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Code intelligence engine that indexes repos into a persistent knowledge graph for AI coding agents.
AI-powered reverse engineering: bridge IDA Pro to LLMs for vibe reversing via MCP.
Powerful local filesystem + terminal MCP server: search, diff-edit files, and run shell commands.
Bulk Kubernetes port forwarding with an MCP server that lets AI assistants forward services, inspect pods, and monitor traffic.
Built-in MCP server for the open-source Kubernetes UI — lets AI assistants query and operate your cluster.
Intelligent task management for AI agents: plan, decompose, and execute dev tasks with persistent memory.
Control DaVinci Resolve Studio from AI assistants via the official Scripting API, with source-safe media tooling.
Let Claude control QGIS Desktop — create projects, load layers, run processing algorithms, and execute PyQGIS code.
Locally hosted multi-engine web search and page content extraction for local LLMs — no API keys required.
Search and explore any OpenAPI spec in simple language, via oapis.org.
Official Jina AI remote MCP server — read web pages as Markdown and run grounded web search over HTTP.
Run Manim animation code from your MCP client and get back rendered videos.
Control Figma from the terminal or as an MCP server — full read/write: create shapes, text, components, render JSX, export images.
Execute shell commands on remote Linux and Windows servers over SSH via MCP.
High-performance community ClickUp server for tasks, docs, chat, time tracking, and more.
Chat with your EPUB and PDF books — extract metadata, table of contents, chapters, and pages as Markdown.
Drive AutoCAD LT via AutoLISP or generate DXF headlessly — 8 consolidated tools for drafting, P&ID and screenshots.
Connect AI assistants to Discord — manage channels, messages, roles, members, events and more via a JDA-powered bot.
Local computer-vision image recognition and editing tools for AI assistants — crop, detect, OCR, remove background, all on-device.
Control iOS simulators with natural-language commands from your LLM, powered by Facebook's idb.
A debuggable automation engine for AI agents — trace every step, replay from any point, 467 modules as MCP tools.
Let LLMs run shell commands and processes on the host machine via a single run_process tool.
Grounded access to the FLOX trading framework surface for AI coding agents.
Extract text, images, and metadata from local or URL PDFs as structured output, dir-confined.
Automate Excel via AI - Power Query, DAX, VBA, PivotTables, charts through Excel's native COM API (Windows only).
Official Portainer MCP server: manage Docker, Kubernetes, and GitOps environments via the Portainer REST API.
Securely execute whitelisted shell commands over MCP, with stdin, argv pipelines, timeouts, and audit logging.
Distill large codebases into AI-friendly context — public APIs, types, and structure, 90-98% smaller.
Query Axiom logs and events with APL via Axiom's hosted remote MCP server.
Native Safari browser automation for AI agents on macOS — 80 tools, your real logged-in browser, no Chrome.
Integrate the LLDB debugger with Claude via MCP for AI-assisted debugging sessions.
Official Jenkins plugin that turns your controller into an MCP server — agents query jobs, trigger builds, read logs.
Manage Heroku apps, dynos, add-ons, pipelines, and Postgres from your AI agent via the official Heroku CLI.
PagerDuty's official MCP server — agents triage incidents, manage on-call schedules, and query services from your IDE.
Persistent, interactive PTY terminal for AI agents over MCP — SSH, REPLs, password prompts, long-running jobs.
Access Qiniu Cloud storage, smart multimedia, CDN, and live streaming from your AI client.
无需编码即可让大模型接入腾讯云对象存储 (COS) 与数据万象 (CI) 的存储与处理能力。
Control robots in ROS2 environments with natural language via topics, services, and actions.
Give AI assistants Roslyn semantic analysis and the Visual Studio Debugger via MCP — 41 tools.
Retrieve and analyze Ramp finance data (transactions, bills, reimbursements) via an in-memory SQLite ETL pipeline.
Minimal MCP server that drives a web browser via Playwright, with an Azure OpenAI / OpenAI client bridge.
High-performance MCP server for compressing JPEG, PNG, WebP and AVIF images offline.
Cross-chain and same-chain crypto swaps, fee estimation, and trade execution for AI agents via the deBridge protocol.
Data scraping, document conversion, AI agents, and code execution via the Dumpling AI API.
Manage Homebrew packages on macOS from Claude Desktop or Cursor — install, upgrade, search, and maintain.
Comprehensive Gemini API integration for MCP hosts with intelligent model selection and file handling.
Debug Kubernetes & container workloads with eBPF kernel telemetry through an AI interface.
Exposes build123d CAD operations as MCP tools so AI assistants can build, inspect, and iterate on 3D geometry interactively.