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Scan C/C++/Go/Python/Java/Rust/etc. codebases and generate directed call graphs with call ordering, conditions, conditional compilation paths, concurrency analysis, and confidence classification. Designed to give LLM agents global-to-local code understanding — first load a compact context pack, then drill into specific functions on demand.

Enables Grok Build to orchestrate the local Codex CLI for code reviews, adversarial reviews, task rescue, session transfer, and background job management through MCP tools.

Conversational cart recovery retention agent designed to analyze abandoned shopping sessions and negotiate discounts dynamically.

MCP server exposing Backlog project management tools for Claude Desktop

Enables AI agents to interact with Blockbench, a 3D modeling tool for Minecraft, through a plugin-based MCP server.

Provides five Chinese metaphysics engines (BaZi, QMDJ, ZWDS, Feng Shui, I Ching) as MCP tools for analysis and forecasting.

Enables AI assistants to interact with mem.ai memory through a standardized interface, providing complete API coverage with tools for notes, collections, and memory operations.

This JIRA MCP server, created by Camden Clark, enables seamless integration between Large Language Models and JIRA project management software. It provides standardized tools for executing JQL searches and retrieving detailed issue information through the Model Context Protocol. Built with Node.js and leveraging the @modelcontextprotocol/sdk, this implementation stands out by offering a streamlined interface to JIRA's powerful querying capabilities. It's particularly useful for AI assistants and chatbots that need to access or manipulate JIRA data, enabling natural language interactions for project management tasks, issue tracking, and reporting.

Enables lead generation and web scraping through 16 MCP tools, allowing AI clients like Claude, Cursor, and Windsurf to perform scraping tasks via natural language.

A production-grade persistent memory service for AI agents. Agents forget everything between sessions by default — memex fixes that. It stores, retrieves, and ranks conversation memory using semantic search with recency decay, so agents surface what's relevant and recent, not just what's semantically closest.

Git-native MCP server for managing AI context across sessions. Enables LLMs to access project and feature context via markdown files, preserving decisions and constraints.

Connects AI clients to decentralized agent discovery, hiring, monitoring, and payment systems on the Masumi Network.

Enables conversion between PDF/Office documents and structured JSON, supporting extraction and generation of document content.

ExposureGuard scans domains for security vulnerabilities and misconfigurations, returning letter grades (A-F) across 8 security checks including DNS, TLS, headers, and email hygiene. The server provides actionable fix snippets alongside each finding, enabling AI agents to assess and remediate domain security posture.

A Model Context Protocol server that enables Claude and compatible AI assistants to perform multi-dimensional searches (web, documents, scholarly articles, images, videos, podcasts) and parse webpage content using the Metaso AI search engine.

Enables interaction with Parse Server through the Model Context Protocol, providing CRUD operations, schema management, role-based security, and cloud function execution.

MCP server for .NET debugging — 34 tools for breakpoints, inspection, exception autopsy, code analysis, and more. Built on ICorDebug.

Local MCP server for a self-hosted Plane instance that exposes tickets, cycles, modules, labels, and states as MCP tools with both read and mutation capabilities.

Gives AI assistants read access to SDLC project artifacts stored in Supabase, enabling natural language queries about projects, artifacts, screens, and tech stacks, with optional IT cost estimation via Vertex AI Gemini.

Enables KiCad CLI automation via MCP, providing tools for ERC, DRC, BOM export, netlist export, Gerbers, drill files, STEP, IPC-2581, and GLB output.