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Byte-Pair Encoding (BPE) subword tokenizer trainer and deterministic text encoder/decoder.

MCP server for accessing Indonesian local government data from Satu Data Ngawi. Enables querying datasets, organizations, categories, and statistics through natural language.

Exposes multiple LLM providers (AWS Bedrock, OpenAI, Google Gemini, local Ollama) as MCP tools with automatic routing by task type and Prometheus metrics, enabling any MCP-compatible client to generate text, route prompts, and list providers.

Agent execution step tree & tool call DAG visualizer

An enterprise workflow intelligence MCP server that reconstructs events into live workflow state, detects bottlenecks with deterministic rules, and provides evidence-based explanations and actions.

MCP server for Agent Trust Stack — cryptographic provenance and reputation scoring for autonomous AI agents. Install: pip install agent-trust-stack-mcp

A Model Context Protocol server that provides access to HashiCorp Consul's functionality, including service management, health checks, KV store, sessions, events, prepared queries, and system status.

Enables AI agents to generate stylized images from text and code, with syntax highlighting and markdown formatting support.

Jev-inspired System-1 subconscious cognitive decision layer resolving typed routing, loop-stall arbitration, and tool safety checks at sub-millisecond latency.

Manage Google, Meta, Amazon, TikTok, LinkedIn & ChatGPT ads. 430 tools for campaigns & analytics.

Model Context Protocol server for Verlon AI that exposes gates, logs, recommendations, and experiments as MCP tools, enabling coding agents to inspect and manage AI infrastructure natively.

Maps external tool surfaces (e.g., MCP servers, APIs, CLIs, SDKs) into a persistent capability registry agents can load and act on.

Vorluno's family of Model Context Protocol (MCP) servers for AI coding agents.

A basic MCP server for deployment to Amazon Bedrock AgentCore Runtime, enabling tool integration via FastMCP with streamable HTTP transport.

This MCP service provides a web crawling tool for Cursor and Claude applications, allowing AI assistants to extract content from websites in markdown format. Built using the FastMCP framework and Crawl4AI library, it's containerized with Docker for easy deployment on Render.com and includes a health check endpoint for monitoring. The implementation is designed to be easily connected to Cursor or Claude through their respective settings interfaces, making it ideal for workflows requiring web content analysis without leaving the conversation interface.

🚀 Deliver model context services for Databricks with a protocol server using Python SDK, enabling AI tools across 28 domains and 263 functions

Hosted MCP server for Amazon sellers: connect Claude, ChatGPT, Cursor and Claude Code to Seller Central and Amazon Ads data (OAuth 2.1).

Enables AI agents to manage virtual clinic data including patients, visits, diagnoses, treatments, lab/radiology orders, and search medical literature and internal knowledge base.

Privacy-first zero-cloud offline LLM inference & local memory runtime (LumiChats style)

MCP server for live web search: smart_search (consolidated, source-attributed answers) and xprema_code (code-only solutions). .NET 10 + DuckDuckGo, no API key. Arabic & English.