Graphify-Labs/graphify
Graphify transforms codebases, documentation, and other files into queryable knowledge graphs, enhancing developer productivity with local AST parsing and detailed edge explanations.
Awesome MCP › Software Development
Software Development
upstash/context7
Context7 MCP Server is an MCP server that delivers up-to-date, version-specific code documentation and examples to enhance LLMs and AI code editors, ensuring accurate and current code generation.
DeusData/codebase-memory-mcp
High-performance Model Context Protocol (MCP) server that indexes codebases into a persistent knowledge graph for AI coding agents, supporting 158 languages, lightning-fast queries, and various dev...
github/github-mcp-server
GitHub MCP Server is an official Model Context Protocol server that integrates with GitHub APIs to enable advanced automation and AI-powered interactions with GitHub repositories and workflows.
tirth8205/code-review-graph
Code-review-graph is a local-first code intelligence solution that builds a persistent structural map of your codebase to provide precise context to AI coding tools, significantly reducing token us...
oraios/serena
Serena is a free and open-source coding agent toolkit that uses the Model Context Protocol to enable LLMs to autonomously perform semantic code retrieval and editing with IDE-like precision on complex codebases.
eyaltoledano/claude-task-master
Claude Task Master is an AI-powered task management system designed for AI-driven development that integrates seamlessly with various editors via the Model Control Protocol (MCP).
mksglu/context-mode
Context Mode is an MCP server designed to optimize context window usage for AI coding agents by sandboxing tool output, tracking session continuity with SQLite, and promoting LLMs as code generator...
comet-ml/opik
Opik is an open-source platform for debugging, evaluating, and monitoring large language model applications with comprehensive tracing, automated evaluations, and production-ready dashboards.
NanmiCoder/cc-haha
Claude Code Haha is a local-first, cross-platform desktop workspace for Claude Code agents, offering multi-agent capabilities, Git integration, code diffs, a skill marketplace, multi-model support,...
idosal/git-mcp
GitMCP is an open-source remote Model Context Protocol server that transforms GitHub projects into AI-accessible documentation hubs to eliminate code hallucinations and provide accurate, up-to-date code information.
sooperset/mcp-atlassian
MCP Atlassian is an MCP server enabling AI-powered automation and interaction with Atlassian tools like Confluence and Jira across Cloud and Server deployments.
Coding-Solo/godot-mcp
Godot MCP is an MCP server that enables AI assistants to interact with the Godot game engine by launching editors, running projects, capturing debug output, and managing scenes through a standardized interface.
getsentry/XcodeBuildMCP
An MCP server and CLI tool for agent interaction with Xcode builds on iOS and macOS.
Jpisnice/shadcn-ui-mcp-server
A Model Context Protocol server providing AI assistants with comprehensive access to shadcn/ui v4 components, demos, and metadata across React, Svelte, Vue, and React Native frameworks for enhanced AI-powered UI development workflows.
jamubc/gemini-mcp-tool
gemini-mcp-tool is an MCP server that enables AI assistants to leverage Google Gemini CLI's large token window for advanced large file and codebase analysis within AI environments like Claude Code.
maxritter/claude-codepro
Claude CodePro is a professional development environment for Claude Code that enforces spec-driven development and TDD, integrates MCP servers for enhanced context and semantic search, and provides modular rules and quality hooks to improve software delivery systematically.
yoanbernabeu/grepai
grepai is a privacy-first CLI tool for semantic code search that uses vector embeddings to enable natural language queries and integrates with AI agents via an MCP server.
isaacphi/mcp-language-server
The mcp-language-server is an MCP server that exposes language servers to MCP clients, enabling advanced semantic code navigation and interaction for large language models and other MCP-enabled tools.
steipete/claude-code-mcp
Claude Code MCP Server is an MCP server that integrates Claude Code as a one-shot tool with automatic permissions bypass, enhancing AI agents' coding and file operation capabilities within the MCP ecosystem.
datalayer/jupyter-mcp-server
Jupyter MCP Server is an MCP server implementation that enables real-time interaction and automation with Jupyter notebooks in JupyterLab environments, compatible with various MCP clients including Claude Desktop AI assistant.
fcakyon/claude-codex-settings
A comprehensive personal setup for Claude Code and OpenAI Codex featuring battle-tested skills, commands, hooks, agents, and MCP servers for enhanced daily productivity and automation.
jarrodwatts/claude-delegator
Claude Delegator is a plugin for Claude Code that uses the Model Context Protocol to delegate complex coding tasks to specialized GPT experts, enhancing AI-assisted development workflows.
