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Data / Repositories / Prompt engineering

Prompt engineering repositories on GitHub: 27 ranked by stars

27 public repositories tagged Prompt engineering are on GitHub, with 609,164 stars between them; 21 had a push in the last 30 days. Most are written in Python (10), TypeScript (6), Jupyter Notebook (2). The most starred: f/prompts.chat (172,960), microsoft/generative-ai-for-beginners (121,347), headroomlabs-ai/headroom (75,347).

SpecStream is the live web data engine for teams and agents. It reads open-source repositories on GitHub and keeps what it reads, and this page groups that reading by topic. Ask for the repositories you track by topic, language, license or activity, and new ones and changes arrive in your sheet, CRM, Slack or agent.

Every repository, most starred first

RepositoryWhat it isLanguageStarsForksLicenseLast pushRead
f/prompts.chatf.k.a. Awesome ChatGPT Prompts. Share, discover, and collect prompts from the community. Free and open source — self-host for your organization with complete privacy.HTML172,96022,139Oct 14Oct 14
microsoft/generative-ai-for-beginners21 Lessons, Get Started Building with Generative AIJupyter Notebook121,34763,965MITOct 12Oct 14
headroomlabs-ai/headroomCompress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP…Python75,3475,847Apache-2.0Oct 13Oct 14
github/awesome-copilotCommunity-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot.JavaScript40,0075,118MITOct 14Oct 14
linshenkx/prompt-optimizerAn AI prompt optimizer for writing better prompts and getting better AI results.TypeScript37,9854,317Oct 13Oct 14
langfuse/langfuseOpen source agent evals & observability: Trace, evaluate, and improve LLM applications with one open platform.TypeScript35,8203,987Oct 14Oct 14
comet-ml/opikDebug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.Python22,5971,858Apache-2.0Oct 14Oct 14
dipakkr/awesome-ai-engineeringA curated collection of AI engineering resources, roadmaps, tools, and projects covering LLMs, RAG, AI Agents, MCP, fine-tuning, evaluations, and production AI systems.22,3824,834MITJun 17Oct 14
Arize-ai/phoenixAI Observability & EvaluationPython11,8341,203Oct 14Oct 14
EmbraceAGI/awesome-chatgpt-zhChatGPT 中文指南,ChatGPT 中文调教指南,指令指南,应用开发指南,精选资源清单,更好的使用 chatGPT 让你的生产力 up up up!Python11,750977MITAug 30Oct 14
ai-boost/awesome-promptsCurated list of chatgpt prompts from the top-rated GPTs in the GPTs Store. Prompt Engineering, prompt attack & prompt protect. Advanced Prompt Engineering papers.9,062880GPL-3.0Oct 14Oct 14
mufeedvh/code2promptA CLI tool to convert your codebase into a single LLM prompt with source tree, prompt templating, and token counting.Rust7,722456MITSep 25Oct 11
kyegomez/swarmsThe Enterprise-Grade Multi-Agent Orchestration Framework.Python7,2551,042Apache-2.0Oct 14Oct 14
promptslab/Awesome-Prompt-EngineeringThis repository contains a hand-curated resources for Prompt Engineering with a focus on Generative Pre-trained Transformer (GPT), ChatGPT, PaLM etcTypeScript6,372776Apache-2.0Oct 14Oct 14
FlorianBruniaux/claude-code-ultimate-guideThe most comprehensive Claude Code guide: agentic workflows, hooks, skills, MCP servers, quizzes, and production-ready templates. 430K+ lines.Python6,154808CC-BY-SA-4.0Oct 13Oct 14
ashishps1/learn-ai-engineeringLearn AI and LLMs from scratch using free resources6,1201,455GPL-3.0Feb 5Oct 14
IBM/mcp-context-forgeAn AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified endpoint with centralized discovery, guardrails and management.…Python4,629922Apache-2.0Oct 14Oct 14
algorithmicsuperintelligence/optillmOptimizing inference proxy for LLMsPython4,317394Apache-2.0Oct 11Oct 14
microsoft/apmAgent Package ManagerPython4,009390MITOct 14Oct 14
curiousily/AI-BootcampSelf-paced bootcamp on Generative AI. Tutorials on ML fundamentals, Ollama, LLMs, RAGs, LangChain, LangGraph, Fine-tuning, DSPy & AI Agents (CrewAI), (Using ChatGPT, gpt-oss…Jupyter Notebook954295MITOct 11Oct 14
NB-Corp/gpt-with-tasteBetter judgment. Better taste. Less ceremony. System instructions and source-aware steering for GPT in Codex.JavaScript21113Oct 15Oct 15
yzfly/awesome-context-engineeringA curated collection of resources, papers, tools, and best practices for Context Engineering in AI agents and Large Language Models (LLMs).20386CC0-1.0Sep 20Oct 14
DollhouseMCP/mcp-serverA Free, Open Source MCP server for dynamic custom persona management with public a GitHub collection of personas, skills, templates, and other elements for AI models.TypeScript4616AGPL-3.0Oct 14Oct 14
tayyabimam1/awesome-ai-agent-stackCurated map of 3,000+ open-source AI agent tools: coding agents, agent frameworks, MCP servers, RAG, memory and local LLMs, sorted by layer and ranked by GitHub stars.TypeScript286CC-BY-4.0Oct 14Oct 14
Emily2040/gravitasGravitas is a free add-on for Google Antigravity that makes its AI agent check what your answer depends on, tell you kindly when something you assumed is wrong, and still give you…Python255MITOct 11Oct 14
conectlens/lenserfightTurn AI prompts into reusable, versioned Lenses - organize with Tags and Threads, automate as Workflows, configure as Agents, evaluate with Battles.TypeScript183MITSep 11Oct 14
ai-infra-curriculum/ai-agent-guidebookComprehensive guides for AI coding assistants: Claude Code, GitHub Copilot, Gemini CLI. Includes MCP servers, multi-agent orchestration, and production templates.Shell106Jul 8Oct 14

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Read from GitHub by SpecStream between October 11, 2026 and October 15, 2026; each row shows the day its repository was read. Stars and pushes change every day, and the GitHub page is the current one. Forks and archived repositories are left out.