Persistence-enabled reasoning engine with structured thought chains, cross-session recall, and auditable trails across editors and tools.

curated review of memory-related MCP (model context protocol) server options

Exercise: Integrate Model Context Protocol with GitHub Copilot

Unified access to data.gouv.fr's tabular API with metadata, profiles, paginated data, search, and API documentation.

OpenWeatherMap-powered weather data platform delivering current conditions, 5-day forecast, and city comparisons via scalable AWS workflow.

Semantic search over Typst docs via local embeddings, vector database, and targeted tooling.

Web search via Perplexity API integrated with Claude desktop, featuring recency filters and a simple search prompt.

Real-time log analysis and AI-driven investigations integrated into Cursor IDE for streamlined debugging and intelligent code insights.

Lightweight MCP server exposing Yahoo Finance data to LLM-driven agents with structured tools and ready-to-use integrations.

Dedicated MCP server that scrapes Khaleej Times headlines and full articles via simple tools and CLI integration.

UTC sunrise/sunset calculator with polar day/night detection, Docker-ready PHP 8.4, MCP-compatible.

The complete beginner-to-advanced guide for Model Context Protocol (MCP) with Continue.dev

An unofficial integration that lets AI assistants orchestrate Gearset CI/CD, deployments, test runs, and analytics with type-safe commands, robust async workflows, and automated DevOps workflows across CI, testing, deployments, and reporting.

Connects AI assistants with Wazuh and OpenSearch to deliver real-time security analytics, vulnerability insights, and incident investigation via natural language.

AI-powered data injection into PostgreSQL with schema-aware generation, validation, and analytics for efficient AI-driven testing workflows.

Unified access to Superops GraphQL docs with search, type insights, and automatic request generation.

Lightweight Go library to expose AI-accessible tools via HTTP with a simple, extensible tool API.

Hybrid real-time voice assistant enabling local and remote tool access with Home Assistant on Raspberry Pi.

Proof-of-concept toolchain enabling AI assistants to interact with CockroachDB—querying data, managing schemas, and monitoring clusters via JSON-RPC.

Privacy-first, offline OS control via natural language, with sandboxed execution and no data leaves device.

Practical MCP server starter with tool discovery, capability negotiation, and streaming results across stdio, HTTP, or WebSocket.

Type-safe address validation and standardization using USPS with OAuth2, designed for AI tool integration and reliable error handling.

Exercise: Integrate Model Context Protocol with GitHub Copilot

Exercise: Integrate Model Context Protocol with GitHub Copilot