Memory-backed context retention with flexible backends, privacy-aware storage, and rapid recall for long-running conversations.

Lightweight bash-driven context handler enabling rapid scripting, automation, and context management for prototyping workflows.

A collection of MCP servers

A Python-based tool to scaffold, validate, and interact with model context protocol endpoints, emphasizing clean protocol handling and lightweight setup.

Example implementation demonstrating vanilla RAG with a single doc-retrieval tool.

Protocol-level CLI enabling dynamic tool exploration across OpenAI and Ollama with interactive chat and multi-model workflows.

mcp_playground

Hacking on some MCP clients

Configures Claude-based context management with structured prompts, reusable templates, and deployment-ready workflows.

A concise Go toolkit for implementing protocol endpoints with simple API, built-in logging, graceful shutdown, and extensible handlers.

mcp outlook

Lightweight tooling to manage and optimize model context lifecycles, enabling clean prompts, context binding, and workflow automation.

TypeScript MCP wrapper unifies OpenAI and Anthropic APIs with tool calls, evaluation, and caching for seamless local development.

Lightweight TypeScript backbone offering text notes with URIs, a create_note tool, and summarize_notes prompts for AI-assisted summaries.

Starter scaffolding for model context protocol integration, emphasizing a clean, extensible structure for rapid developer onboarding.

mcpServers

AI-powered outreach automation for Auth0 with personalized messaging, web research, and CSV processing.

Lightweight weather note service with a note:// access scheme, simple note storage, and a summarize-notes prompt for quick summaries of stored notes.

Lightweight note storage with a custom URI scheme, a summarization prompt, and an add-note tool for interactive, developer-focused workflows.

Demo showcasing Claude Desktop capabilities with GitHub integration, local filesystem, SQLite, and data visualization.

TypeScript-based note-focused implementation with note:// URIs, a create_note tool, and summarize_notes prompts for content workflows.

Lightweight, extensible client that integrates context into apps, enabling secure sharing, prompt orchestration, and modular, plugin-driven workflows.

A lightweight Claude-integrated note store featuring a custom note:// URI, summarize-notes prompts, and an add-note tool.

Lightweight local harness for Claude's Context Protocol with quick validation and sample intents.