AI & ML

A specialized MCP server for interacting with Apache Iceberg catalogs, allowing users to explore data lake structures including namespaces, tables, and schemas via REST or AWS Glue catalogs.

A comprehensive observability toolkit for Langfuse that allows AI agents to query traces, analyze sessions, manage prompts, and debug exceptions directly through the Model Context Protocol.

A versatile MCP server that enables users to dynamically create, register, and execute custom tools at runtime using multiple programming languages like Python, JavaScript, Bash, and Ruby.

An MCP server that uses axe-core to perform accessibility audits on webpages, helping developers identify and fix WCAG compliance issues through AI assistants.

MCP (Model Context Protocol) Server. Indexes and retrieves code snippets using embedding models and vector databases, enabling efficient code search and analysis for software development tasks.

An open source implementation of the Claude built-in text editor tool

A highly flexible MCP server that allows developers to expose any CLI tool, shell script, or language interpreter (Python, Node.js, Deno) as an MCP tool through simple YAML configuration.

A Model Context Protocol (MCP) server enabling LLMs to query, analyze, and interact with Prometheus databases through predefined routes.

Powerful image generation and editing server powered by Gemini 3 Pro Image (Nano Banana Pro), featuring automatic prompt optimization using Gemini 2.0 Flash for professional-grade results.

A reference implementation of OpenAI's Agentic Commerce Protocol (ACP) providing a sandbox environment for agents to manage shopping carts, products, and delegated checkout flows.

A Delphi-based framework for building MCP servers, allowing developers to transform Delphi code into actionable AI tools and resources.

A unified storage access server that leverages Apache OpenDAL to allow LLMs to interact with diverse backends like S3, Azure Blob, and GCS through a consistent interface. It enables seamless file listing and content retrieval across multiple cloud and local storage providers.

A powerful MCP server that bridges natural language and GIMP 3.0, allowing AI assistants to execute any image manipulation command and view the results in real-time.

An MCP server that interfaces with the Azure Retail Prices API to provide real-time cloud cost estimation, regional price comparisons, and SKU discovery with fuzzy matching capabilities.

A specialized MCP server that wraps the Claude Code CLI, allowing users to perform code analysis, debugging, and editing tasks through the local command-line interface via Claude Desktop or other MCP hosts.

A specialized RimWorld development RAG server that combines lexical and semantic search with graph-based navigation for C# source code and XML definitions.

A specialized MCP server providing access to over 135 animated React components from ReactBits.dev, featuring source code retrieval, dependency information, and demo generation.

A high-performance theorem prover and agentic runtime that combines Lean4-style formal verification with WebAssembly execution, vector-backed episodic memory, and cryptographic proof signatures.

A powerful academic research MCP server that provides real-time access to over 200 million scientific papers across six major databases including arXiv, OpenAlex, and PMC with advanced full-text extraction capabilities.

A policy-based gateway that aggregates multiple MCP servers, enabling on-demand tool discovery to reduce context window consumption and providing per-agent access control.

An MCP server that allows Claude to render and preview Mermaid diagrams in real-time with live reload functionality and multiple export formats.

MCP (Model Context Protocol) Server. Integrates GitLab, Jira, Confluence, YouTube, and Google AI to provide search capabilities and utility tools for streamlined development workflows and project management tasks.

MCP (Model Context Protocol) Server. Lightweight Go server that loads and serves YAML-formatted prompt templates from a file system for easy organization and management of standardized prompts to AI models.

A comprehensive MCP server for GitLab integration that enables AI models to manage repositories, issues, merge requests, and wiki pages. It supports both stdio and SSE transports and features a configurable read-only mode for secure data access.

MCP (Model Context Protocol) Server. Provides robust email interaction capabilities through IMAP, enabling advanced email retrieval, searching, and management with first-class support for Gmail OAuth2 and app-specific password authentication.

MCP (Model Context Protocol) Server. Integrates WeCom group messaging, enabling automated sending of diverse message types and file uploads for streamlined team communication and notifications.

Bonsai-mcp integrates Blender and Bonsai BIM with Claude, providing a suite of tools for querying, analyzing, and manipulating IFC building models, including quantity takeoff and construction budgeting.

Daemon-MCP is an advanced persistent memory system for AI agents that uses semantic indexing, TF-IDF search, and vector embeddings to track decisions, rules, and outcomes. it actively prevents repetitive mistakes through 'Sacred Covenant' enforcement, ensuring agents check context and learn from past failures across sessions.

The self-hosted MCP bridge between Claude Chat and Claude Code.

A Model Context Protocol server that bridges Claude Desktop with Unreal Engine 5.3, allowing users to create and manipulate 3D scenes using natural language via the Remote Control API.