model context protocol

Unified collection of ready-to-run MCP components spanning task, search, data, and local storage with production-ready Dart and Python variants.

ModelContextProtocol

MCP Experimentation

Malaysia prayer times using JAKIM data with city, zone, and coordinates support.

Connect Claude with MongoDB to run queries, aggregates, and CRUD operations directly from conversations.

Chat-friendly discovery of NIH-funded projects and publications with granular filters and rich abstracts.

Connects Fledge data to Cursor AI via JSON-RPC over WebSocket with data access, streaming, UI generation, and secure API authentication.

Demonstrates a minimal, context-aware protocol with tool integrations and real-time communication.

TypeScript-based integrator exposing Strateegia projects and labs to AI assistants, enabling quick discovery and detailed insights.

A multi-LLM orchestration with MCP-powered dynamic tool discovery, memory, and multi-interface access.

Ingests CPU benchmarks, scores and visualizes rankings within MCP inspector workflows for streamlined deployment decisions.

Integrates web search and crawling to enrich MCP workflows with external data.

Desktop Claude integration with local context management and streamlined prompts.

Modular, privacy-preserving workflow enabling context-aware collaboration for AI models with secure orchestration.

Model Context Protocol (MCP) research for PIAIC Student Team 2 Boys Batch 61 Morning

Lightweight local file discovery with fragment-based search and metadata responses for AI workflows.

Reference JavaScript implementation enabling standardized tool calls, task sequencing, and external data access for AI agents.

model_context_protocol

Dockerized MCP server enabling modular context sources with readme-driven registration and Python SDK integration.

learning the model context protocol

Java-based implementation of the Model Context Protocol with OAuth support to define and manage Meeds tool metadata via a dedicated API.

Extensible integration offering weather and time utilities with Claude Desktop support for interactive, timezone-aware conversations.

Claude-compatible toolset exposing 48 SAP Ariba APIs via FastMCP, enabling natural-language access to procurement, sourcing, supplier management, catalogs, and contracts.