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Категория «инструменты разработчика» — самая большая в каталоге: это серверы для Git, GitHub/GitLab, файловой системы, терминала, Docker, облаков и редакторов. Без них агент остаётся «говорящей головой» — с ними он становится pair-programmer, который может реально править код.
В каталоге: 404 серверов.
Минимальный набор для большинства задач — три-четыре сервера: filesystem (читать и писать файлы в проекте), git (commits, branches, diff), GitHub (PR, issues, CI status) и shell (запуск команд с whitelist). Дальше — по специализации: для бэкенда добавляют Docker и Kubernetes-серверы, для фронтенда — браузер-автоматизацию, для DevOps — Terraform / Ansible / cloud-провайдеры (AWS, GCP, Cloudflare). Отдельно стоят серверы для редакторов — они дают агенту знание о текущей сессии IDE: открытые файлы, селекшены, ошибки линтера, активный дебаг-сеанс. Это сильно повышает релевантность ответов, потому что агент видит то же, что и вы.
A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one
tadas-github/a2asearch-mcp ☁️ - MCP server to search 4,
Bridge any MCP server to the agent:// network — DNS-like identity, discovery, and trust for AI agents. Makes your tools discoverable and callable by other agents via `agent://` URIs with mTLS, trust s
Unified job aggregator for AI agents across 9+ platforms (x402, RentAHuman, Virtuals, etc)
Search, integrate and monetize MCP connectors on the AgentHotspot MCP marketplace
Work90210/APIFold ☁️ - Turn any REST API into a hosted MCP server. 18 fre
deepseek-mcp-server ☁️ 🪟 - MCP server for DeepSeek
Build, validate, and deploy multi-agent AI solutions on the ADAS platform. Design skills with tools, manage solution lifecycle, and connect from any AI environment via stdio or HTTP
One server. All tools. A unified MCP platform that connects many apps, tools, and services behind one powerful interface—ideal for local devs or production agents
depwire/depwire ️ - Dependency graph + 15 MCP tools for AI coding assista
Agent-to-agent marketplace middleware — MCP-native discovery, negotiation, and transaction between AI agents
A list of MCP servers so you can ask your client which servers you can use to improve your daily workflow
carlosahumada89-govrider-mcp-server
Local-first knowledge graph for developers. Watches
network](https://glama.ai/mcp/servers/Jovancoding/network-ai/badges/score.svg)](https://glama.ai/mcp/servers/Jovancoding/network-ai) 🪟 - Multi-agent orchestration MCP server with race-condition-sa
Making enterprise AI infrastructure universally accessible. Edge-first platform unifying 12 providers and 100+ models with multi-agent orchestration, HITL workflows, guardrails middleware, and context
codeislaw101/katzilla ☁️ 🪟 - Unified data API for AI agents — 3
Intelligent search capabilities to let every model and client use Claude Agent Skills like native
Markgatcha/universal-mcp-toolkit ☁️ 🪟 -
MCP server for xAI's Grok API with agentic tool calling, image generation, vision, and file support
MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI
Connect and unify data across various platforms and databases with MindsDB as a single MCP server
MCP of MCPs. Automatic discovery and configure MCP servers on your local machine
Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app
NCP orchestrates your entire MCP ecosystem through intelligent discovery, eliminating token overhead while maintaining 98.2% accuracy
Central hub that aggregates tools from multiple MCP servers with unified BM25/regex search and deferred loading
Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their
AI Phone Number Directory providing access to AI services via webchat. Query Voxie AI personas and third-party services like ChatGPT, with instant webchat URLs for free interactions
Turn a web service into an MCP server in one click without making any code changes
MCPX is a production-ready, open-source gateway to manage MCP servers at scale—centralize tool discovery, access controls, call prioritization, and usage tracking to simplify agent workflows
MCP Bundles: Create custom bundles of tools and connect providers with OAuth or API keys. Use one MCP server across thousands of integrations, with programmatic tool calling and MCP UI for managing bu
A proxy tool for composing multiple MCP servers into one unified endpoint. Scale your AI tools by load balancing requests across multiple MCP servers, similar to how Nginx works for web servers
toadlyBroodle/satring ☁️ 🪟 - Discover and compare L402 + x402 p
A comprehensive proxy server that combines multiple MCP servers into a single interface with extensive visibility features. It provides discovery and management of tools, prompts, resources, and templ
APIbase ☁️ - Unified API hub for AI agents with 56+ too
x402-discovery-mcp ☁️ - Runtime discovery layer for x
x402-index/x402search-mcp ☁️ 🪟 - Search 14,000+ x402-en
MCP server for accessing the Shahnameh (Book of Kings) Persian epic poem by Ferdowsi, including sections, verses and explanations
MCP server for ComfyUI that lets AI agents view, edit, and run node-based image generation workflows with an embedded terminal
MCP server that turns local projects or GitHub repositories into Mermaid diagrams and renders them via Kroki
