Model Context Protocol

Interact with GitHub repositories, issues, and pull requests from AI agents.

Web and local search using the Brave Search API for AI agents.

Read-only SQL access to PostgreSQL databases for AI agents.

Git repository operations — clone, commit, diff, log, and branch management.

Query and analyze SQLite databases with built-in business intelligence.

Fetch and convert web pages to markdown for AI agent consumption.

Secure file operations with configurable access controls for AI agents.

Browser automation and web scraping for AI agents via Puppeteer.

Connect AI agents to MongoDB for document queries and collection management.

Reference MCP server demonstrating all protocol features and capabilities.

Persistent memory and knowledge graph for AI agent conversations.

Manage GitLab projects, merge requests, and CI/CD pipelines from AI agents.

Geocoding, directions, and place search via Google Maps API.

Read and manage Slack channels, messages, and users from AI agents.

Step-by-step reasoning and problem decomposition for AI agents.

Get current time and do timezone conversions for AI agents.

Search, read, and manage Google Drive files from AI agents.

Retrieve knowledge from AWS Bedrock Knowledge Bases for AI agents.

AI image generation and model training for creative workflows.