JetBrains/mcp-jetbrains
JetBrains MCP Proxy Server is an MCP server that enables communication and integration between JetBrains IDEs and external clients, enhancing interoperability and AI-assisted development workflows.
antfu/nuxt-mcp
antfu/nuxt-mcp is an experimental MCP server project that adds Model Context Protocol support to Vite and Nuxt applications, enhancing AI model understanding of these frontend frameworks.
janwilmake/openapi-mcp-server
OpenAPI MCP Server is an MCP server that enables AI models to explore and understand OpenAPI specifications using simple language for easier API integration and usage.
dadbodgeoff/drift
Drift is a tool that scans and learns your codebase patterns to provide AI agents with context via the Model Context Protocol, enabling AI to write code that fits your project's conventions accurately.
rusiaaman/wcgw
wcgw is an MCP server that integrates shell and coding tools to enable AI-assisted coding, building, and running tasks on local machines through the Claude desktop app and other MCP clients.
SonarSource/sonarqube-mcp-server
SonarQube MCP Server is an MCP server enabling integration with SonarQube Cloud or Server for code quality and security analysis within various development environments.
ee0pdt/Godot-MCP
Godot MCP is a plugin that integrates the Godot game engine with AI assistants using the Model Context Protocol, enabling natural language interaction for game development tasks such as scripting, scene editing, and project management.
marcoaapfortes/Mantic.sh
Mantic.sh is a context-aware structural code search engine optimized for AI agents, providing highly relevant and intent-driven code search with full Model Context Protocol (MCP) support.
jasonjmcghee/claude-debugs-for-you
Claude Debugs For You is a VS Code extension and MCP server that enables large language models like Claude to interactively debug code in any language using breakpoints and expression evaluation.
docfork/docfork
Docfork is an MCP server that delivers up-to-date, context-isolated documentation for AI agents, ensuring accurate and efficient coding assistance by locking to verified technology stacks.
Context-Engine-AI/Context-Engine
Context-Engine MCP is an open-core, self-improving code search platform leveraging the Model Context Protocol to enhance AI-assisted code exploration and semantic search.
e2b-dev/mcp-server
The e2b-dev/mcp-server project is an MCP server that enables Claude Desktop to run code via the E2B Sandbox, supporting JavaScript and Python editions for enhanced code interpreting capabilities.
juehang/vscode-mcp-server
A Visual Studio Code extension implementing a Model Context Protocol server that exposes VS Code editing and filesystem features to AI models and MCP clients for enhanced AI-assisted coding workflows.
r-huijts/xcode-mcp-server
Xcode MCP Server is an MCP server implementation that enables AI assistants to interact with Xcode projects, manage iOS simulators, and perform various Xcode-related tasks through the Model Context Protocol.
Arenukvern/mcp_flutter
mcp_flutter is an MCP server for Dart VM and Flutter that enables dynamic registration of custom tools and integrates AI-powered development tools to enhance Flutter app debugging and development.
paiml/depyler
Depyler is a Python-to-Rust transpiler with semantic verification and memory safety analysis, available as an MCP server to assist AI tools in migrating Python codebases to safe and efficient Rust code.
jerhadf/linear-mcp-server
The Linear MCP Server is an MCP server that integrates Linear's project management system with the Model Context Protocol, enabling LLMs to interact with Linear issues through tools for creating, updating, searching, and commenting on issues.
context-hub/generator
CTX is a tool that generates structured context documentation from various sources and serves it via an MCP server to enable AI models like Claude to access and understand codebases efficiently.
hechtcarmel/jetbrains-index-mcp-plugin
JetBrains IDE plugin that runs an MCP server exposing the IDE code index, navigation, diagnostics and refactoring tools to AI coding assistants such as Claude, Codex, Cursor and Windsurf.