AI-powered Mermaid diagram generation with 22+ diagram types including flowcharts, sequence diagrams, class diagrams, ER diagrams, architecture diagrams, state machines, and more. Features 50+ pre-bui
Browse the web using filesystem commands (ls, cd, grep, click
freshcontext-mcp ☁️ - Real-time web
AWS Single Sign-On (SSO) integration enabling AI systems to securely interact with AWS resources by initiating SSO login, listing accounts/roles, and executing AWS CLI commands using temporary credent
Manage Proxmox VE clusters through A
A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS and widely used cloud products
A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing simple REST API interfaces for virtual machine management
ovh-api-mcp ☁️ - Code Mode MCP server for the entire OVH AP
Open source podcast hosting platform
Official Espressif MCP Server to manage and control ESP RainMaker Devices
A wrapper around the Azure CLI command line that allows you to talk directly to Azure
Implementation of MCP server for Kestra workflow orchestration platform
Labs64/NetLicensing-MCP](https://glama.ai/mcp/servers/Labs64/NetLicensing-MCP/badges/score.svg)](https://glama.ai/mcp/servers/Labs64/NetLicensing-MCP) ️ ☁️ - The official NetLicensing MCP Server is
The best way to deploy cloud infrastructure using Claude Code and MCP
integrates with the fastmcp library to expose the full range of NebulaBlock API functionalities as accessible tools
OpenStack MCP server for cloud infrastructure management based on openstacksdk
mcp server for cert-manager management and troubleshooting
MCP server implementation for PythonAnywhere cloud platform
sitelauncher-mcp-server MCP server](https://glama.ai/mcp/servers/@trackerfitness729-jpg/sitelauncher-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@trackerfitness729-jpg/sitelauncher-mcp-
Manage domains, DNS records, contacts, marketplace listings, and more via the Spaceship API
One-stop backend services for WeChat Mini-Programs and full-stack apps. Provides specialized MCP tools for serverless cloud functions, databases, and one-click deployment to production with China mark
Go-based MCP Server for interfacing with Nutanix Prism Central resources
This is an MCP server used for querying books, and it can be applied in common MCP clients, such as Cherry Studio
MCP server that lets LLMs execute code through the Piston remote code execution engine, with a zero-config `uv` setup and a ready-to-use Claude Desktop config example
OpenAPI-MCP: Dockerized MCP Server to allow your AI agent to access any API with existing api docs
Containerized environments for coding agents. Multiple agents can work independently, isolated in fresh containers and git branches. No conflicts, many experiments. Full execution history, terminal ac
A Python Runtime Interpreter MCP Server that executes user-submitted code in an isolated environment
capsule-mcp-server 🪟 - Run untrusted Python/JavaScript
HanSur94/matlab-mcp-server-python 🪟 -
Lightweight MCP server to access any API using their OpenAPI specification. Supports OAuth2 and full JSON schema parameters and request body
Run Python code in a secure sandbox via MCP tool calls
A Javascript code execution sandbox that uses v8 to isolate code to run AI generated javascript locally without fear. Supports heap snapshotting for persistent sessions
rikarazome/prolog-reasoner 🪟 - SWI-Prolog execution
Sowiedu/Edict – Agent-first programming language: agents produce JSON AST, the c
Execute any LLM-generated code in a secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages
interact with TUI/CLI applications through structured Terminal State Tree representation with element detection
A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, access to the docs
MCP server exposing SSH control for Linux and Windows servers. Allows long running commands and the ability to perform commands on multiple hosts at the same time
Universal MCP server that transforms any CLI tool into an MCP server. Works with any CLI that has `--help` output, supports caching for performance
Coding agent with basic read, write and command line tools
A Model Context Protocol server that provides access to iTerm. You can run commands and ask questions about what you see in the iTerm terminal
forge 🪟 - Structured planning, parallel execution in git worktrees, and deep v
Run any command with `run_command` and `run_script` tools
A high-performance Rust reimplementation of WCGW for code agents, providing shell execution and advanced file management capabilities for LLMs via MCP
MCP server + command line tool that allows agents to see & control long-running processes like web servers. Start, stop, restart, read logs
kagan-sh/kagan 🪟 - AI-powered Kanban TUI and MCP server for autonomous devel
Command line interface with secure execution and customizable security policies
Production-ready MCP server for AI-driven console automation and monitoring. 40 tools for session management, SSH, testing, monitoring, and background jobs. Like Playwright for terminal applications
A DeepSeek MCP-like Server for Terminal
An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the "Repo Map"
🪟 Give hands to AI. MCP server to run shell commands securely, auditably, and on demand on isolated environments like docker
