Transforms codebases into AI-friendly formats to facilitate analysis by AI tools, improving code reviews and enabling refactoring suggestions. Consolidates repository information through a single command for better AI understanding.

Integrates with Firecrawl for advanced web scraping capabilities including structured data extraction and batch processing, while supporting both cloud and self-hosted deployments. Provides features like automatic retries, rate limiting, and content analysis powered by LLMs.

Integrate applications with Notion by automating tasks and managing workspace contents through the Notion API. Support for various operations is provided while adhering to the limitations of the Notion API.

Fast and intelligent web search and crawling that combines embeddings and traditional search methods to provide optimal results for large language models (LLMs). It facilitates real-time web information retrieval in a secure environment.

Integrate with Stripe APIs using function calling to manage customers and products, as well as facilitate interactions with various Stripe services.

Stores and retrieves information using the Qdrant vector search engine, enabling semantic search for relevant data. It functions as a memory layer for AI applications accessing external tools and information.

Access Atlassian products such as Confluence and Jira, facilitating interactions with content management and project tracking functionalities. Supports both Cloud and Server/Data Center deployments for seamless integration.

Connect Supabase projects with AI assistants for managing tables, fetching configurations, and querying data efficiently. Enables seamless integration of AI capabilities directly into application workflows.

Integrate various data sources such as Slack, Gmail, and web feeds into Graphlit projects, enabling efficient retrieval and searching of relevant content via MCP clients.

Interact with Kubernetes clusters using kubectl for managing and orchestrating containerized applications, deployments, and services.

Interact with Notion workspaces via the Notion API, enabling data retrieval and content management. Employs Markdown conversion to optimize token usage during communication with language models.

Enables interaction with the Base blockchain and Coinbase API for AI applications. Supports wallet management, fund transfers, smart contract deployments, and onchain lending functionality.

Enable interaction with various Apify Actors to perform specific tasks through an MCP server configuration. It supports HTTP server access via Server-Sent Events (SSE) and local server functionality through standard input/output.

Integrates vector database capabilities for managing collections, performing semantic searches, and retrieving data with advanced filtering. Enhances AI models with powerful data retrieval features to improve context and performance.

Integrates Baidu's search capabilities with AI language models to provide intelligent, real-time responses and information retrieval. Customizable features support various search scenarios with options for persona settings, model selection, and query enhancements.

Connects Claude AI to QGIS for project management and layer manipulation, enabling the creation, loading, and saving of projects, along with executing processing algorithms and running Python code directly within QGIS.

Manage n8n workflows with natural language commands, enabling listing, creating, updating, deleting, and executing workflows while monitoring their statuses and accessing detailed execution statistics.

Universal MCP server tailored for databases, facilitating secure and compliant interactions optimized for large language models and AI agents. It supports a variety of database systems including PostgreSQL, MySQL, and ElasticSearch among others.

Connects to Spotify using the Spotipy API to control playback, search for music, and manage playlists. Facilitates operations such as starting, pausing, skipping tracks, and retrieving information on various music-related entities.

Interact with Neon serverless Postgres databases using natural language for tasks such as database creation and management, running SQL queries, handling migrations, and managing projects.

Enables management of Docker containers and compose stacks, facilitating operations like container creation, deployment, log retrieval, and monitoring status.

Manage and operate Terraform environments through command-line interactions, enabling reading Terraform configurations, analyzing plans, and applying changes. Integrates AI assistants for enhanced infrastructure management.

Connects to Make accounts to utilize On-Demand scenarios as callable tools for AI assistants, enabling seamless interaction with automation workflows. Returns output in structured JSON for AI processing.

Integrates with IDEs to provide access to Opik features via a standardized protocol. Facilitates the management of prompts, projects, and metrics with a unified interface and various transport options for flexible integration.

Connect to multiple EVM-compatible networks to facilitate interactions with blockchain services including Ethereum, Optimism, Arbitrum, Base, and Polygon through a unified interface.