JoshuaRileyDev/app-store-connect-mcp-server
TypeScript MCP server for the App Store Connect API, covering app metadata and localizations, beta testers and groups, bundle IDs, devices, team users, analytics reports and Xcode schemes.
bigcodegen/mcp-neovim-server
mcp-neovim-server is a proof of concept MCP server that integrates Neovim with AI clients like Claude Desktop to enable AI-assisted text editing using the Model Context Protocol.
adhikasp/mcp-git-ingest
mcp-git-ingest is an MCP server that programmatically reads and visualizes GitHub repository structures and important files, providing tools for directory tree visualization and file content retrieval.
postmanlabs/postman-api-mcp
Official Postman MCP server, local or remote, that connects coding agents to Postman workspaces, collections, specifications and environments with selectable minimal, code, full and learn tool sets.
wrale/mcp-server-tree-sitter
An MCP server leveraging tree-sitter to provide intelligent, context-aware code analysis for AI assistants like Claude Desktop across multiple programming languages.
apollographql/apollo-mcp-server
Apollo MCP Server exposes GraphQL operations as Model Context Protocol (MCP) tools, enabling integration of GraphQL within the MCP ecosystem.
cyberchitta/llm-context.py
LLM Context is a tool that enables developers to efficiently share and inject relevant project content into Large Language Model chat interfaces using the Model Context Protocol and customizable rule-based workflows.
SDGLBL/mcp-claude-code
MCP Claude Code is an MCP server implementation that enables Claude to perform secure and multi-agent supported code analysis, modification, and project file management using the Model Context Protocol.
admica/FileScopeMCP
FileScopeMCP is a TypeScript-based MCP server that analyzes codebases to rank file importance, track dependencies, and generate visualizations, enhancing AI-assisted code understanding.
szeider/consult7
Consult7 is an MCP server that enables AI agents to leverage large context window language models for analyzing extensive file collections beyond their native context limits.
Govcraft/rust-docs-mcp-server
Rust Docs MCP Server is an MCP server that provides AI coding assistants with up-to-date Rust crate documentation using semantic search and OpenAI models to improve code suggestion accuracy.
RaiAnsar/claude_code-gemini-mcp
This project implements an MCP server that integrates Claude Code with Google's Gemini AI, enabling AI collaboration for questions, code reviews, and brainstorming within the Claude Code environment.
cyanheads/git-mcp-server
TypeScript MCP server that exposes 28 Git operations to AI agents over STDIO and Streamable HTTP, covering repositories, staging, history, branching, remotes and advanced workflows.
biegehydra/BifrostMCP
BifrostMCP is a VSCode extension that provides an MCP server exposing VSCode's language features to AI assistants for advanced code navigation, analysis, and manipulation.
comet-ml/opik-mcp
Official MCP server for Comet Opik that lets AI hosts read traces, spans and experiments, log scores and comments, save prompt versions and query the Ollie assistant from chat.
bazinga012/mcp_code_executor
MCP Code Executor is an MCP server that enables large language models to execute Python code within specified environments, supporting incremental code generation and dynamic environment management.
tumf/mcp-text-editor
Python MCP server for line-oriented text file editing, offering token-efficient partial reads by line range and hash-validated patching that detects concurrent modification conflicts.
Adancurusul/embedded-debugger-mcp
A Rust MCP server for embedded debugging through probe-rs or OpenOCD, exposing probe discovery, memory, breakpoints, flashing, RTT and crash diagnosis for ARM, RISC-V and ESP32 targets.
johannesbrandenburger/typst-mcp
A Python MCP server for the Typst typesetting system that browses Typst documentation, converts LaTeX snippets to Typst with Pandoc, validates Typst syntax and renders snippets to PNG images.
janreges/ai-distiller
Command line code distiller that strips a repository down to public API signatures and types for AI context, shipping an MCP server so the same distillation can be called from Claude Code, Cursor, VS Code and other MCP clients.
paiml/paiml-mcp-agent-toolkit
Rust code-analysis toolkit (PMAT) that generates AI-ready repository context and technical-debt grades, and exposes twenty of its analyses as MCP tools over stdio for Claude Code, Cline and other agents.
aashari/mcp-server-atlassian-bitbucket
TypeScript MCP server for Bitbucket Cloud that exposes the REST API v2.0 through six generic HTTP tools plus repository cloning, with JMESPath filtering to keep responses small.
jbeno/cursor-notebook-mcp
Python MCP server giving AI agents in Cursor and other MCP clients a full set of tools to create, read, edit, validate and export Jupyter notebooks through nbformat and nbconvert.
delano/postman-mcp-server
TypeScript MCP server for the Postman API that lets assistants manage collections, environments and API definitions, generated from the official Postman OpenAPI specification.