Coding agent with basic list, read, replace_in_file, write, execute_command and web search tools. Supports multiple projects concurrently
A secure shell command execution server implementing the Model Context Protocol (MCP)
Comprehensive developer tools for file editing, shell command execution, and screen capture capabilities
Code Intelligence for Elixir: module search, function tracking, and PR attribution through tree-sitter AST parsing
A swiss-army-knife that can manage/execute programs and read/write/search/edit code and text files
MCP server that connects your IDE or AI assistant to Codex CLI for code analysis and editing with support for multiple models (gpt-5-codex, o3, codex-1)
MCP server that connects your IDE or AI assistant to GitHub Copilot CLI for code analysis, review, and batch processing
Fast SSH connection manager with TUI dashboard and MCP server for discovering, searching, and executing commands on remote hosts
tui-mcp 🪟 - What Chrome DevTools MCP is for the browser, tui-mcp is for the term
pty-mcp ️ - Interactive PTY sessions for AI agents — local shells,
nworks 🪟 - NAVER WORKS CLI + MCP server. 26 tools for messages, calendar
An MCP server to access and updates profiles on an Apache Unomi CDP server
The PlanetScale CLI includes an MCP server that provides AI tools direct access to your PlanetScale databases
kafka-mcp ☁️ - MCP server for Apache Kafka that allows LLM agents to i
Ultra-fast to deploy agentic-first MCP-ready semantic layer. Let your data be like water
Apple-native execution layer for AI agents. Co
Semantic code index that extract
glama.ai](https://glama.ai/mcp/servers/LWTlong/ai-dev-analytics/badges/score.svg)](https://glama.ai/mcp/servers/LWTlong/ai-dev-analytics) - An open-source observability layer for AI coding. Silently
codebeamer-mcp ☁️ 🪟 - Codebeamer ALM integration for mana
Create crafted UI components inspired by the best 21st.dev design engineers
iOS code quality analysis and test automation server. Provides comprehensive Xcode test execution, SwiftLint integration, and detailed failure analysis. Operates in both CLI and MCP server modes for d
AI code quality gate detecting halluci
MCP server for EchoRift infrastructure primitives (BlockWire, CronSynth, Switchboard, Arbiter). Makes EchoRift's agent infrastructure callable as MCP tools so any MCP client can treat EchoRift like a
AgiMaulana/HuaweiAppGalleryMcp ☁️ 🪟 - Huawei
agent-utils-mcp ☁️ - Swiss-army-knife utility server
Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces, and code in real time
Visualizes code, architecture and other concepts as mermaid diagrams in a locally hosted web app. Just ask your agent to "show me this in a diagram"
Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase
mikusnuz/app-publish-mcp ☁️ - Unified MCP server for App St
mikusnuz/cws-mcp ☁️ - MCP server for Chrome Web Store extension management
MCP server for npm package management — 36 tools for pu
Automatically generates Architecture Dec
Persistent code index MCP server using Tree-sitter for fast, precise code search. Replaces grep with ~50 token responses instead of 2000+. Supports 11 languages including C#, TypeScript, Python, Rust,
TempoGraph 🪟 - Code graph context engine with 24 MCP tools for struc
MCP server for Apple's Icon Co
Agent Skill Ninja for MCP: Search, install, and manage AI agent skills (SKILL.md files) from GitHub repositories. Features workspace analysis for personalized recommendations and supports 140+ pre-ind
A FastMCP-based server for interacting with webhook-test.com. Enables users to create, retrieve, and delete webhooks locally using Claude
A MCP server implementation for iOS Simulator control
andrewschreiber/desktopinsights-mcp ☁
MCP Server that support for querying and managing all resource in Apache APISIX
A Model Context Protocol (MCP) server that provides a set of tools for retrieving information about SonarQube projects like metrics (actual and historical), issues, health status
PhpCodeArcheology 🪟 - PHP static an
Universal Maven Central dependency intelligence for JVM build tools (Maven, Gradle, SBT, Mill). Features bulk operations, version comparison, stability filtering, dependency age analysis, release patt
Transform Claude Code with intelligent, real-time access to 90+ framework documentation sources. Get accurate, up-to-date code generation that follows current best practices for React, Next.js, Larave
Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema)
Analyze React code locally, generate docs / llm.txt for whole project at once
Dynamically load Claude Code skills into AI agents without copying files. Discover, read, and install skills on demand
AI-powered developer assistant that enables advanced research, analysis and discovery across GitHub and NPM realms in realtime
MCP Server for the Bitrise API, enabling app management, build operations, artifact management and more
BrainGrid MCP is the Product Management Agent that writes your specs, plans your features, and creates engineering-grade tasks your coding tools can build reliably
A zero-configuration Go library to automatically expose any existing Echo web framework APIs as MCP tools
Official MCP server for Buildkite. Create new pipelines, diagnose and fix failures, trigger builds, monitor job queues, and more
