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AI-agent-driven refactoring platform. MCP server + class diagram over C# (Roslyn) + C++/CLI. Fowler catalog + smell detection. PolyForm NC + Pro.

Provides PNG image processing tools that convert specified colors to transparency, enabling AI assistants to programmatically manipulate image backgrounds and create transparent PNGs.

An MCP server that provides six code review tools for use with Claude Code or any MCP client. Each tool reads a file from disk, pairs its contents with a structured review prompt, and returns the bundle for the LLM to evaluate.

Provides access to Deutsche Bundesbank (Germany's central bank) statistics via the MCP protocol. Enables querying economic data through natural language using ask_pipeworx.

AITable.ai Model Context Protocol Server enables AI agents to connect and work with AITable datasheets.

MCP server that provides a persistent IPython kernel for executing Python code with pre-loaded numpy, pandas, and matplotlib, supporting stateful computation and inline visualizations.

The JSON Skeleton MCP Server creates lightweight "skeleton" representations of large JSON files by truncating string values, deduplicating array items based on their structure, and optionally showing only data types instead of values. It intelligently preserves the complete JSON structure while dramatically reducing file size, making it particularly useful for understanding API responses or data schemas that exceed AI model context limits. The server offers configurable string truncation lengths and a ultra-compact type-only mode that replaces all values with their type names (str, int, bool, etc.), enabling developers to quickly grasp data structure without processing massive payloads.

An MCP server that connects Claude to WhatsApp for reading group messages, searching conversations, and sending messages. It includes advanced tools for analyzing group activity patterns, member statistics, and syncing message history.

A read-only MCP server for querying telemetry data from configurable backends. Provides tools to list sources, describe schemas, run bounded queries, and compute aggregates.

QuestDB MCP server connects coding agents to a running QuestDB Web Console. The agent gets tools to create notebook cells, run queries, and build charts.

Connects Claude Code to xAI's Grok for real-time web and X (Twitter) search with multi-agent architecture and 2M token context.

Multi-agent reasoning MCP server for Claude Code. Spawns parallel research agents to find knowledge LLMs don't have. +23.1% on Terminal Bench 2.0 SWE tasks.

MCP server for managing ParchMark notes via Claude Code/Desktop. Provides tools to list, get, create, update, and delete notes through natural language.

A Model Context Protocol (MCP) server for the dbatools PowerShell module.

Enables AI assistants to manage Apple App Store Connect operations including app management, TestFlight, analytics, reviews, subscriptions, and more through 54 tools.

Gives AI coding agents a closed-loop verification cycle for visual, audio, and video output, with enforcement hooks that make verification mandatory.

Translates Sinhala or Singlish instructions into precise English technical specifications using Google Gemini AI, enabling Sinhala-speaking developers to code in their native language.

AVERT — open specification for verifiable AI-agent execution against government systems. Reference implementation: Apier, the Norwegian compliance API (apier.no).

A Model Context Protocol server that enables LLMs to interact with Salesforce data through SOQL queries, SOSL searches, and various API operations including record management.

Enables natural language interactions with Salesforce, allowing users to query and modify data, manage custom objects and fields, execute Apex code, and perform SOQL/SOSL searches across Salesforce organizations.