quazaai/UnityMCPIntegration
Unity Editor package plus Node.js MCP server that lets AI assistants inspect scenes and project state, run C# in the editor and edit project files over a WebSocket bridge.
horw/esp-mcp
Python MCP server wrapping ESP-IDF workflows, with tools to install the toolchain, create a project, set the target chip, build, list serial ports, flash firmware and run pytest-embedded tests.
alfonsograziano/node-code-sandbox-mcp
An MCP server that runs arbitrary JavaScript inside disposable Docker containers, installing npm dependencies per job and capturing output.
hopx-ai/mcp
An MCP server for the HOPX service that executes Python, JavaScript, Bash and Go in isolated cloud containers which are destroyed after use.
browserstack/mcp-server
BrowserStack's official MCP server for managing test cases, running manual and automated tests across real browsers and devices, and debugging failures from an MCP client.
tacticlaunch/mcp-linear
TypeScript MCP server for the Linear GraphQL API covering issues, projects, cycles, milestones, roadmaps, documents, customers, webhooks and OAuth apps, plus MCP resources and prompts.
jinzcdev/leetcode-mcp-server
An MCP server for LeetCode that retrieves problems, solutions, contests and public data from both leetcode.com and leetcode.cn, with optional authentication for user-specific queries.
puravparab/Gitingest-MCP
Python MCP server wrapping gitingest so that MCP clients can pull a summary, the directory structure and file contents of a GitHub repository in one step.
jjsantos01/jupyter-notebook-mcp
An MCP server that drives a running Jupyter Notebook 6.x session over a WebSocket bridge, letting a client insert, execute and read cells.
its-dart/dart-mcp-server
Deprecated official MCP server for the Dart AI project management service, exposing tasks, documents and workspace configuration through MCP tools, prompts and resource templates.
helixml/kodit
Code and document intelligence server that indexes Git repositories and office files, then serves keyword, semantic, regex and visual search to coding assistants over MCP and a REST API.
mrjoshuak/godoc-mcp
A Go MCP server that serves package documentation through go doc, letting LLM clients understand Go packages and symbols without reading entire source files.
Tritlo/lsp-mcp
An MCP server that bridges to a Language Server Protocol server, exposing hover information, completions, code actions and diagnostics to a model.
spences10/mcp-svelte-docs
An MCP server that answers Svelte 5 and SvelteKit API questions from definitions extracted out of the official TypeScript declarations, served through a single svelte_definition tool.
sammcj/mcp-package-version
MCP server that checks the latest stable package versions across npm, PyPI, Maven, Go, Swift, Docker, GitHub Actions and more, so LLMs recommend up-to-date dependencies when writing code.
pottekkat/sandbox-mcp
Go MCP server that runs model generated code inside isolated Docker containers, shipping configurable sandboxes for shell, Python, Rust, Go, Java, JavaScript, Apache APISIX and network tools.
st3v3nmw/sourcerer-mcp
An MCP server for semantic code search and navigation that indexes a repository with Tree-sitter and embeddings so agents retrieve specific functions instead of whole files.
aikts/yandex-tracker-mcp
An MCP server for Yandex Tracker covering queues, issues, comments, worklogs and search, with OAuth2 authentication and optional Redis caching.
stass/lldb-mcp
An MCP server that drives LLDB debugging sessions, letting a model set breakpoints, control execution and inspect memory, registers and stack frames.
SimplyLiz/CodeMCP
A Go code-intelligence backend exposing symbol navigation, impact analysis and architecture mapping through an MCP server, a CLI and an HTTP API.
haasonsaas/deep-code-reasoning-mcp
MCP server that lets an MCP client escalate code analysis to Google Gemini 2.5 Pro, using its 1M-token context for execution tracing, cross-system impact analysis, performance modelling and hypothesis testing.
sonirico/mcp-shell
A Go MCP server that runs shell commands with a secure-by-default allowlist of read-only utilities, configurable policy and audit logging.
avivsinai/langfuse-mcp
An MCP server and agent skill for Langfuse, letting agents query LLM trace, session and observation data to debug their own runs.
hechtcarmel/jetbrains-debugger-mcp-plugin
A JetBrains IDE plugin exposing an MCP server that gives AI assistants programmatic control of the IDE debugger — breakpoints, stepping, variable inspection and expression evaluation.