Official MCP server for Buildable AI-powered development platform bldbl.dev. Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software project
A programming-focused task management system that boosts coding agents like Cursor AI with advanced task memory, self-reflection, and dependency management. ShrimpTaskManager
A zero-configuration Go library to automatically expose existing Gin web framework APIs as MCP tools
codebase-context 🪟 - Local MCP server that shows
Official MCP server for CodeLogic, providing access to code dependency analytics, architectural risk analysis, and impact assessment tools
Gives AI agents self-awareness about their cognitive state. Monitors token utilization, context quality degradation, and session fatigue. Returns health scores (0-100) and recovery recommendations bas
Local-first MCP server for AI content governance — 13 tools f
Helping Your AI Agent Identify Hotspots for Refactoring; Help AI Understand How to 'Make Code Better'
Save 30-75% o
Enterprise AI coding usage analytics — track spen
MCP server for JetBrains TeamCity with 87 tools for builds, tests, agents, and CI/CD pipeline management. Features dual-mode operation (dev/full) and runtime mode switching
Timezone-aware date and time operations with support for IANA timezones, timezone conversion, and Daylight Saving Time handling
MCP server for the POX SDN controller to provides network control and management capabilities
Interact with Postman API
delimit-ai/delimit 🪟 - API governance server that detects breaking c
endiagram ☁️ - Structural analysis for any syst
Exposes `.context/` folder files as MCP resources, giving Claude Code instant access to project documentation via `@` mentions
Visual DOM element selector for agentic coding tools. Chrome extension + MCP server bridge for Claude Code, Cursor, Windsurf etc. Option+Click to capture elements
Enable AI assistants to interact with your feature flags in Flipt
Extracts component information from Storybook design systems. Provides HTML, styles, props, dependencies, theme tokens and component metadata for AI-powered design system analysis
A CLI for interacting with GitKraken APIs. Includes an MCP server via `gk mcp` that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more. Works with local tools and remote services
Integrates, discovers, manages, and codifies cloud resources with Firefly
Generate and visualize unified diff comparisons with beautiful HTML/PNG output, supporting side-by-side and line-by-line views for filesystem dry-run integration
Unified MCP server for GitLab and Jira: manage projects, merge requests, files, releases and tickets with AI agents
An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae)
A JetBrains IDE plugin that exposes an MCP server, giving AI coding assistants full programmatic control over the debugger
MCP server that provides comprehensive tools for managing Higress gateway configurations and operations
A MCP server for replacing Rest Clients like Postman/Insomnia, by allowing your LLM to maintain and use api collections
A MCP server for interacting with Go's Language Server Protocol (gopls) and benefit from advanced Go code analysis features
Deterministic tech stack recommendations with 6-dimension scoring. Analyze, compare technologies, get optimal stack suggestions for any project type. 10 tools (4 free, 6 Pro)
A MCP server for interacting with Bruno API Client
Integration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs
gitmcp.io is a generic remote MCP server to connect to ANY GitHub repository or project for documentation
Gradle integration using the Gradle Tooling API to inspect projects, execute tasks, and run tests with per-test result reporting
mcp-zuul ☁️ - Zuul CI integration with 14 tools for build failure analy
A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands
MCP server for local compression of various image formats
Local image and video processing MCP server with 13 tools for resize, convert, compress, crop, thumbnail, metadata extraction, rotate, flip, filters, and ffmpeg-based video operations. No API keys req
A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about them, controlling UI interactions, and in
MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools like get definition, references, rename, and diagnostics
Exposes a large catalog of coding assistant prompts as MCP tools with model-aware suggestions and persona activation to emulate agents like Cursor or Devin
Structural graph map of any cod
Extracts essential code structure from large codebases into AI-digestible format, helping AI agents write code that correctly uses existing APIs on the first attempt
An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation
TIBET provenance tracking for AI decisions. Cryptographic audit trails with ERIN/ERAAN/EROMHEEN/ERACHTER intent logging for compliance
Connect to JetBrains IDE
A personal MCP (Model Context Protocol) server for securely storing and accessing API keys across projects using the macOS Keychain
jonradoff/lightcms ️ ☁️ - AI-native CMS with 72 MCP tools for managing w
An MCP server for CSV files
An MCP server to communicate with the App Store Connect API for iOS Developers
An MCP server to control iOS Simulators
