Jpisnice/shadcn-ui-mcp-server B MCP Server Maintained
Jpisnice/shadcn-ui-mcp-server
MCP server that gives AI assistants seamless access to shadcn/ui v4 components, blocks, demos, and metadata.
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Browse all Model Context Protocol servers with quality scores, stars, languages and maintenance activity.
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vercel/next-devtools-mcp B MCP Server Official Maintained
vercel/next-devtools-mcp
Official Next.js MCP server for coding agents. Provides runtime diagnostics, route inspection, dev server logs, docs search, and upgrade guides. Requires Next.js 16+ dev server for full runtime features.
dannote/figma-use B MCP Server Maintained
dannote/figma-use
Full Figma control: create shapes, text, components, set styles, auto-layout, variables, export. 80+ tools.
bitrise-io/bitrise-mcp B MCP Server Official Maintained
bitrise-io/bitrise-mcp
MCP Server for the [Bitrise](https://bitrise.io) API, enabling app management, build operations, artifact management and more.
snaggle-ai/openapi-mcp-server B MCP Server Maintained
snaggle-ai/openapi-mcp-server
Connect any HTTP/REST API server using an Open API spec (v3)
TencentEdgeOne/edgeone-pages-mcp C MCP Server Maintained
TencentEdgeOne/edgeone-pages-mcp
An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.
hloiseaufcms/mcp-gopls C MCP Server Maintained
hloiseaufcms/mcp-gopls
A MCP server for interacting with [Go's Language Server Protocol (gopls)](https://github.com/golang/tools/tree/master/gopls) and benefit from advanced Go code analysis features.
lpigeon/unitree-go2-mcp-server C MCP Server Maintained
lpigeon/unitree-go2-mcp-server
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.
janreges/ai-distiller-mcp C MCP Server Maintained
janreges/ai-distiller
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.
rafsilva85/credit-optimizer-v5 C MCP Server Maintained
rafsilva85/credit-optimizer-v5
Save 30-75% on Manus AI credits through intelligent model routing, smart testing, and context hygiene. Audited across 53 scenarios with zero quality loss.
kao273183/mk-qa-master C MCP Server Maintained
kao273183/mk-qa-master
AI 測試大師 — end-to-end QA loop over MCP. Drives pytest / Jest / Cypress / Go / Maestro from one surface; analyzes URLs (Web DOM) or live mobile screens (`maestro hierarchy`) to extract testable modules, generates runnable pytest or Maestro YAML with real selectors (not `# TODO` stubs), runs with auto-retry, then writes a prioritized `optimization-plan.md` ranked by evidence (flaky vs broken vs cover
pzalutski-pixel/javalens-mcp C MCP Server Maintained
pzalutski-pixel/javalens-mcp
56 semantic Java analysis tools via Eclipse JDT. Compiler-accurate navigation, refactoring, find references, call hierarchy, and code metrics for AI agents.
Disentinel/grafema C MCP Server Maintained
Disentinel/grafema
Semantic code graph MCP server for AI coding agents. Indexes your codebase into a typed graph (functions/types/modules as nodes; CALLS/IMPORTS/DATAFLOW/EFFECTS as typed edges) and exposes 40+ tools for call-chain tracing, data-flow analysis, semantic search, and invariant checking — so agents navigate code structure instead of reading files line by line. `npm install -g grafema`
opslevel/opslevel-mcp C MCP Server Official Maintained
opslevel/opslevel-mcp
Official MCP Server for [OpsLevel](https://www.opslevel.com)
abrinsmead/mindpilot-mcp C MCP Server Maintained
abrinsmead/mindpilot-mcp
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".
VikrantSingh01/adaptive-cards-mcp C MCP Server Maintained
VikrantSingh01/adaptive-cards-mcp
AI-powered Adaptive Card generation for Teams, Outlook, Copilot, and ChatGPT. 9 MCP tools for generating, validating, optimizing, templating, and transforming cards with accessibility scoring and host compatibility checks.
arvindand/maven-tools-mcp C MCP Server Maintained
arvindand/maven-tools-mcp
Universal Maven Central dependency intelligence for JVM build tools (Maven, Gradle, SBT, Mill). Features bulk operations, version comparison, stability filtering, dependency age analysis, release patterns, and Context7 integration for upgrade guidance.
Daghis/teamcity-mcp C MCP Server Maintained
Daghis/teamcity-mcp
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.
jonradoff/lightcms C MCP Server Maintained
jonradoff/lightcms
AI-native CMS with 72 MCP tools for managing websites through natural language. Create and publish content, manage templates, assets, snippets, themes, collections, redirects, and multi-site forks — with full content versioning and semantic search.
knewstimek/agent-tool C MCP Server Maintained
knewstimek/agent-tool
Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities. Preserves file encoding (UTF-8, EUC-KR, Shift_JIS, etc.) and respects .editorconfig settings.
