, 99% fewer tokens than grep. Single Go binary, no Docker, no API keys. | C | 857 | — |
| CodeDox Crawls documentation websites and extracts code snippets using tree-sitter parsing, automatically categorizing and enriching them with metadata to build searchable code databases for technical documentation. | — | 27 | — |
| CodeGraphContext Indexes codebases into a Neo4j graph database to enable sophisticated code analysis including function call relationships, class hierarchies, dead code detection, and dependency tracking through real-time file monitoring and direct Cypher queries. | Python | 2.6k | — |
| code-graph-rag The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs | Python | 97 | — |
| Code Indexer Indexes and retrieves code snippets using embedding models and vector databases, enabling efficient code search and analysis for software development tasks. | — | 36 | — |
| Codemode SQLite SQLite operations via sandboxed Go code execution for faster, token-efficient database queries | — | 6 | — |
| CodeQL N1ght Integrates with CodeQL N1ght tool to provide automated Java application security analysis through environment setup, database creation from JAR/WAR/ZIP files, vulnerability scanning with customizable query packs, and direct command execution with parallel processing support. | — | 8 | — |
| Code RAG Provides semantic code search and similarity matching using vector embeddings and Qdrant database integration with support for multiple programming languages and incremental indexing via git hooks. | — | 5 | — |
| CodeRAG Parses TypeScript, JavaScript, Java, and Python codebases into a Neo4J graph database to extract code entities, relationships, and metadata, enabling software quality analysis through 18 metrics tools and guided exploration of dependencies, inheritance patterns, and architectural issues. | — | 17 | — |
| code-sandbox-mcp | Python | 199 | — |
| Codex Context Reduces context waste in Codex CLI by storing repo scans, logs, and reports in local SQLite with bounded summaries. | — | 0 | — |
| Codex Memory Indexes Codex session history into SQLite for searchable local memory with embeddings. | — | 0 | — |
| CodeXRay Semantic knowledge graph that indexes codebases into a local SQLite graph database for dead code detection, impact analysis, hotspot identification, and complexity reporting. | — | 2 | — |
| Cognee AI-friendly database and knowledge-management capabilities via various database schemes. | — | 14.4k | — |
| ColabFit Query and download datasets from the ColabFit materials science database | Python | 2 | — |
| com.exoquery/mcp-server Kotlin compile-time SQL library. Docs, code validation, and SQLite execution tools. | — | — | — |