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PROMPTS / AI SKILLS

AI Skills and Prompt Engineering

A collection of AI tool skills (Cursor / Claude Code / Copilot) and prompt engineering resources

14

Methods

1260

Skills

112

Prompts

Common prompt techniques

Choose a method by the kind of problem you are solving.

01

System prompt templates

Curated system prompt templates ready to copy or adapt for your own LLM applications

PromptTemplatesLLM apps
02

Chain-of-thought

Prompting techniques for improving reasoning on complex tasks

ReasoningPromptingComplex tasks
03

Few-shot prompting

Use examples to align a model with your desired output format

ExamplesPromptingCustom output
04

Self-consistency

Sample multiple reasoning paths and vote for more stable answers

ReasoningSamplingRobust output
05

ReAct

Interleave reasoning steps with tool calls so the model looks things up as it answers

AgentTool useReasoning
06

Tree of thoughts

Explore several reasoning branches in parallel, then backtrack and prune

ReasoningSearchComplex tasks
07

Structured output

Constrain responses with a JSON schema so downstream code can parse them directly

JSONSchemaEngineering
08

Retrieval augmentation

Retrieve before answering so responses stay grounded in your own sources

RAGKnowledge baseCitations
09

Self-refine

Draft first, then have the model critique against criteria and rewrite

RevisionQualityIteration
10

Role prompting

Set the persona, audience, and tone so output matches the situation

PersonaToneContext
11

Task decomposition

Split a large task into ordered steps, then produce and merge them

DecompositionLong tasksProcess
12

Context engineering

Curate and compress what you feed the model so the budget goes to what matters

ContextCompressionCost
13

Guardrails

Spell out limits and prohibitions to cut down drift and hallucination

ConstraintsSafetyReliability
14

Prompt evaluation

Build a test set and run regressions so changes are judged by data

EvaluationRegressionEngineering

Reusable Skills and Workflows

1260 ITEMS

LangChain

An open framework for building LLM applications, RAG systems, and agents.

GlobalFreeOpen source+2

Updated 2026-07-09

Visit official site

LangGraph

LangChain's graph-based agent orchestration framework for production use.

GlobalFreeOpen source+2

Updated 2026-07-09

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CrewAI

CrewAI

A multi-agent collaboration framework that assigns roles for complex tasks.

OverseasFreemiumOpen source+2

Updated 2026-07-09

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AutoGen

Microsoft's multi-agent conversation framework for research and prototyping.

OverseasFreeOpen source+2

Updated 2026-07-09

Visit official site

OpenAI Agents SDK

OpenAI's lightweight agent framework with built-in handoffs and tracing.

OverseasFreeOpen source+2

Updated 2026-07-09

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Claude Agent SDK

Anthropic's agent development kit with capabilities shared by Claude Code.

OverseasFreeOpen source+2

Updated 2026-07-09

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Dify

Dify

An open LLM application platform for visual agent and RAG orchestration.

GlobalFreemiumOpen source+2

Updated 2026-07-09

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Coze

Coze

ByteDance's no-code agent platform with one-click multi-channel publishing.

DomesticFreemiumNo-code+2

Updated 2026-07-09

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ag2

ag2

AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x

GlobalFreeOpen source+2

Updated 2026-09-03

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agent-framework

agent-framework

A framework for building, orchestrating and deploying AI agents and multi-agent workflows with support for Python and .NET.

OverseasFreeOpen source+3

Updated 2026-09-03

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youtu-agent

youtu-agent

A simple yet powerful agent framework that delivers with open-source models

DomesticFreeOpen source+2

Updated 2026-09-03

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Agently

Agently

[GenAI Application Development Framework] 🚀 Build GenAI application quick and easy 💬 Easy to interact with GenAI agent in code using stru

DomesticFreeOpen source+3

Updated 2026-09-03

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agentUniverse

agentUniverse

agentUniverse is a LLM multi-agent framework that allows developers to easily build multi-agent applications.

