A unified protocol toolkit for coordinating context-aware models with extensible schemas, enabling scalable, reproducible experiments.

Node.js-based CSV-driven chatbot with multi-API support and CSV analytics, including Claude weather tooling for enhanced conversations.

Python-based demonstration showcasing interactive tool endpoints, local LlamaIndex/Ollama integration, and a client-agent workflow for context-driven querying.

Model Context Protocol

OCR server with benchmarking for OCR engines and multimodal LLM performance, emphasizing modularity and end-to-end evaluation.

Dual Gradio interface and OpenAlex access with expanded entities, advanced filtering, and analytics for researchers and AI agents.

Bridge Elasticsearch to MCP clients via a Python tool, enabling natural-language queries, indexing, and data exploration with easy setup.

Context-aware guitar recommendation tool that blends semantic search with user context to deliver tailored guitar picks.

AI-powered tool fetching Reddit posts via API and analyzing trends with an LLM through a CLI.

Model Context Protocol server that exposes stock and financial data via yfinance for LLM-driven finance workflows, with easy deployment and extensibility.

Solves TSP with DP for small sets and NN plus 2-opt for larger ones, with named inputs, distance calculations, and SVG visuals.

CRM-driven data access with customer health, orders, and revenue analytics using artificial data for rapid demonstrations and safe experimentation.

Unified integration enabling Lucene and DataPrime queries with Claude Desktop, templates, context retrieval, and advanced log analytics.

My experiments with Anthropic's Model Context Protocol (MCP)

Enables LLMs to fetch galaxy properties from HyperLEDA via a streamlined data API for precise celestial queries.

Seven-tool MCP server for SQL optimization across engines with LLMs and multi-format reports.

Hex-powered analytics toolkit delivering advanced project control, batch execution, and real-time export insights.

Lightweight, extensible approach to retrieval-augmented reasoning with dynamic tool orchestration and context management, differentiating through policy-driven use and transparent context mutations.

In-memory MTG deck management with Scryfall data, cross-source imports, and advanced analysis for opening hands and deck optimization.

Bridges Claude with stock data, technical indicators, and market news for data-driven investment conversations.

Real-time stock data with ticker lookup, powered by A2A-integrated reasoning and a distributed Python stack.

Unified real-time data and research templates for blockchain insights with NFT, DeFi, governance, and on-chain analytics

Claude AI connects NOAA tide data with AI agent workflows for proactive coastal insights and alerts.

A FastMCP-based NLP server offering modular text distance analytics with simple deployment and optional API-key security.