Python-based bridge enabling AI models to access public cloud storage with CRUD tooling and cloud-native primitives.

Python bridge that integrates Carla with a Model Context Protocol workflow for managing model contexts.

MBTI-inspired personality assessment with backtracking and Ollama integration for personalized AI chats.

MongoDB integration exposing CRUD operations to AI workflows via a Gemini-powered chat interface.

High-performance context management and joint control for myCobot M5 280 using FastMCP with Python.

Rust-based Gemini-driven integration for Roblox Studio with file prompts and optional context.

Enable real-time uptime checks and incident insights by linking Uptime Agent with AI assistants through natural language commands and simple monitor creation.

Memory-enabled AI support agent delivering context-aware, personalized responses by recalling past interactions and user history.

Model Context Protocol

Structured prompt framework guiding LLMs with task, constraints, tools, and examples; showcases retrieval-based context and visualization for reliable results.

Demonstrates end-to-end MCP interactions with client-server, SQLite-backed notes, and a seed-echo tool for robust context integration.

Automates pull-request analysis with an MCP Agent to generate engineer-like summaries and identify issues and impacts.

Modular backend enabling sessions, context storage, and context-aware prompts with pluggable model endpoints.

IDE-first workflow for orchestrating model context with seamless tool integration and reproducible setup.

Iceberg-focused backend enabling AWS Glue catalog integration, schema discovery, querying, and snapshot-driven data operations via Python clients.

Powerful, auto-updating search for AWS Amplify docs with Gen 1/Gen 2 selection, smart ranking, and caching.

Exposes Shodan’s internet scanning capabilities via a standardized interface, enabling powerful searches, DNS resolution, CVE retrieval, and IP vulnerability queries, all secured with environment-based API keys. Designed for quick integration into automation workflows and threat intel pipelines, with clear tool docs and consistent responses.

Unified API proxy aggregating MCP OpenAPI specs for discovery, routing, and testing.

Unified JSON API enabling AI assistants to manage containers, images, and logs via MCP with flexible Docker socket support.

Open-source framework for local LLMs using MCP, delivering a Claude-like workflow, modular server/client, and privacy-friendly air-gapped deployment.

IP geolocation lookup using ip.sb API with HTTP SSE delivery and protocol-compliant messaging.

Cloudflare AI image generation with multi-model support, AI-crafted prompts, and parallel batch rendering.

Async AWS S3 bucket utility for MCP clients enabling bucket discovery, object retrieval, and CSV filtering.

AI-powered todo and calendar assistant with Google Calendar sync, multilingual support, secure tool approvals, and structured tool interactions.