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Capability

Engineering and Development

Codegen, review, testing, CI/CD, debugging. Includes 6 subcategories: code generation and scaffolding, code review and refactoring, testing and qa, devops and ci/cd, debugging and error analysis, api integration. Every listing is scored on the same axis so a Claude Skill, an MCP server, and a Cursor rule compare directly.

Indexed
109
Avg score
6.6
Top platform
MCP Servers 57
Top industry
Software and SaaS 31

Top picks for engineering and development

3 / 109
Prompt
9.4

System Prompts and Models of AI Tools

Reverse-engineered system prompts and tool schemas for Cursor, Claude Code, Devin, v0, Windsurf, Replit, Manus, and 25+ more.

Engineering and Developmentx1xhlol
MCPTrusted
9.2

Git MCP Server

Reference MCP server for Git repository interaction — read, search, and manipulate Git repositories from a Large Language Model.

Engineering and Developmentmodelcontextprotocol
LangChainTrusted
9.1

LangSmith SDK

Client SDK for tracing, evaluating, and monitoring LLM apps in LangSmith — works with LangChain or standalone.

Engineering and Developmentlangchain-ai
GPT
8.9

Code Copilot

Pair-programs across languages, ships real code, and explains its reasoning — a top developer GPT.

Engineering and DevelopmentPromptspellsmith
MCP
8.7

Cloudflare MCP Server

Cloudflare's official MCP server — manage Workers, KV, R2, DNS, Zero Trust, and Cloudflare's wider platform from any MCP client.

Engineering and Developmentcloudflare
LangChain
8.6

LlamaDeploy

Async-first framework for deploying agentic LlamaIndex Workflows as production microservices with built-in scaling and queues.

Engineering and Developmentrun-llama
Claude SkillTrusted
7.7

MCP Builder

Anthropic's official Claude Skill for designing, implementing, reviewing, and evaluating high-quality MCP servers in Python or TypeScript.

Engineering and Developmentanthropics
Claude SkillTrusted
7.7

Webapp Testing

Anthropic's official Claude Skill for interacting with and testing local web applications using Playwright — screenshots, DOM inspection, console logs.

Engineering and Developmentanthropics
Claude SkillTrusted
7.7

Skill Creator

Anthropic's official meta-skill for designing, editing, benchmarking, and optimising other Claude Skills with variance-aware evals.

Engineering and Developmentanthropics
Copilot
7.5

Copilot Extensions Preview SDK (JS)

Official JavaScript SDK that handles request verification, response formatting, and prompt streaming for Copilot Extensions.

Engineering and DevelopmentGitHub copilot-extensions
Other
7.3

Cline

A flexible coding agent that edits code, runs commands, and coordinates multi-agent teams across VS Code, JetBrains, CLI, and custom integrations.

Engineering and Developmentcline
MCPCursorPrompt
7.3

Context7

An MCP server and CLI tool that fetches live, version-specific documentation and code examples from libraries to provide AI agents with accurate context.

Engineering and Developmentupstash
MCPClaude SkillCursorWindsurfOther
7.3

GitNexus

Indexes codebases into knowledge graphs and exposes them via MCP and CLI so AI agents understand code architecture, dependencies, and call chains.

Engineering and Developmentabhigyanpatwari
Copilot
7.2

Blackbeard Copilot Extension

Reference Copilot Extension that responds in the voice of Blackbeard the pirate — the canonical Hello World starter.

Engineering and DevelopmentGitHub copilot-extensions
OtherTrusted
7.2

AI SDK

A unified TypeScript toolkit to build AI-powered applications with popular frameworks like Next.js, React, and Vue using multiple LLM providers.

Engineering and Developmentvercel
MCPClaude SkillCursorOther
7.2

SocratiCode

Deep semantic codebase intelligence for AI agents: hybrid search, dependency graphs, impact analysis, and searchable artifacts — fully local, zero configuration.

Engineering and Developmentgiancarloerra
MCPOther
7.1

mcp-use

Complete MCP framework with SDKs for TypeScript and Python to build MCP servers, interactive widgets (MCP Apps), and AI agents with integrated inspector and cloud deployment.