DomesticFreeOpen source+2

Updated 2026-09-03

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spring-ai-alibaba

spring-ai-alibaba

Agentic AI Framework for Java Developers

DomesticFreeOpen source+3

Updated 2026-09-03

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trpc-agent-go

trpc-agent-go

A Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.

DomesticFreeOpen source+3

Updated 2026-09-03

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AWorld

AWorld

Search, understand, reproduce, and improve an idea with ease

DomesticFreeOpen source+3

Updated 2026-09-03

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mini-swe-agent

mini-swe-agent

The 100 line AI agent that solves GitHub issues or helps you in your command line. Radically simple, no huge configs, no giant monorepo—but

GlobalFreeOpen source+3

Updated 2026-09-03

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gpt-researcher

gpt-researcher

An autonomous agent that conducts deep research on any data using any LLM providers

GlobalFreeOpen source+3

Updated 2026-09-03

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serena

serena

A powerful MCP toolkit for coding, providing semantic retrieval and editing capabilities - the IDE for your agent

GlobalFreemiumOpen source+3

Updated 2026-09-03

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github-mcp-server

github-mcp-server

GitHub's official MCP Server

OverseasFreeOpen source+3

Updated 2026-09-03

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chrome-devtools-mcp

chrome-devtools-mcp

Chrome DevTools for coding agents

GlobalFreeOpen source+3

Updated 2026-09-03

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typescript-sdk

typescript-sdk

The official TypeScript SDK for Model Context Protocol servers and clients

GlobalFreeOpen source+3

Updated 2026-09-03

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fastmcp

fastmcp

🚀 The fast, Pythonic way to build MCP servers and clients.

GlobalFreeOpen source+3

Updated 2026-09-03

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mcp-use

mcp-use

The fullstack MCP framework to develop MCP Apps for ChatGPT / Claude & MCP Servers for AI Agents.

GlobalFreeOpen source+3

Updated 2026-09-03

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Prompt resources

112 ITEMS

Anthropic Prompt Library

Anthropic's official prompt library for productivity, writing, and development.

GlobalFree提示词+2

Updated 2026-07-09

Visit official site

OpenAI Prompt Examples

OpenAI's official prompt examples organized by task and ready to adapt.

GlobalFree提示词+2

Updated 2026-07-09

Visit official site

Awesome ChatGPT Prompts

A highly starred GitHub prompt collection with classic role-based templates.

GlobalFreeOpen source+2

Updated 2026-07-09

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LangGPT

A structured prompting methodology and prompt-engineering framework from the Chinese community.

DomesticFreeOpen source+3

Updated 2026-07-09

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Learn Prompting

A free open prompt-engineering course from basics through red-team safety.

GlobalFreemiumOpen source+3

Updated 2026-07-09

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PromptBase

A prompt marketplace for buying and selling high-quality prompts for different models.

OverseasPaid提示词+2

Updated 2026-07-09

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FlowGPT

A community for sharing prompts and AI roles, with popular use cases to browse.

OverseasFreemium提示词+2

Updated 2026-07-09

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PromptHero

A search engine for image-generation prompts by model and style.

OverseasFreemium提示词+2

Updated 2026-07-09

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Google Gemini Prompt Gallery

