开发工具 MCP 服务器

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

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

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.

Atlassian Bitbucket Cloud: work with repositories, pull requests, workspaces and code.

Interact with the Postman API.

Download entire websites using wget, preserving their structure and converting links to work locally.

Multi-protocol API mock server: HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE, SOAP.

Regression testing for AI agents. Golden baselines, CI/CD, LangGraph, CrewAI, OpenAI, Claude.

Augments MCP Server - A comprehensive framework documentation provider for Claude Code

SQL validation, formatting, parsing, metadata extraction, linting, and security analysis.

Subscription-aware LLM router for Claude Code: routes tasks to providers like OpenAI, Gemini, Groq and Ollama by complexity, subscription…

Your coding agent writes the user docs from your codebase, screenshots included.

MCP security scanner. CI-native testing, attack simulation, health scoring, and SARIF.

Semantic code search and navigation that reduces token waste.

JetBrains IDE plugin giving coding agents programmatic control of the debugger.

LLDB integration for binary and core file analysis, debugging and disassembly.

Code intelligence MCP server — 80+ tools for navigation, impact analysis, and architecture

Tells coding agents which npm dependencies changed after their training cutoff, and what changed.

Browse, inspect, and retrieve installable React and Next.js interaction effects from Hyperiux Vault.

Go code analysis via gopls, the Go language server.

View ROS 2 nodes and topics, and call services and actions via MCP

Fix CircleCI build failures.

Test URLs and HTML for WCAG 2.0/2.1/2.2 compliance using axe-core, including color contrast, ARIA validation and orientation lock detection.

PHP static analysis: code quality metrics, problem detection, refactoring priorities, dependency graphs, git hotspots, test coverage and…

File I/O and primitive-placement tools so AI assistants can create and manage Altium libraries.

JVM-based MCP server implementation.

Visualize code, architecture and other concepts as Mermaid diagrams in a locally hosted web app.

Discover and explain OpenAPI specifications and generate code or mock data from them.

Query multiple Ollama models and combine their responses for diverse perspectives on a single question.

Control the Unitree Go2 robot with natural language commands interpreted by an LLM.

Zero-configuration Go library that exposes existing Gin web framework APIs as MCP tools.

Build iOS Xcode workspaces or projects and feed errors back to the LLM.

Manage App Store Connect apps, builds, TestFlight, subscriptions, reviews and more via its API.

Middleware that runs multiple isolated instances of the same MCP servers side by side with unique namespaces and configurations.

Android automation tool suite for developer workflows and testing.

Atlassian Jira Cloud: work with projects, issues, comments and related development information.

Tailwind CSS palettes (50-950) from any color, the closest Tailwind color, and Tailwind's defaults

Converts OpenAPI/Swagger specifications to MCP format so AI assistants can call REST APIs.

Token-efficient access to OpenAPI/Swagger specs via MCP Resources.

Interact with Neovim.

MCP server for MDMA — exposes spec, prompts, docs, and package metadata to AI assistants.

Performance testing with JMeter.

Organize and search chat history with AI-generated summaries and secure memory.

MCP server for Storybook design systems — extract component HTML, styles and metadata.

Roslyn MCP server: semantic .NET/C# intelligence - analysis, refactoring, tests, IL inspection.

Browse and install 75+ free animated, shadcn-compatible React components from AI Canvas.

Control Android devices and emulators via ADB — screenshots, UI automation, and logcat.

CLI and MCP server for creating Apple .icon bundles with Liquid Glass effects (iOS 26+)

Shows agents which patterns a codebase actually uses, which files a change will affect and when there is too little context to trust an…

Control Neovim instances via msgpack-RPC: read and edit buffers, run commands, send keys, query LSP diagnostics and annotate code with…

Interact with a global network measurement platform.Run network commands from any point in the world

Structural codebase indexer with 17 query tools. 87% token reduction. Zero dependencies.

Agent-safe Excel workbook analysis, editing, recalc, and verification tools.

Atlassian Confluence Cloud: work with spaces, pages and content, with automatic ADF-to-Markdown conversion.

Local service orchestrator with a stdio MCP server for inspecting and controlling development services, logs, ports, actions and run…

Expose curated Justfile recipes via MCP for safe deterministic automation.

Code indexing with SQLite FTS5, tree-sitter and embeddings for symbol search, call graphs, git intelligence and hybrid semantic search.

Analyze React code locally and generate docs or llm.txt for a whole project at once.

MCP server exposing Buildkite API data (pipelines, builds, jobs, tests) to AI tooling and editors.