Engineering and Developmentmcp-use
Other
7.1

assistant-ui

Composable React library with ChatGPT-like UX, streaming, generative UI, and multi-backend support for building AI chat interfaces fast.

Engineering and Developmentassistant-ui
Copilot
7.0

RAG Copilot Extension

Reference Go-based Copilot Extension demonstrating retrieval-augmented generation patterns over a custom corpus.

Engineering and DevelopmentGitHub copilot-extensions
Cursor
6.9

Ivan Grynenko Cursorrules

A comprehensive set of Cursor AI rules for PHP, Drupal, JavaScript, Python, and DevOps with a strong focus on OWASP Top 10 security.

Engineering and Developmentivangrynenko
MCPClaude SkillOther
6.9

XcodeBuildMCP

A Model Context Protocol server and CLI providing tools for AI agents to build, test, and manage iOS and macOS projects in Xcode.

Engineering and Developmentgetsentry
GPTPromptOther
6.9

bioSkills

A comprehensive collection of skills that guide AI coding agents through bioinformatics tasks, from sequence manipulation to advanced single-cell and population genetics analyses.

Engineering and DevelopmentGPTomics
MCPCursor
6.9

Framelink MCP for Figma

An MCP server that connects Figma design data to AI coding tools like Cursor for design-to-code automation.

Engineering and DevelopmentGLips
Cursor
6.8

Kinopeee Cursorrules v5

Bilingual (English / Japanese) custom instructions and custom commands optimized for Cursor's agent and composer modes.

Engineering and Developmentkinopeee
Other
6.8

Harbor

Harbor is a framework for evaluating arbitrary agents, building benchmarks, and conducting parallel experiments across thousands of environments.

Engineering and Developmentharbor-framework
Other
6.8

AgentShield

Scans Claude Code and agent setups for security vulnerabilities including hardcoded secrets, permission misconfigurations, hook injection, MCP server risks, and prompt injection.

Engineering and Developmentaffaan-m
Other
6.8

MCPorter

Discover, call, and compose MCP servers with zero-config discovery, typed clients, and ergonomic APIs for TypeScript and CLI workflows.

Engineering and Developmentopenclaw
Copilot
6.7

Function Calling Copilot Extension

Reference Go-based Copilot Extension that demonstrates function calling with confirmation dialogs — issue creation and listing as worked examples.

Engineering and DevelopmentGitHub copilot-extensions
MCP
6.7

MCPJam Inspector

Debug, test, and evaluate MCP servers with full JSON-RPC tracing, multi-LLM chat, OAuth validation, and CI/CD integration.

Engineering and DevelopmentMCPJam
MCPCursorWindsurfOther
6.7

Unity MCP

MCP server enabling AI agents to automate Unity development, generate game code, and power in-game AI behaviors with 100+ built-in tools.

Engineering and DevelopmentIvanMurzak
MCPClaude Skill
6.7

Shadcn UI MCP Server

Model Context Protocol server that enables AI assistants to retrieve and integrate shadcn/ui v4 components, blocks, and metadata seamlessly.

Engineering and DevelopmentJpisnice
OtherMCP
6.6

Fallow

Static analysis engine providing quality scores, PR risk, hotspots, duplication, architecture, and cleanup intelligence for JavaScript/TypeScript codebases.

Engineering and Developmentfallow-rs
CursorGPTOther
6.6

Nx Console

IDE extension for Nx and Lerna monorepos that enriches AI chat with workspace context and provides visual task/project management.

Engineering and Developmentnrwl
MCPGPTOther
6.6

NVIDIA Video Search and Summarization (VSS)

Enterprise-grade blueprint for building vision agents capable of real-time video intelligence, search, Q&A, summarization, and alert verification using NVIDIA NIM microservices.

Engineering and DevelopmentNVIDIA-AI-Blueprints
MCPClaude SkillOther
6.6

MCP Server Kubernetes

MCP server that connects to Kubernetes clusters and enables AI agents to manage resources, run Helm operations, and troubleshoot pods.

