Find the right MCP server without the noise.

Query PostgreSQL databases, inspect schemas, run EXPLAIN plans, and manage tables directly through natural language conversations with your AI assistant. Supports connection pooling and read-only mode for safe production access.

Lightweight SQLite database exploration and querying. Perfect for local development databases, embedded applications, and quick data analysis without spinning up a full database server or managing network connections.

Sandboxed file system access for reading, writing, and organizing files on your local machine. Includes path validation and directory traversal protection to keep your data safe while giving AI controlled file access.

Run Git commands through your AI assistant — stage changes, commit, branch, merge, rebase, and inspect history without leaving your chat interface. Wraps common Git operations with safety checks for production repositories.

Full GitHub API access through AI — create and review pull requests, manage issues, browse repositories, search code, and trigger workflows. The most essential server for AI-assisted development on GitHub.

Real-time web search and local news results powered by the Brave Search API. Returns clean, structured results that AI can parse and summarize. No API key required for basic usage in AI assistant workflows.

Headless browser automation for web scraping, screenshots, PDF generation, and JavaScript rendering. Navigate pages, click elements, extract data, and capture visual snapshots — all through AI instructions for dynamic and interactive web interactions.

Post messages, search conversations, manage channels, and interact with Slack workspaces through AI. Supports threaded replies, file uploads, and user mentions for seamless team communication and collaboration automation.

Guides AI through structured, step-by-step reasoning for complex problem-solving. Breaks down problems into sequential thoughts, revises earlier steps when needed, and branches exploration paths — like a whiteboard for AI thinking and debugging.

Manage AWS infrastructure — EC2 instances, S3 buckets, Lambda functions, CloudWatch logs, and IAM roles. Official Amazon build that gives AI assistants controlled access to your AWS environment for cloud resource management.

Autonomous cybersecurity tool execution — runs 150-plus security tools for penetration testing, vulnerability scanning, and bug bounty automation. Designed for security researchers who want AI-assisted reconnaissance and automated security assessment workflows.

Indexes your local codebase into a graph database for AI-powered code analysis. Maps relationships between files, functions, classes, and imports — then visualizes the graph so you understand complex codebases at a glance.

Manage Appwrite projects — databases, storage, users, functions, and authentication. Full backend management through AI for the open-source BaaS platform. Great for rapid prototyping and backend-as-a-service workflows.

Multi-model database interactions for graph, document, and key-value queries. Query AQL, manage collections, and inspect graph relationships through AI-assisted database exploration across three data models.

Run SQL queries on Google BigQuery, inspect datasets and tables, and analyze large-scale data warehouses through natural language. Built for data analysts and engineers working with petabyte-scale data.

Query Apache Cassandra and ScyllaDB clusters — run CQL queries, inspect keyspaces and tables, manage indexes, and monitor cluster health. Designed for high-scale, distributed NoSQL workloads with tunable consistency.

Open-source embedding database for AI applications. Create collections, add documents with embeddings, and run semantic similarity searches. Purpose-built for RAG pipelines and LLM memory with automatic embedding management.

Query ClickHouse databases for real-time analytics on large datasets. Designed for teams running OLAP workloads, event analytics, and time-series data at scale with columnar storage and vectorized execution.

Manage CockroachDB clusters — run SQL queries, inspect database schemas, manage user permissions, and monitor distributed database health. Built for resilient, multi-region PostgreSQL-compatible deployments with automatic survivability.

Interact with Couchbase NoSQL databases — query documents, manage buckets, create indexes, and monitor cluster health. Supports N1QL queries through AI-assistant interaction for modern application backends.

Query Databricks SQL warehouses, explore Unity Catalog metadata, and run Spark SQL queries. Bridges the data lakehouse with AI-assisted analytics for data engineers and scientists working with big data infrastructure.

Manage Cloudflare D1 serverless SQL databases — create databases, execute queries, run migrations, and inspect tables. Combines edge computing with SQLite-based persistence for globally distributed data access.

Generate and run Drizzle ORM schema migrations, manage database relationships, and introspect existing databases. Streamlines TypeScript database workflows with AI-guided schema design for modern web applications.

In-process analytical SQL database for data analysis. Query CSV, Parquet, and JSON files directly using SQL without loading them into a separate database. Perfect for data scientists and analysts doing local data exploration.