Development MCP Servers

Community fork of DeusData/codebase-memory-mcp (MIT) — incremental-reindex CALLS-edge fix + 9 integrated upstream PRs. Pure-C code…

Local-first MCP plugin for continuous software-quality review by AI coding agents, powered by Jev.

Enables AI assistants to interact with Demo Time and helps build presentations and demos.

A phone control plugin for MCP that allows you to control your Android phone through ADB commands to connect any human

MCP server for the complete Zabbix API - 237 tools, multi-server, OAuth 2.1 + bearer auth, PDF reports, systemd ready. Works with ChatGPT,…

A semantic search engine for files and code.

Spawn an object into existence: describe it, and your agent designs it, checks it, and 3D prints it.

Gives coding agents Figma data to write Flutter code, including asset exports, widgets and full-screen implementations.

Generate interactive mind maps.

MCP server for macOS desktop automation via the Accessibility API.

Local gateway and manager for MCP servers shared across AI coding tools: set up and authenticate each server once, with lazy discovery and…

Run arbitrary commands and scripts.

MCP server for UI Beats. Let your coding agent search, read and install animated React components.

Local Go repository call graphs and structural analysis for coding agents over stdio.

An MCP server and CLI packager for official Android skills.

Read and score Opik traces, experiments, datasets and prompts from your AI assistant.

Connect to the VS Code IDE and use semantic tools like find usages.

MCP server and OpenAPI-backed mobile companion for controlling Antigravity IDE sessions

Render Mermaid diagrams with live reload, themes and SVG, PNG or PDF export.

File cache with diff tracking for AI coding agents. Drop-in MCP server that cuts token usage by 26%.

Administers Linux via typed, approval-gated actions with an Ed25519-signed audit trail.

Self-hosted AI gateway that governs MCP servers, LLM traffic, and A2A agents behind one endpoint

Dynamic map of chat-related repository files with their function prototypes and related files, ranked by relevance, based on Aider's Repo…

Embedded debugging with probe-rs: ARM Cortex-M and RISC-V targets via J-Link, ST-Link and other probes.

Android phone tools for AI agents (read the screen, tap, type, open apps), served by the Buddy app.

Workflow discipline for AI agents: work items, gates, role-scoped tool profiles and runs

Bitbybit 3D parametric CAD API, version-exact, for coding agents: search, describe, examples, guide

lnwjud — local AI-agent runtime & MCP gateway

Section-level doc search for .md, .rst, .adoc, .org, .ipynb, .html, .yaml, .json, and OpenAPI specs.

Code graph MCP: 81 languages, 91 frameworks, 72.7% fewer PR-review tokens, comprehension at parity

An MCP proxy server that aggregates and serves multiple MCP resource servers through a single interface

Line-oriented text file editor with partial file access to minimize token usage.

Secure shell command execution.

An extensible Model Context Protocol (MCP-Local-MRL-RAG-AST) server that provides intelligent semantic code search for AI assistants.…

Access any API through its existing OpenAPI documentation.

Transform any OpenAPI/Swagger definition into a fully-featured Model Context Protocol (MCP) server

Give git-like & traceable memory to OpenClaw and any coding agents. By https://memov.ai/ aka Entire CLI for every coding agents by MCP.…

An Model Context Protocol (MCP) server that provides LLMs/AI Agents with the capabilities of a language server protocol (LSP) server. This…

Reusable prompt templates, multi-step workflow chains, and quality gates for any MCP client.

MCP server for Dash, the macOS API documentation browser. Search 200+ docsets.

MCP server bridging Claude.ai/Desktop with self-hosted OpenClaw via OAuth 2.1.

Coding agent with basic tools for listing, reading, editing and writing files, running commands and web search, supporting multiple…

Step-through debugging for AI agents: breakpoints, stepping and live variables in ten languages

MCP server for Apple Notes - read, search, create, edit, organize, and export notes on macOS via Claude and other AI assistants

台灣證交所OpenAPI 的 MCP Server 同時整合部分即時報價和櫃檯買賣中心TPEx OpenAPI, 臺灣期貨交易所TAIFEX OpenAPI

Turn a web service into an MCP server without code changes.

Frontier AI video generation for coding agents - Seedance, Runway, Veo, Kling on your own keys, behind a hard cost cap. CLI + MCP.

Checks AI-written SvGrid code against the real API, plus version-pinned Svelte 5 grid docs.

Connect to Apache Airflow.

Bridge to multiple LLMs and CLI agents: councils, debates, voting, and more

Command-line execution with customizable security policies.

🦡 codebadger is a containerized Model Context Protocol (MCP) server that gives AI agents and LLMs deep, queryable access to a codebase's…

Language servers as 66 code-intelligence tools for AI agents, CI-verified on 32 languages.

Compiler-backed code intelligence: calls, data flow, references and class hierarchy as tools.

Access and manage LLM application prompts created with Langfuse Prompt Management.

Extracts essential code structure from large codebases into an AI-digestible format so agents write code that correctly uses existing APIs.

Interact with Docker Hub: repositories, search and Docker Hardened Images.

Edge-first AI platform unifying many providers and models, with multi-agent orchestration, human-in-the-loop workflows, guardrails and…

Headless MCP server for Android APK static analysis, built directly on jadx-core. No JADX GUI required.

Forge orchestrator MCP server for Claude Code (alpha). Codex/Gemini runners are not in the alpha.