Google 官方 Gemini 提示词示例，覆盖文本、图像与多模态任务。

GlobalFree提示词+2

Updated 2026-09-03

Visit official site

Prompt Engineering Guide

系统整理提示词技术、上下文学习、推理方法与安全实践。

GlobalFreeOpen source+3

Updated 2026-09-03

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Prompt Plus Plus

在线提示词扩展工具，把简短需求整理为更完整的生成指令。

GlobalFreeOpen source+2

Updated 2026-09-03

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Prompt Extend

自动扩展和丰富用户输入，适合快速获得更具体的文本提示词。

GlobalFree提示词+2

Updated 2026-09-03

Visit official site

FLUX Prompt Generator

为 FLUX 图像模型生成结构化提示词，辅助组织主体、风格和镜头。

GlobalFree提示词+2

Updated 2026-09-03

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Image to Prompt

从参考图像提取主体、风格与构图信息，生成可复用的图像提示词。

GlobalFree提示词+2

Updated 2026-09-03

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AIPRM

面向 ChatGPT 等模型的提示词模板库，覆盖营销、写作、SEO 与办公。

GlobalFreemium提示词+2

Updated 2026-09-03

Visit official site

Snack Prompt

提示词社区与模板市场，按职业和任务浏览可直接复用的 Prompt。

GlobalFreemium提示词+2

Updated 2026-09-03

Visit official site

PromptHub

用于发现和分享提示词的社区平台，支持按用途浏览模板。

OverseasFree提示词+2

Updated 2026-09-03

Visit official site
awesome-chatgpt-prompts-zh

awesome-chatgpt-prompts-zh

ChatGPT 中文调教指南。各种场景使用指南。学习怎么让它听你的话。

DomesticFreeOpen source+3

Updated 2026-09-03

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CL4R1T4S

CL4R1T4S

LEAKED SYSTEM PROMPTS FOR CHATGPT, CLAUDE, GEMINI, GROK, PERPLEXITY, CURSOR, LOVABLE, REPLIT, AND MORE! - AI SYSTEMS TRANSPARENCY FOR ALL! �

GlobalFreeOpen source+3

Updated 2026-09-03

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chatgpt_system_prompt

chatgpt_system_prompt

A collection of GPT system prompts and various prompt injection/leaking knowledge.

GlobalFreeOpen source+3

Updated 2026-09-03

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awesome-prompts

awesome-prompts

Curated list of chatgpt prompts from the top-rated GPTs in the GPTs Store. Prompt Engineering, prompt attack & prompt protect. Advanced Prom

GlobalFreeOpen source+3

Updated 2026-09-03

Visit official site
wonderful-prompts

wonderful-prompts

🔥中文 prompt 精选🔥，ChatGPT 使用指南，提升 ChatGPT 可玩性和可用性！🚀

DomesticFreeOpen source+3

Updated 2026-09-03

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awesome-claude-prompts

awesome-claude-prompts

This repo includes Claude prompt curation to use Claude better.

GlobalFreeOpen source+3

Updated 2026-09-03

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SuperPrompt

SuperPrompt

SuperPrompt is an attempt to engineer prompts that might help us understand AI agents.

GlobalFreeOpen source+3

Updated 2026-09-03

Visit official site

AI tool skill extensions

14 ITEMS

Cursor Rules

Rule files that define an AI coding assistant's style and best practices

CursorAI configDeveloper productivity

Claude Code

Anthropic's official CLI for coding with Claude in your terminal

CLIAnthropicCoding assistant

GitHub Copilot Skills

Custom instructions and skill extensions for Copilot

GitHubIDE integrationCode completion

OpenAI Fine-tuning

Fine-tune OpenAI models for a custom AI assistant

Fine-tuningCustomizationAPI

Agent Skills spec

The official spec for how a skill package is laid out and described

SkillSpecDocs

Model Context Protocol

Official MCP docs for connecting external tools and data to AI clients

MCPProtocolTool access

Claude Agent Skills docs

Anthropic's guide to authoring skills and when they get invoked

SkillAnthropicOfficial

Copilot custom instructions

GitHub's guide to setting repository-wide conventions for Copilot

CopilotInstructionsRepo config

Gemini CLI

Google's open-source terminal assistant with extensible tools and instructions

CLIGoogleOpen source

OpenAI Agents SDK

Official agent toolkit with tool calling, handoffs, and tracing

AgentSDKOfficial

Windsurf Rules

Windsurf's rules and memories for constraining assistant behavior per project

WindsurfRulesIDE

Cline Rules

How to write rule files for the open-source Cline coding assistant

ClineRulesOpen source

Anthropic Cookbook

Official recipe repo covering tool use, RAG, and multimodal patterns

ExamplesAnthropicRecipes

OpenAI Cookbook

Official examples spanning prompting, evaluation, and production patterns

ExamplesOpenAIRecipes