MCP server that gives AI assistants seamless access to shadcn/ui v4 components, blocks, demos, and metadata
The Globalping MCP server provides users and LLMs access to run network tools like ping, traceroute, mtr, HTTP and DNS resolve from thousands of locations around the world
Unified MCP server fo
AI-powered time-travel debugger with bidirectional execution replay, audit-compliant hash-chain logging, and SIMD-accelerated stack unwinding. Free Hobby tier available
agent-tool ️ 🪟 - Encoding-aware, indentation-smart file tools f
mcp-observatory 🪟 - Regression testing for MCP servers
repo-crunch 🪟 - MCP server that gives AI agents structured, ground
A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations
MCP server to access and manage LLM application prompts created with Langfuse) Prompt Management
An MCP server to manage test suites and cases, which is an alternative to Postman
A MCP server to interact with Neovim
AI detection for text content with GPTZero API. Detect AI-generated text, get confidence scores, multilingual support (French/Spanish), and detailed probability breakdowns
The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control commands
The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM
clarifyprompt-mcp ☁️ 🪟 - MCP server for AI prompt
DevDocs-MCP is a MCP server that provides version-pinned, deterministic documentation sourced from DevDocs.io in offline mode
21-tool Android d
Read-only MCP server to help gather metrics from Swarmia for quick reporting
MCP Server that provides up-to-date documentation for npm packages by fetching the latest README doc from the package's GitHub repository or the README
Workspace-aware prompt engineering. Refines, analyzes and generates prompts based on your project's tech stack, dependencies and context. Free to use
Apple Documentation MCP Server. Search Apple developer docs, Swift Evolution proposals, and 600+ sample code projects with full-text search
Structural codebase indexer exposing 17 query tools (functions, classes, imports, dependency graphs, change impact) via MCP. Zero dependencies
Generate comprehensive, paint-by-numbers development plans using the ClaudeCode-DevPlanBuilder methodology. Creates PROJECT_BRIEF.md, DEVELOPMENT_PLAN.md, and CLAUDE.md
Generate realistic synthetic test data via MCP. 156 field
Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor
git-context-mcp 🪟 - Answers "why does this cod
Pharo Smalltalk integration enabling code evaluation, class/method introspection, package management, test execution, and project installation for interactive development with Pharo images
keeps agents grounded in your project's rules. Query coding standards, validate snippets, and get task-specific guidance from version-controlled rule files
Test, score,
A MCP server that uses gitingest to convert any Git repository into a simple text digest of its codebase
Formats files using `.editorconfig` rules, acting as a proactive formatting gatekeeper to ensure AI-generated code adheres to project-specific formatting standards from the start
Turn your Spring Boot application into an MCP server instantly by reusing existing Swagger/OpenAPI documentation
MCP server gi
Zero-auth developer utilitie
DNS lookups, reverse DNS, WHOIS, and domain
mcp-server-github-actions ☁️ - GitHub A
mcp-server-github-gist ☁️ - Create, read, upd
Search, extract sections, li
mcp-server-npm-plus ☁️ - npm intelligence — search
Official MCP Server for OpsLevel
Automatic enforcement of critical rules for Claude AI preventing 96 documented failure patterns. Provides compliance verification checklist and rules summary via MCP tools
paladini/devutils-mcp-server 🪟 - 36 zero-auth de
pipepie/pipepie ️ - Self-hosted webhook relay and tunnel with Noise NK encryp
Record and share your AI-driven development journey. Auto-s
Identifies resource-intensive processes on macOS and provides performance improvement suggestions
Outputs short-form Rust crate derived traits,interfaces, etc. from AST (uses same api as rust-analyzer), output limits (token estimation) & crate docs w/regex stripping
Justfile integration that enables LLMs to execute any CLI or script commands with parameters safely and easily, with environment variable support and comprehensive testing
This MCP server provides a tool to download entire websites using wget. It preserves the website structure and converts links to work locally
High-performance, token-efficient spreadsheet analysis/editing (xlsx/xlsm) with region detection, structured reads, formula/style inspection, forking mechanics, and recalculation. Cross-platform
pt-edge ☁️ 🪟 - AI project intelligence MCP server. Tracks 300+ op
Streaming KoliBri MCP server (NPM: `@public-ui/mcp`) delivering 200+ guaranteed accessible web component samples, specs, docs, and scenarios via hosted HTTP endpoint or local `kolibri-mcp` CLI
56 semantic Java analysis tools via Eclipse JDT. Compiler-accurate navigation, refactoring, find references, call hierarchy, and code metrics for AI agents
58 semantic C#/.NET analysis tools via Roslyn. Navigation, refactoring, find usages, and code intelligence for AI agents
JMeter MCP Server for performance testing
Locust MCP Server for performance testing
benswel/qr-agent-core ☁️ - Dynamic QR code service for AI agents.