Engineering and DevelopmentFlux159
MCPLangChainOther
6.6

Stripe AI

Official SDKs for integrating Stripe payment and billing APIs with AI agents and LLMs through function calling and MCP.

Engineering and Developmentstripe
Other
6.6

CodeNomad

Desktop application that transforms OpenCode into a feature-rich coding environment with multi-instance workspaces, remote access, voice input, and integrated development tools.

Engineering and DevelopmentNeuralNomadsAI
MCPClaude Skill
6.6

Figma Console MCP

MCP server giving AI assistants complete read-write access to Figma for design system management, component creation, variable sync, and visual debugging.

Engineering and Developmentsouthleft
MCP
6.6

Kubernetes MCP Server

A high-performance MCP server that enables AI agents to manage Kubernetes clusters, pods, Helm releases, and Tekton pipelines with native API interaction.

Engineering and Developmentcontainers
MCP
6.6

GitLab MCP Server

MCP server enabling AI clients to manage GitLab projects, merge requests, issues, pipelines, and more with flexible authentication and multiple transport options.

Engineering and Developmentzereight
MCPOther
6.6

Kubb

Convert OpenAPI specs into TypeScript types, API clients, hooks, validators, and mocks with an extensible plugin system and MCP server for AI assistants.

Engineering and Developmentkubb-labs
Cursor
6.5

Survivorforge Cursor Rules

39+ ready-to-use .cursorrules files for Cursor IDE spanning React, Next.js, Python, Go, Rust, Flutter, LangChain, and Chrome extensions.

Engineering and Developmentsurvivorforge
PromptTrusted
6.5

Anthropic Prompt Engineering Interactive Tutorial

Anthropic's official hands-on tutorial covering prompt structure, role prompting, chain-of-thought, and tool use for Claude.

Engineering and Developmentanthropics
Windsurf
6.5

Next.js + Vercel + Supabase Windsurf Rules

Windsurf rules pack for building Next.js apps on Vercel with Supabase — auth, RLS, server actions, and deployment conventions.

Engineering and Developmentawesome-windsurfrules
Windsurf
6.5

next-intl Windsurf Rules

Windsurf rules that enforce next-intl conventions for i18n-aware routing, message catalogs, and locale-scoped components.

Engineering and Developmentawesome-windsurfrules
Windsurf
6.5

Angular + TypeScript Windsurf Rules

Windsurf rules for Angular 18 + TypeScript work — enforces ESLint, Prettier, jsdoc, parameter limits, and Jest test coverage.

Engineering and Developmentawesome-windsurfrules
Windsurf
6.5

Go Backend Scalability Windsurf Rules

Windsurf rules that turn the assistant into a backend-scalability pair programmer for Go — DB tuning, API design, caching, message queues.

Engineering and Developmentawesome-windsurfrules
Windsurf
6.5

Python FastAPI Best Practices Windsurf Rules

Windsurf rules that pin generated FastAPI code to type hints, Pydantic validation, async-first patterns, dependency injection, and middleware.

Engineering and Developmentawesome-windsurfrules
Copilot
6.5

GitHub Models Copilot Extension

Official Copilot Extension that lets developers list, recommend, and run GitHub Models directly from Copilot Chat — written in TypeScript.

Engineering and DevelopmentGitHub copilot-extensions
Other
6.5

OpenHarness

TypeScript framework for building general-purpose AI agents with tool integration, sessions, middleware, and UI streaming support.

Engineering and DevelopmentMaxGfeller
PromptClaude SkillCursorOther
6.5

oh-my-agent

Coordinate specialized AI agents (frontend, backend, QA, PM, etc.) across all major AI IDEs with shared skills, workflows, and security gates.

Engineering and Developmentfirst-fluke
MCP
6.5

MCPJungle

MCPJungle is a self-hosted MCP gateway that consolidates multiple MCP servers into a single unified endpoint with centralized discovery, access control, and observability.

Engineering and Developmentduaraghav8
Other
6.5

pi_agent_rust

A from-scratch Rust port of Pi Agent offering instant startup, low memory footprint, and enterprise-grade extension security for AI-assisted code work.

