Local code structure graph: builds a repository map with tree-sitter and serves the assistant only the context a change actually touches over MCP
MCP servers
An MCP server connects an agent to external data and tools over a single protocol: files, databases, APIs and services. This section lists servers with their transport, auth method and environment variables, an install command and an honest read on the risks.
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Graphiti MCP
Graphiti MCP Server
Zep's Graphiti MCP server: long-term agent memory as a time-aware knowledge graph on FalkorDB or Neo4j
Official
Long-term memory for agents: a remote MCP server, plugins for Claude Code, Cursor and Codex, and an API for your own apps
Official
MCP tools and a CLI for a 3D building editor: the agent creates, inspects and edits architectural scenes
An MCP server that keeps large tool output out of the agent's context window and stores session memory in SQLite
Official
Local screen and audio recording with natural language search, feeding your activity history to an agent via MCP
Official
An open MCP server and agent skill set for SEO: keyword research, competitors, backlinks and site audits powered by DataForSEO
Douyin TikTok Download API
Douyin_TikTok_Download_API
A self-hosted Douyin and TikTok data service with a REST API, MCP server and CLI, watermark-free
Self-hosted MCP server for xiaohongshu: publish notes and videos, search, read feeds, comment, like and favorite from an agent
An Android emulator in Docker with an MCP server: the agent drives the device over adb, opens apps and pages, presses buttons
Control the Unity Editor from an agent over MCP: scenes and objects, C# scripts, assets, tests, profiling and builds
Official
A semantic code search MCP server: indexes the project into a vector database and gives the agent only relevant snippets
A Chrome extension with an MCP server: the agent drives your everyday browser with its sessions, tabs, bookmarks and history
MCP server that bridges IDA Pro with an agent: reading decompilation, renaming and typing, comments and running IDAPython right in the database
An offensive security MCP server: the agent runs 150+ pentest and recon tools and drives automated target assessments
Official
An MCP server and skills on top of Kubernetes network observability: an agent investigates incidents and queries cluster traffic through an eBPF-built index
Needs a VPN
An MCP server that lets Claude Code, Codex and other agents call Gemini, GPT, Grok and local models for review, debugging and consensus
An MCP server for a personal news pipeline: fetch, score, filter and summarize news through tools an agent can call
An Android control platform with a built-in MCP server: the agent drives the device, automates the UI, captures traffic and works with Frida
A remote MCP server that gives the agent docs and code of any public GitHub repository with nothing to install
An MCP server to drive iOS and Android: simulators, emulators and real devices via accessibility trees and screenshots
An MCP server for driving Windows: the agent opens apps, clicks and types, reads window and UI state, and works with files and PowerShell
Console, network, screenshots and Lighthouse audits from your open Chrome session to the agent via a DevTools extension
Official
An MCP server and Chrome extension that let the agent drive your already open browser with your logged-in sessions, all locally
Frequently asked questions
What is an MCP server?
An MCP server connects an agent to external data and tools over a single protocol: files, databases, APIs and services. The agent calls its tools while it works.
How do I connect an MCP server to an agent?
The entry lists how to run it (npx, uvx, docker or a remote URL) and the environment variables. A config snippet goes into the agent settings.
Do I need a key or a paid account?
It depends on the server. Each entry states the auth method and requirements, including paid accounts, in the limitations block.