Xcode integration for project management, file operations, and build automation
MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data
Flag features directly from chat in your IDE with Reflag
Web accessibility testing MCP server tha
Self-evolving MCP server that generates and improves its own tools at runtime. Built on FastMCP, Janee uses LLM-driven tool generation to dynamically create, test, and refine MCP tools from natural la
GitHub Repo MCP allow your AI assistants browse GitHub repositories, explore directories, and view file contents
An MCP Server to help LLMs suggest the latest stable package versions when writing code
A Model Context Protocol (MCP) server that integrates with SonarQube to provide AI assistants with access to code quality metrics, issues, and quality gate statuses
uses Excel app instead of creating .xlsx files. Windo
An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support
Producti
Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and docs out of the box
Integrate shadcn/studio MCP Server directly into your favorite IDE and craft stunning shadcn/ui Components, Blocks and Pages inspired by shadcn/studio
MCP for BugBug API, to manage test and suites on BugBug
Full-featured utility to test Next.js projects for unused files and APIs, with an MCP server that exposes project analysis tools to AI assistants
Connect any HTTP/REST API server using an Open API spec (v3)
Bring structure and preserve context in vibe coding by automatically tracking issues
Progressive code-intelligence MCP server: map project structure, fuzzy-find symbols, and assess change-impact across Python, JS/TS, and Go (powered by `ast-grep`)
Deep code indexing MCP server with SQLite FTS5, tree-sitter
MCP for semantic code search & navigation that reduces token waste
A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling
Help agents automatically write and test stories for your UI components
tactual-dev/tactual 🪟 - Screen-reader navigation cost analyzer. Mo
MCP server that integrates Jira and GitHub to automate end-to-end developer workflows, from issue tracking to branches, commits, pull requests, and merges inside the IDE
Manage test cases in TestCollab directly from your AI coding assistant. List, create, and update test cases with filtering, sorting, and pagination support
An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL
Connects your TestDino testrun/testcase data to AI agents so you can review runs, debug failures, and manage manual test cases using natural language
An MCP server for interacting with Bugsnag
thecombatwombat/replicant-mcp 🪟 - Android MCP
MCP server that provides AI assistance for an open-source UI framework based on Tailwind CSS
Your Ionic coding buddy enabled via MCP – build awesome mobile apps using React/Angular/Vue or even Vanilla JS!