Engineering and DevelopmentDicklesworthstone
Other
6.5

Loki Mode

Autonomous code generation platform that builds full-stack applications from specs using multi-agent RARV cycles, quality gates, and multi-provider AI support.

Engineering and Developmentasklokesh
MCPClaude SkillGPT
6.4

Cloud Run MCP server

MCP server enabling AI agents to deploy applications to Google Cloud Run, manage services, and retrieve logs.

Engineering and DevelopmentGoogleCloudPlatform
MCPClaude SkillCursor
6.4

Sentry MCP

Remote MCP server providing AI-powered error analysis, issue search, and debugging tools for Sentry integrated with Claude and Cursor.

Engineering and Developmentgetsentry
MCPCursorPrompt
6.4

Octocode

MCP server and skill ecosystem enabling AI agents to research code, analyze implementations, and understand engineering patterns across GitHub, GitLab, Bitbucket, and local codebases.

Engineering and Developmentbgauryy
Cursor
6.3

Blefnk Awesome Cursor Rules

Rules for AI IDEs optimized for Next.js 15, React 19, TypeScript 5, Tailwind 4, shadcn/ui, Drizzle, Better Auth, TanStack Form, and React Query.

Engineering and Developmentblefnk
Other
6.3

aimock

One-package mock server for testing AI agents across 14+ LLM providers, vector databases, and AI protocols with zero dependencies.

Engineering and DevelopmentCopilotKit
MCP
6.3

BlockRun MCP

MCP server providing unified pay-per-call access to market data, neural search, image generation, video, crypto prices, and on-chain SQL for Claude and other LLM agents.

Engineering and Developmentblockrunai
MCPLangChainPrompt
6.3

Universal Tool Calling Protocol (UTCP) TypeScript SDK

TypeScript SDK implementing a secure, scalable standard for defining and interacting with tools across diverse communication protocols (HTTP, MCP, File, CLI, Text).

Engineering and Developmentuniversal-tool-calling-protocol
MCPCopilotTrusted
6.3

Power BI Modeling MCP Server

MCP server connecting AI agents to Power BI semantic models for autonomous modeling, bulk operations, DAX validation, and agentic development workflows.

Engineering and Developmentmicrosoft
MCP
6.3

Roblox Studio MCP

MCP server enabling Claude, Gemini, and other AI assistants to explore, read, and edit Roblox game structures and scripts locally.

Engineering and Developmentboshyxd
MCPClaude SkillCopilotGPTOther
6.2

Accessibility Agents

A community-driven collection of 79 specialized AI agents across 8 teams that enforce accessibility standards (WCAG AA/AAA) in code, documents, and GitHub workflows.

Engineering and DevelopmentCommunity-Access
MCPPromptOther
6.2

1MCP

1MCP aggregates multiple MCP servers into a single runtime and provides CLI mode for AI agents to progressively discover and run tools.

Engineering and Development1mcp-app
MCPClaude Skill
6.2

Grok-MCP

MCP server that integrates xAI's Grok API, enabling agentic tool calling, image/video generation, vision analysis, and file handling for Claude and other MCP clients.

Engineering and Developmentmerterbak
MCPCursor
6.2

Excalidraw Architect MCP

MCP server for generating perfectly-laid-out Excalidraw architecture diagrams from natural language, with 50+ technology mappings and stateful editing.

Engineering and DevelopmentBV-Venky
Other
6.2

OpenLLMetry-JS

SDK for instrumenting and tracing LLM calls in Node.js and Next.js applications, exportable to Datadog, Honeycomb, Grafana, and other observability platforms.

Engineering and Developmenttraceloop
MCP
6.2

OpenAPI to MCP Generator

CLI tool that automatically converts OpenAPI specifications into Model Context Protocol servers for seamless AI agent integration with REST APIs.

Engineering and Developmentharsha-iiiv
OtherClaude Skill
6.2

agnix

Validates 420+ rules for AI agent configs (CLAUDE.md, SKILL.md, MCP, Cursor, Copilot) with auto-fix across CLI, VS Code, JetBrains, Neovim, and Zed.

