Role-Specific Context
Enables AI systems to maintain distinct expert personas through role-based context management with vector search capabilities for consistent domain expertise…
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Memory Service
Integrates with ChromaDB using sentence transformers for efficient text embedding, enabling semantic search and content recommendation via websocket…
MCP Excel Reader
Integrates with Excel files to enable efficient processing and analysis of large spreadsheet datasets through automatic chunking and pagination.
VibeCoderMCP
Guides LLMs through structured software development workflows with feature clarification, PRD generation, and phase-based tracking using a hybrid document…
Elasticsearch Knowledge Graph
Elasticsearch-based knowledge graph that tracks access patterns to prioritize recent, important, and frequently accessed information with advanced search…
Protonmail
Enables sending emails through Protonmail's SMTP service with support for multiple recipients, CC/BCC functionality, and both plain text and HTML content.
Code Runner
Executes code snippets in isolated Docker containers with resource limits and security controls for safe testing and debugging across multiple programming…
Spotify
Integrates with Spotify to enable music search, playlist creation, personalized recommendations, and profile management through secure OAuth authentication.
Tasks
Lightweight Spring Boot task management server providing RESTful API for creating, tracking, and managing tasks with integrated tool interactions and…
Qdrant Vector Database
Integrates with Qdrant vector database to provide semantic search capabilities for storing and retrieving information using multiple embedding providers…
SQLite
Provides a lightweight SQLite database management solution with TypeScript and Docker support, enabling quick, embedded database operations with minimal setup…