A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage
MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallucinations
Provides AI agents with detailed type information from .NET projects including assembly exploration, namespace discovery, type reflection, and NuGet integration
MCP server providing task specific agentic instructions. No more outdated Markdown files and synchronisation overhead
MCP server for managing and serving dynamic prompt templates using elegant and powerful text template engine
MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more
Connect to VSCode ide and use semantic tools like `find_usages`
A fastAPI-based FastMCP server with a Vue frontend that sends uploaded images to VLM via the MCP to quickly extract handwritten mathematical formulas as clean LaTeX code
Build iOS Xcode workspace/project and feed back errors to llm
Control HarmonyOS-next devices with AI through MCP. Support device control and UI automation
An implementation project of a JVM-based MCP (Model Context Protocol) server
MCP server that connects to Apache Airflow using official client
A script workflow management system that transforms complex, repetitive AI interactions into persistent, executable scripts. Supports multi-language execution (Bash, Python, Node.js, TypeScript) with
MCP server that helps AI agents explore OpenAPI specs, search endpo
Query Go package information on pkg.go.dev
AI pilot for PTY operations enabling agents to control interactive terminals with stateful sessions, SSH connections, and background process management
A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap
dotnet-template-mcp #️⃣ 🪟 - .NET Te
MCP server that supports ROS2 topics, services, and actions communication, and controls robots using natural language
MCP server that provides Typescript API information efficiently to the agent to enable it to work with untrained APIs
A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specifications to MCP format, enabling AI assistants to interact with REST APIs through standardized protocol
App Store Connect API server with 208 tools for managing apps, builds, TestFlight, subscriptions, reviews, and more — directly from any MCP client
An MCP server to connect with your ZenML MLOps and LLMOps pipelines
Tool suite built around an MCP server for Android automation for developer workflow and testing
drumst0ck/uploadkit ️ 🪟 – Official MCP server for UploadKit. Gives
Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with Optuna
ShipItAndPray/mcp-turboquant 🪟 - LLM quantizatio
octoco-ltd/sheetsdata-mcp ☁️ - Instant access to electro
ONE8943/ai-furniture-hub ☁️ 🪟 - Japan-focused furniture
AI-native directory visualization with semantic analysis, ultra-compressed formats for AI consumption, and 10x token reduction. Supports quantum-semantic mode with intelligent file categorization
The Box MCP server allows third party AI agents to securely and seamlessly access Box content and use tools such as search, asking questions from files and folders, and data extraction
chisel ☁️ - Reduce context usage on file use. Send only unified diffs
Share code context with LLMs via MCP or clipboard
agent-reader 🪟 - Document beautifier for AI agents. Converts M
Advanced filesystem operations with large file handling capabilities and Claude-optimized features. Provides fast file reading/writing, sequential reading for large files, directory operations, file s
File merger tool, suitable for AI chat length limits
Box integration for listing, reading and searching files
Read-only MCP server for secure filesystem exploration, searching, and analysis with symlink protection
Control your macOS Homebrew setup using natural language via this MCP server. Simply manage your packages, or ask for suggestions, troubleshoot brew issues etc
Fast Windows file search using Everything SDK
Convert Markdown files to professional PDFs with customizable themes, headers, footers, and styling
Golang implementation for local file system access
Model Context Protocol
Remote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc
MCP tool access to MarkItDown -- a library that converts many file formats (local or remote) to Markdown for LLM consumption
plsreadme ☁️ - Share markdown files and text as clean, reada
UseJunior/safe-docx 🪟 - Surgical editing of existing Word .docx fi
Production-ready MCP server for intelligent handling of large files with smart chunking, navigation, streaming capabilities, regex search, and built-in LRU caching
MCP server for accessing VS Code/Cursor Local History
intelligence-mcp ☁️ - Agent payments ecosystem intelligen
An MCP server that tracks newly created pools on Pancake Swap
An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains
lightningfaucet/lightning-wallet-mcp
A ledger-cli integration for managing financial transactions and generating reports
simplefunctions-cli ☁️ - Calibrated world mod
AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content
workspace-qdrant-mcp 🪟 - Project-scoped seman
flaiwheel 🪟 - Self-hosted memory and governance layer for AI coding agen
Use GitHub Gists to manage and access your personal knowledge, daily notes, and reusable prompts. This acts as a companion to https://gistpad.dev and the GistPad VS Code extension
and then search and retrieve relevant knowledge within an MCP client like Cursor, Windsurf or Cl
Pre-
JinNing6/Noosphere ☁️ - Digital consciousness repository and community
Interact with Obsidian vaults for knowledge management. Create, read, update, and search notes. Works with local Obsidian vaults using filesystem access
rememb 🪟 - Persistent memory for AI agents with sectioned entries (proje
hive 🪟 - On-demand Obsidian vault access via MCP. Adaptive context loadi
RAG for PDFs, YouTube, GitHub repos, Discord expo