Engineering and Developmentagent-sh
Cursor
6.1

Nedcodes Cursorrules Collection

110+ tested .mdc and .cursorrules files for Cursor, Claude Code, Copilot, Windsurf, Gemini CLI, and Codex with version-specific gotchas baked in.

Engineering and Developmentnedcodes-ok
MCPClaude Skill
6.1

Argo CD MCP Server

MCP server enabling AI assistants to manage Argo CD applications, clusters, and resources through natural language.

Engineering and Developmentargoproj-labs
Other
6.1

Laravel Shopify App

A maintained Laravel package providing complete Shopify app scaffolding, authentication, and API integration for Laravel 8+.

Engineering and DevelopmentKyon147
MCPClaude SkillOther
6.1

Depwire

Infrastructure layer that builds a symbol-level dependency graph of your codebase and provides 23 MCP tools for safe, context-aware AI coding assistance.

Engineering and Developmentdepwire
MCPOther
6.1

add-mcp

A CLI tool to add, find, list, and remove MCP servers from coding agents like Claude Code, Cursor, Codex, and 12+ others.

Engineering and Developmentneon-solutions
Other
6.1

NeuroLink

NeuroLink is the universal AI integration platform that unifies 21+ AI providers and 100+ models under one consistent API, with production-ready features like HITL, memory, RAG, and multi-modal support.

Engineering and Developmentjuspay
Other
6.1

HOL Standards SDK

A lightweight TypeScript SDK providing reference implementations for Hashgraph Consensus Standards (HCS) to enable trustless agent communication, skill discovery, and registry operations.

Engineering and Developmenthashgraph-online
MCPPrompt
6.1

MCP Fusion

A TypeScript framework that enforces security at the architectural level of every MCP server through typed egress firewalls, state machines, and governance stacks.

Engineering and Developmentvinkius-labs
MCPClaude SkillCursorGPT
6.1

Weppy Roblox MCP

MCP server that lets Claude, Cursor, Codex, and Gemini AI agents create and edit scripts, instances, terrain, lighting, and assets live in Roblox Studio.

Engineering and Developmenthope1026
Claude SkillCursorWindsurfGPT
6.0

iOS Marketing Capture

AI-powered skill that automates screenshot capture for SwiftUI iOS apps, seeds demo data, snapshots every screen and UI element, and loops across all locales automatically.

Engineering and DevelopmentParthJadhav
OtherCursorWindsurfCopilot
6.0

specs.md

Choose between Simple (specs only), FIRE (adaptive execution), or AI-DLC (full DDD methodology) to guide AI agents through your development workflow.

Engineering and Developmentfabriqaai
MCPClaude SkillCursorPrompt
6.0

IronBee CLI

CLI for IronBee — enforces code verification for AI agents across browser, backend, and Node.js runtimes before task completion.

Engineering and Developmentironbee-ai
MCP
6.0

FHIR MCP Server

An MCP server that provides seamless integration between AI agents and FHIR healthcare APIs, supporting search, retrieval, and analysis of clinical information with SMART-on-FHIR authentication.

Engineering and Developmentwso2
MCP
6.0

FrontMCP

FrontMCP is a TypeScript-first framework for the Model Context Protocol that simplifies building MCP servers with decorators, dependency injection, and built-in transport handling.

Engineering and Developmentagentfront
MCPClaude SkillCursorWindsurfGPT
6.0

Dynatrace MCP Server

MCP server that brings Dynatrace observability platform data and AI-powered insights into AI assistant workflows.

Engineering and Developmentdynatrace-oss
MCP
6.0

@cyanheads/git-mcp-server

Complete Git MCP server providing 28 git operations (repo management, branching, commits, remotes) for AI agents via STDIO and HTTP transport.

Engineering and Developmentcyanheads
MCP
6.0

@cyanheads/mcp-ts-core

TypeScript framework for building MCP servers with declarative tool/resource/prompt builders, auth, multi-backend storage, OpenTelemetry, and first-class Bun/Node/Cloudflare Workers support.

Engineering and Developmentcyanheads
MCPCursor
6.0

Bitbucket MCP

An MCP server enabling AI assistants like Cursor to interact with Bitbucket repositories, pull requests, pipelines, and comments.

