Standalone data dictionary toolset for Mozilla Glean telemetry with app discovery, metric search, and full metric definitions.

Lightweight Model Context Protocol-inspired framework enabling dynamic context management, modular prompts, and Sabrina AI integration.

Model Context Protocol clients and servers examples

Rust-based MCP server offering time tools, dual transport (stdio/http), MCP 2025 compliance, and optional OAuth2 authentication with rich timezone support.

Safety-focused MCP server enforcing strict path validation, protected patterns, and atomic batch deletions within allowed directories.

SSH-based integration for Ruckus Access Points to fetch status and configuration, with Docker and Claude Code integration.

TypeScript client library enabling HTTP and STDIO access to Neemee knowledge tools, with notes, notebooks, and advanced search.

Neo4j-backed global memory graph for Claude Code SDK with read/write memory ops, full-text search, and configurable memory limits.

Config-driven adapter-based tooling with consistent error handling, built atop FastMCP for scalable, maintainable MCP deployments.

A flexible, modular server enabling context-aware reasoning through standardized model-context exchange and plug-and-play adapters.

Python-based framework delivering standardized, pluggable context provisioning and persistent state for AI interactions.

Comprehensive utilities library delivering standardized tooling, caching, rate limiting, WebSocket helpers, and rich formatting for robust context-driven workflows.

An MCP experiment enabling LLMs to agentically use local tools to create and manage data structures.

Utility toolkit offering caching, retry logic with backoff, batch processing, and rate limiting for Model Context Protocol workflows, with TypeScript support.

Robust, stateless integration enabling LLM-to-REST collaboration with structured logging, retries, circuit breakers, health checks, streaming transport, and built-in API linting tooling.

Converts URL content into Markdown with SSE and stdio modes, plus npm/npx integration for cross-platform use.

Structured document management with safety, versioning, and semantic search for writers and researchers.

Model Context Protocol over HTTP

Lightweight .NET tool delivering fast message echoes with customizable formatting via Model Context Protocol.

Identifies empty and duplicate files with configurable depth, MD5-based detection, and safe readonly analysis to declutter directories.

My first MCP (Model Context Protocol) server

Lightweight TypeScript starter showcasing a model context integration with an inspector workflow and straightforward build/run steps.

Lightweight, pluggable context protocol delivering immutable snapshots for simple, scalable ML inference and cross-service coordination.

A lightweight MCP server enabling LLMs to autonomously query and manage SQLite databases.