williamfzc/gossiphs
Rust code relationship analyser built on tree-sitter and git history, exposed through a CLI, an HTTP service, a Python SDK and an MCP server so agents can query which files and symbols relate to each other.
hloiseaufcms/mcp-gopls
An MCP server that gives AI assistants Go language-server capabilities through gopls, plus test running, coverage, module tidying and vulnerability checking.
useshortcut/mcp-server-shortcut
Shortcut's MCP server for its software project-management product. Development has moved to a hosted remote server and this repository is archived for reference.
nguyenvanduocit/jira-mcp
A Go MCP server for Atlassian Jira built around real engineering workflows, covering issue management, sprint transitions, workflow changes and linked pull requests.
GongRzhe/terminal-controller-mcp
An MCP server for terminal command execution, directory navigation and row-precise file editing, with command history and safeguards. The repository is archived.
tonyzorin/youtrack-mcp
An MCP server for JetBrains YouTrack covering issue reading, creation, state and priority transitions and project queries, packaged for ARM64 and AMD64.
kopfrechner/gitlab-mr-mcp
An MCP server for GitLab merge requests and issues that fetches diffs and details and posts comments, including line-specific review comments on a diff.
codemaestroai/advanced-unity-mcp
Unity Editor package from Code Maestro that exposes editor control, asset and scene management, builds and profiling over MCP so an assistant can drive Unity from natural language.
Adancurusul/serial-mcp-server
A Rust MCP server and CLI for serial and UART devices, adding a JSON macro language for repeatable timed command sequences.
hyperb1iss/lucidity-mcp
An MCP server that analyses git changes for code quality, guiding an AI reviewer through structured prompts covering complexity, security and other defect classes.
xzq-xu/jvm-mcp-server
An MCP server for monitoring and diagnosing running Java applications using native JDK tools, with no dependency on Arthas or other third-party agents.
ReAPI-com/mcp-openapi
An MCP server that loads OpenAPI specifications from a directory and serves their operations and dereferenced schemas, giving IDE assistants real knowledge of an API.
AsyncFuncAI/github-chat-mcp
A Python MCP server that indexes a GitHub repository through the GitHub Chat API and answers questions about its architecture and code, exposing one indexing tool and one querying tool.
usecroft/laravel
Croft is an unmaintained MCP server for local Laravel development, run as an artisan command, exposing database queries, schema, routes, logs, config and env keys to an AI coding client.
micl2e2/code-to-tree
A dependency-free MCP server distributed as one standalone binary that parses source code into an abstract syntax tree with tree-sitter, across seven languages.
ShenghaiWang/xcodebuild
A small MCP server that builds and tests an iOS Xcode workspace or project and returns the compiler errors to the model.
shannonlal/mcp-postman
An MCP server that runs Postman collections with Newman and returns detailed test results, including per-test failures and execution timings.
terhechte/cursor-rust-tools
MCP server that exposes rust-analyzer hover, references and implementation lookups, parsed crate documentation and cargo test and check output to the language model in Cursor and other MCP clients.
sammcj/mcp-package-docs
MCP server that gives LLMs efficient access to package documentation for Go, Python, npm and Rust crates, plus Language Server Protocol features like hover, completions and diagnostics.
sammcj/mcp-llm
MCP server built on LlamaIndexTS that lets an assistant delegate code generation, file edits, documentation writing and open questions to a separate configured LLM.
kadykov/mcp-openapi-schema-explorer
MCP server that exposes OpenAPI v3 and Swagger v2 specifications through parameterized MCP resource templates, letting clients explore large API definitions without loading the whole file into context.
shanejonas/openrpc-mpc-server
MCP server that lets clients call arbitrary JSON-RPC methods on any server URL and enumerate the methods a server offers through the OpenRPC rpc.discover specification.
currents-dev/currents-mcp
MCP server that connects AI coding agents to the Currents CI dashboard, letting them query test runs, spec files and results, surface flaky tests and error trends, and manage quarantine rules and integrations.
hexitex/MCP-Backup-Server
MCP server giving AI coding agents file and folder backup, listing and restore tools with version history, pattern filters and emergency safety backups taken before a restore.
gorosun/unified-diff-mcp
MCP server that renders unified diffs as HTML or PNG with diff2html, either uploading them to an auto-expiring GitHub Gist for sharing or writing them to a local file for documentation.