Engineering and DevelopmentMatanYemini
Other
6.0

KimiFlare

A terminal coding agent that runs Kimi K2.6 directly on your Cloudflare account with integrated AI Gateway for observability, caching, and per-turn cost tracking.

Engineering and Developmentsinameraji
MCP
6.0

UE-MCP

MCP server giving AI assistants deep read/write access to Unreal Editor with 21+ tool categories covering 525+ actions and a YAML workflow engine.

Engineering and Developmentdb-lyon
Cursor
5.9

Cursor Rust Rules

Production-tested Rust coding standards and best practices for Cursor IDE, covering Axum, SQLx, Tokio, and workspace organization.

Engineering and Developmenttyrchen
MCP
5.9

UI5 MCP Server

MCP server providing tools for creating UI5 projects, detecting/fixing UI5 errors, and accessing framework documentation for agentic AI tools.

Engineering and DevelopmentUI5
MCPPromptLangChainOther
5.9

elisym

Decentralized marketplace for AI agents to publish capabilities, discover providers, execute jobs, and settle payments over Nostr relays without a platform middleman.

Engineering and Developmentelisymlabs
Other
5.9

CipherStash Stack

TypeScript library providing field-level encryption, searchable encrypted queries, and identity-aware access control for secure data handling.

Engineering and Developmentcipherstash
MCPClaude SkillOther
5.9

plugged.in MCP Proxy

An MCP proxy server that aggregates multiple MCP servers into a single interface with built-in RAG, persistent memory, and document management.

Engineering and DevelopmentVeriTeknik
MCPTrusted
5.9

MCP Toolbox SDKs for JavaScript

Official JavaScript SDKs that enable AI agents to load and invoke tools from MCP Toolbox servers as standard JS functions.

Engineering and Developmentgoogleapis
MCPClaude SkillCursorWindsurf
5.9

Heroku Platform MCP Server

An MCP server enabling large language models to read, manage, and operate Heroku Platform resources through natural language interfaces.

Engineering and Developmentheroku
MCP
5.9

Harness MCP Server

An MCP server that gives AI agents full access to the Harness.io platform through 11 consolidated tools routing to 190+ resource types.

Engineering and Developmentharness
MCPCursorGPT
5.9

Pinecone Developer MCP Server

Model Context Protocol server that connects AI coding assistants with Pinecone vector database capabilities including documentation search, index management, and data operations.

Engineering and Developmentpinecone-io
MCPClaude Skill
5.9

Atlassian Data Center MCP

MCP server enabling AI assistants to search, create issues in Jira, manage Confluence content, and interact with Bitbucket repositories.

Engineering and Developmentb1ff
OtherClaude SkillCursorWindsurfCopilotMCP
5.9

ai-rulez

Generate native configs for 19 AI coding platforms from one `.ai-rulez/` directory—rules, agents, skills, and commands in sync.

Engineering and DevelopmentGoldziher
Cursor
5.5

Styler Cursor Python Template

Python project template optimized for Cursor AI development with rules, CI, linting, testing, docs, and pre-commit hooks pre-wired.

Engineering and Developmentstyler-ai
CursorPromptGPT
4.9

HTMX Expert Skill

An opinionated HTMX skill for Claude and Cursor that enforces HTML-over-the-wire architecture and prevents SPA anti-patterns in AI-generated code.

Engineering and Developmentercan-er
Other
4.8

Google Ads CLI

A Node.js CLI tool enabling programmatic access to Google Ads campaigns, ad groups, keywords, and keyword planning via OAuth 2.0.

Engineering and Developmenthcassar93
MCP
4.6

JDB-MCP

MCP server enabling Claude and other AI agents to perform deep runtime debugging of Java applications via the Java Debug Interface.

Engineering and Developmentd4n-sec
Cursor
4.4

Jesseoue Cursor Rules

36 production-ready cursor rules in MDC format for Next.js, React, TypeScript, Drizzle, shadcn/ui, Clerk, Tinybird, Cloudflare Workers, and more.

Engineering and Developmentjesseoue

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