Neverlow512/agent-droid-bridge C MCP Server Maintained
Neverlow512/agent-droid-bridge
MCP server giving AI agents programmatic control over Android devices and emulators via ADB. 11 tools covering UI inspection, screen interaction, ADB commands, and change detection.
tooluse-labs/perfetto-mcp-rs C MCP Server Maintained
tooluse-labs/perfetto-mcp-rs
MCP server for [Perfetto](https://perfetto.dev) trace analysis. Runs PerfettoSQL queries on `.perfetto-trace` / `.pftrace` files via auto-downloaded `trace_processor_shell`, with dedicated Chrome tools for page loads, scroll jank, main-thread hotspots, and stdlib module discovery. Cross-client tested on Claude Code and Codex. Available via `cargo install`, Homebrew tap, and curl install script.
izzzzzi/codewiki-mcp C MCP Server Maintained
izzzzzi/codewiki-mcp
MCP server for codewiki.google. Search repos, fetch AI-generated wiki docs, and ask questions about any open-source repository.
carloshpdoc/memorydetective C MCP Server Maintained
carloshpdoc/memorydetective
iOS leak hunting and performance investigation. Reads `.memgraph` (`leaks(1)`) and `.trace` (`xctrace`) files, classifies retain cycles against a 34-pattern catalog (SwiftUI, Combine, Swift Concurrency, UIKit, Core Animation, Core Data, SwiftData, RxSwift, Realm), surfaces a Swift `fixTemplate` snippet for each match, and bridges to source via SourceKit-LSP. Single-call build+boot+launch fixes the
efremidze/swift-patterns-mcp C MCP Server Maintained
efremidze/swift-patterns-mcp
An MCP server providing curated Swift and SwiftUI best practices from leading iOS developers, including patterns and real-world code examples from Swift by Sundell, SwiftLee, and other trusted sources.
AutomateLab-tech/n8n-mcp C MCP Server Maintained
AutomateLab-tech/n8n-mcp
Nine-tool MCP server for n8n: generate workflow JSON from natural language, lint for deprecated node types, missing `typeVersion`, and broken connections, and debug per-node execution failures. Ships with a Claude Code skill. Install: `npx @automatelab/n8n-mcp`.
drumst0ck/uploadkit C MCP Server Official Maintained
drumst0ck/uploadkit
Official MCP server for [UploadKit](https://uploadkit.dev). Gives AI assistants first-class knowledge of 40+ React upload components, Next.js route handler scaffolds, BYOS setup (S3/R2/GCS/B2), and full-text search across 88+ docs pages. Runs locally via `npx -y @uploadkitdev/mcp`.
V0v1kkk/DotNetMetadataMcpServer C MCP Server Maintained
V0v1kkk/DotNetMetadataMcpServer
Provides AI agents with detailed type information from .NET projects including assembly exploration, namespace discovery, type reflection, and NuGet integration
BrunoKrugel/echo-mcp C MCP Server Maintained
BrunoKrugel/echo-mcp
A zero-configuration Go library to automatically expose any existing Echo web framework APIs as MCP tools.
kimwwk/repocrunch C MCP Server Maintained
kimwwk/repocrunch
MCP server that gives AI agents structured, ground-truth GitHub repository intelligence. Analyze tech stack, dependencies, architecture, health metrics, and security indicators with deterministic JSON output.
lorenzo-cambiaghi/LynxMCP C MCP Server Maintained
lorenzo-cambiaghi/LynxMCP
100% local semantic code search for AI agents: AST-aware chunking (tree-sitter), hybrid BM25+dense retrieval, and a code knowledge graph (callers, inheritance, imports) over codebases, docs sites, and PDFs. Install via `pipx install lynx-mcp`.
VrtxOmega/omega-brain-mcp C MCP Server Maintained
VrtxOmega/omega-brain-mcp
Omega Brain MCP Server. Hardened AI execution pipeline prioritizing NAEF logic constraints over narrative LLM hallucination. 15 VERITAS Build Gates for uncompromising determinism, semantic vault integration, and Tri-Node Cortex validations.
James-Chahwan/repo-graph C MCP Server Maintained
James-Chahwan/repo-graph
Structural graph map of any codebase for AI coding assistants. Scans entities, relationships, and feature flows across 13 languages so LLMs navigate by structure instead of grepping through everything.