Persistent shared memory for AI coding agents. Stores facts as `entity/key/value` triples with hybrid semantic search, task checkpoints, and conflict resolution — shared across Claude Code, Codex CLI,
paladini/mcp-me 🪟 - Digital identity layer for AI — your bio, career, skil
codecortex 🪟 - Persistent codebase knowledge layer for
Official IP2Location.io MCP server to obtain the geolocation, proxy and network information of an IP address utilizing IP2Location.io API
cablate/mcp-google-map ☁️ - Google Maps MCP server with 8 tool
connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more
Access the time in any timezone and get the current local time
Open-source CLI and MCP server for LinkedHelper automation — 32 tools for campaign management, messaging, and profile queries via Chrome DevTools Protocol
This project implements an MCP (Model Context Protocol) server for the Stape platform. It allows interaction with the Stape API using AI assistants like Claude or AI-powered IDEs like Cursor
langfuse-mcp-java ☕ ☁️ - Query Langfuse traces, debug e
apistatuscheck-mcp-server ☁️ - Check real
A MCP server for creating GIFs from your videos
immich-photo-manager 🪟 - Turn your self-host
pastorsimon1798/mcp-video 🪟 - Video editing MCP server
Using ffmpeg command line to achieve an mcp server, can be very convenient, through the dialogue to achieve the local video search, tailoring, stitching, playback and other functions
idea-reality-mcp ☁️ 🪟 - Pre-build reality check for
each representing a real person. Give your AI agents authentic human context to ground outputs, improv
Decompose text into classified semantic units with authority, risk, attention scores, and entity extraction. No LLM. Deterministic. Works as MCP server or CLI
An integration that allows Claude Desktop to interact with Hacker News using the Model Context Protocol (MCP)
A Model Context Protocol (MCP) server that enables Claude Desktop to check domain availability across 50+ TLDs. Features DNS/WHOIS verification, bulk checking, and smart suggestions. Zero-clone instal
Model Context Protocol Server for aggregating RSS feeds in Claude Desktop
MCP server for MinerU document parsing API. Parse PDFs, images, DOCX, and PPTX with OCR (109 languages), batch processing (200 docs), page ranges, and local file upload. 73% token reduction with struc
opendatalab/MinerU-Ecosystem ️ ☁️ - Official Miner
scrapercity-cli ☁️ - B2B lead generation with 20+ too
A reliable MCP server for generating and managing screenshots, PDFs, and videos, performing AI-powered screenshot analysis, and extracting web content (Markdown, metadata, and HTML) via the Urlbox API
Comprehensive Linux server security audit with 89 CIS Benchmark controls, NIST 800-53, and PCI-DSS compliance checks. Real-time monitoring with anomaly detection across 23 analyzers: firewall, SSH, fa
rafapra3008/cervellaswarm 🪟 - Verify AI agent communic
MCP server that acts as a proxy to the freely available MLB API, which provides player info, stats, and game information
Read and analyze GitHub repositories with your LLM
costajohnt/oss-autopilot ☁️ 🪟 - Open source contribution
MCP server for GitHub Enterprise API integration
Interactive with Gitea instances with MCP
Official GitHub server for integration with repository management, PRs, issues, and more
Decentralized Git with on-chain governa
Bitbucket MCP server with 58 tools for repository management, PRs, pipelines, branches, commits, deployments, webhooks, tags, branch restrictions, and source browsing
Official AtomGit server for integration with repository management, PRs, issues, branches, labels, and more
Interact seamlessly with issues and merge requests of your GitLab projects
Unofficial GitHub MCP server that provides access to GitHub's GraphQL API, enabling more powerful and flexible queries for repository data, issues, pull requests, and other GitHub resources
An MCP server for managing your repositories on Forgejo/Gitea server
A MCP server for OneDev for CI/CD pipeline editing, issue workflow automation, and pull request review
bbkt ️ ☁️ 🪟 - Bitbucket Cloud CLI and MCP server. Manages workspaces, repos,
A Model Context Protocol (MCP) server written in Go that empowers AI agents and Large Language Models (LLMs) to seamlessly interact with Kanboard. It transforms natural language commands into Kanboard
Strategic task prioritization and agent orchestration for multi-project operators. 22 MCP tools with 5-factor scoring engine, advisory document analysis, agent dispatch with autonomy levels, HMAC webh
XJTLUmedia/AI-HR-Management-Toolkit
AryanBV/pdf-toolkit-mcp 🪟 - Create PDFs from Markdown with
Yet another CLI tool for testing MCP servers
davidsimoes/digisign-mcp ☁️ - MCP server for DigiSign.cz di
MCP server proxy that offers a Web UI to the full message flow
This server enables LLMs to use calculator for precise numerical calculations
An integration that allows Claude Desktop to interact with Spotify using the Model Context Protocol (MCP)
WebMCP-enabled portfolio with Ed25519 signed discovery. AI agents can query projects, skills, and execute terminal commands. Built on Cloudflare Pages Functions
Search and retrieve GIFs from Giphy's vast library through the Giphy API
MCP server that can execute commands such as keyboard input and mouse movement
Some useful tools for developer, almost everything an engineer need: confluence, Jira, Youtube, run script, knowledge base RAG, fetch URL, Manage youtube channel, emails, calendar, gitlab
Autonomous shell execution, computer control and coding agent. (Mac)
An MCP server for querying wolfram alpha API
MCP server which provides utilities to work with time and dates, with natural language, multiple formats and timezone convertion capabilities