NavinAgrawal/mcp-broker C MCP Server Maintained
NavinAgrawal/mcp-broker
Local MCP process broker that exposes one compact client entry while routing to many configured upstream MCP servers with profile gates, lifecycle ownership, and mutating-tool allowlists.
aktsmm/skill-ninja-mcp-server D MCP Server Maintained
aktsmm/skill-ninja-mcp-server
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-indexed skills.
LumabyteCo/clarifyprompt-mcp D MCP Server Maintained
LumabyteCo/clarifyprompt-mcp
MCP server for AI prompt optimization — transforms vague prompts into platform-optimized prompts for 58+ AI platforms across 7 categories (image, video, voice, music, code, chat, document).
narumiruna/gitingest-mcp D MCP Server Maintained
narumiruna/gitingest-mcp
A MCP server that uses [gitingest](https://github.com/cyclotruc/gitingest) to convert any Git repository into a simple text digest of its codebase.
tatavarthitarun/nowsecure-mcp-server D MCP Server Maintained
tatavarthitarun/nowsecure-mcp-server
MCP server for NowSecure Platform mobile security testing. List applications, pull remediation findings via GraphQL, and generate PDF reports locally (bypasses broken UI export). Published as `nowsecure-mcp-server`. `npx -y nowsecure-mcp-server`
kestiny18/spring-nacos-mcp D MCP Server Maintained
kestiny18/spring-nacos-mcp
Project-aware, read-only Nacos config & service-discovery server for Spring Cloud repos. Zero setup: auto-discovers every environment (dev/test/prod/...) from the repo's application/bootstrap files, with cross-environment key-level config diff. Single file, zero dependencies.
aidemd-mcp/server D MCP Server Maintained
aidemd-mcp/server
Structured `.aide` spec files that give AI agents progressive disclosure into your codebase architecture via MCP.
io.github.hoainho/podium-mcp D MCP Server Maintained
hoainho/podium-mcp
Mobile E2E MCP (40 tools): iOS-simulator control, native UI automation, Maestro flows, React Native debugging (logs/network/state), and WebView DOM inspection. Requires macOS + Xcode.
Michael-WhiteCapData/ollama-handoff D MCP Server Maintained
Michael-WhiteCapData/ollama-handoff
Offload cheap work from your cloud LLM agent to a local Ollama model — summaries, drafts, extractions, and first-pass code reviews via purpose-built handoff tools with baked-in prompts, at zero cloud cost. [](https://glama.ai/mcp/servers/Michael-WhiteCapData/ollama-ha
3KniGHtcZ/codebeamer-mcp D MCP Server Maintained
3KniGHtcZ/codebeamer-mcp
Codebeamer ALM integration for managing work items, trackers, and projects. Provides 17 tools for reading and writing items, associations, references, comments, and risk management data via Codebeamer REST API v3.
appcreationsca/bumpguard-mcp D MCP Server Maintained
appcreationsca/bumpguard-mcp
Pre-flight dependency-upgrade impact analysis: reports exactly which of your code's API usages break *before* you bump a dependency, with line numbers, severity, and fix hints. Also verifies AI-written code against the actually-installed API to catch hallucinated calls. Static analysis only — never runs third-party code. Python + .NET. `pip install bumpguard-mcp`
Ivy-Innovation/cubelife D MCP Server Maintained
Ivy-Innovation/cubelife
Give AI agents a persistent pixel-art character that reflects their state in real time. Report work state, mark tasks complete, signal errors, and check status. Characters live in rooms with emotions and creature companions.
Vbj1808/retrieval-lens D MCP Server Maintained
Vbj1808/retrieval-lens
Black-box flight recorder for RAG retrieval inside MCP agents. Logs chunks, scores, sources and rankings so you can audit, replay and diff retrieval runs.
whyy9527/ariadne D MCP Server Maintained
whyy9527/ariadne
Cross-service API dependency graph for microservice codebases. Give it a business term or endpoint name; get back a ranked chain of GraphQL operations, REST endpoints, Kafka topics, and frontend queries across all services. Offline, local SQLite + TF-IDF + optional embeddings.
parasxos/cpp26-adapter D MCP Server Maintained
parasxos/cpp26-adapter
C++26 paper reference MCP (`cpp26-ref`) backing a Claude Code plugin: `lookup_paper`, fuzzy `search`, `compiler_status` over a 216-paper ISO/IEC 14882:2026 corpus. The plugin's skill + reviewer subagent use these tools to bias Claude toward reflection, contracts, `std::execution` senders, `#embed`, expansion statements — even when the local compiler lags. 95% on a held 39-task eval gate.