Stop vibe-debugging. Every exception, every backtrace, grouped so you see patterns, not noise. Learn more โ
Top 23 LLM Open-Source Projects
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firecrawl
Supercharge your AI agents with data from the web and beyond. Building the library for superintelligence. ๐ฅ
Project mention: A 200 OK is not an article: the bug that made me write my own web layer in Rust | dev.to | 2026-09-22I'm not going to pretend the field is empty. Firecrawl is the hosted API you can call from a lambda. If you live in Python, Crawl4AI is mature and ships a Docker server. Scrapling does adaptive parsing with session and proxy control. For plain browser automation over MCP the reference answer is still Playwright MCP. All four are in the repo's comparison table, and if you want a URL you can hit from a serverless function, use a hosted service.
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AppSignal
AppSignal knows why the f*#k it crashed. Stop vibe-debugging. Every exception, every backtrace, grouped so you see patterns, not noise.
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AutoGPT
AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.
AutoGPT (agpt.co): Open-source autonomous agent framework, released in 2023. Pioneering example of general-purpose agent architecture; known for demonstrating both promise and limitations of autonomous systems.
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Project mention: CVE-2026-103663 sits in the model delivery path, and that is what makes it dangerous | dev.to | 2026-10-08
Ollama releases: https://github.com/ollama/ollama/releases
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transformers
๐ค Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.
Project mention: AI Daily Digest October 5, 2026: VISTA Aces ARC-AGI-3, JetBrains Air ADE, Amazon Blocks Muse | dev.to | 2026-10-04๐ Muse Glimmer on Hugging Face ยท Transformers releases
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dify
Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without rebuilding the stack.
Project mention: Dify 2026: The Open-Source Platform for Production-Ready AI Workflows | dev.to | 2026-10-08Dify โ The Platform for Production-Ready Agentic Workflows
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ponytail
Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote.
Project mention: Claude Code Skills Worth Trying: From Vague Idea to Finished Feature | dev.to | 2026-09-14Ponytail for keeping implementations simple.
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Open WebUI is a web interface for working with AI models.
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
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Project mention: Why does my vector DB retrieval keep returning duplicate noise for my chat agent, and how to fix it? | dev.to | 2026-10-07
In langchain-qdrant, LangChain's lambda_mult reaches Qdrant as its diversity, so the direction flips, as an open LangChain bug report records. At 0.5 the two readings coincide; the trap opens when you move it.
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browser-use
Open-source browser automation framework for AI agents. Browser Use lets AI agents control real browser sessions to complete multi-step web workflows.
Project mention: Browser Use vs Skyvern Self-Hosted: Setup, Trade-offs, and Completion Verification | dev.to | 2026-10-03We also separated the product shapes. Browser Use is primarily an embeddable MIT-licensed agent library. Skyvern is a larger AGPL-licensed workflow platform with an API server, web interface, database, browser runtime, workflow state, and operational views.
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caveman
๐ชจ why use many token when few token do trick. Viral skill + proxy for coding agents that cuts 65% of tokens by talking like a caveman.
Four repos on today's GitHub Trending tell you everything you need to know about where the money is moving. agency-agents โ a bundle of agent persona templates โ sits at 157,000 stars. caveman โ a proxy that makes coding agents talk in compressed fragments to cut token costs 65% โ has 110,000. claude-mem โ persistent memory that follows agents between sessions โ just crossed 96,500. Agent-Reach โ one CLI that gives agents eyes on Twitter, Reddit, YouTube, and GitHub with zero API fees โ is pulling 1,156 new stars per day.
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Project mention: What Building Redis, Git and an LLM From Scratch Taught Us About Using Them | dev.to | 2026-10-05
RAG and agents. LLMs from scratch and Karpathy's Zero to Hero cover tokens, embeddings, attention. Chunking and retrieval choices stop being folklore.
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Project mention: When Offloading Stalls Inference: Queue Capacity, CUDA Event Ownership, and Misleading Health Checks | dev.to | 2026-10-05
A public correction commit addresses PLE offload under async MRV2 scheduling. Its changes include capacity based on concurrent batches, per-batch events, and input copying ordered through the model stream.
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ragflow
RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs
Project mention: Open Source Highlights September 2026: 7 Projects You Should Know | dev.to | 2026-09-19github.com/infiniflow/ragflow
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Project mention: 300+ languages doesn't mean what you think: three tiers of code understanding | dev.to | 2026-08-08
I am not the first person to look at this. aider evaluated stack-graphs and went with tree-sitter tags plus PageRank instead (#534). So did OpenHands (#742) and SWE-agent (#38). Three serious teams reached the same conclusion: too much work, unmaintained upstream, not worth it.
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deer-flow
An open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of tasks that could take minutes to hours.
DeerFlow is developed by ByteDance and the DeerFlow community. Its name originally stood for Deep Exploration and Efficient Research Flow, but an important distinction now exists between the original 1.x Deep Research framework and DeerFlow 2.0.
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A hands-on, end-to-end course on building, evaluating, and deploying LLM applications. Ideal when you want a clear path from spark of an idea to deployment. Link: https://github.com/mlabonne/llm-course
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unsloth
Local UI to run and train LLMs and diffusion models. Supports GGUF, MLX, Qwen3.8, DeepSeek-V4, MiniMax-H3, Gemma 4, FLUX and more.
Unsloth Studio is developed by the Unsloth team as part of the broader Unsloth ecosystem. Originally best known for efficient model fine-tuning, Unsloth has expanded Studio into a local AI environment for inference, chat, tools, RAG, model management, and now Deep Research.
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headroom
Compress 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 server.
Project mention: Headroom: Save Tokens from Reversible Compression | news.ycombinator.com | 2026-09-04 -
MetaGPT
๐ The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming
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system_prompts_leaks
Documented system prompts from Anthropic - Claude Fable 5.1, Opus 5.5, Claude Design, Claude Code. OpenAI - ChatGPT GPT-6-Astra, Codex. Google - Gemini 3.8 Flash, 3.1 Pro, Antigravity. xAI - Grok, Grok Bot, Cursor, Kimi and more! Updated regularly.
Project mention: What AI Chatbots Are Told Before You Type: A Developer's Guide to the system_prompts | dev.to | 2026-09-15git clone https://github.com/asgeirtj/system_prompts_leaks.git cd system_prompts_leaks # See how different products talk about tool usage grep -ril "tool" --include="*.md" . | head -20 # Compare formatting rules across vendors grep -ri "markdown" --include="*.md" . | less
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mem0
The Memory Layer for AI Agents - Drop-in memory infrastructure for AI agents and apps. Context that persists. Built for production.
Project mention: 07 - From Knowledge Base to Long-Term Memory: How I Understand an Agent Memory System | dev.to | 2026-10-07The official example shows a straightforward path: first search related memories by the current question and user scope, add the results to the model input, complete the conversation, then hand new content to the memory layer for processing. It provides an SDK and service interfaces, and distinguishes between the open-source library, self-hosted deployment, and managed service. Mem0 project
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
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A note from our sponsor - AppSignal
www.appsignal.com | 8 Oct 2026
Index
What are some of the best open-source LLM projects? This list will help you:
| # | Project | Stars |
|---|---|---|
| 1 | firecrawl | 188,065 |
| 2 | AutoGPT | 187,693 |
| 3 | ollama | 182,067 |
| 4 | transformers | 166,942 |
| 5 | dify | 158,006 |
| 6 | ponytail | 155,167 |
| 7 | open-webui | 154,172 |
| 8 | langchain | 147,425 |
| 9 | browser-use | 117,003 |
| 10 | caveman | 110,440 |
| 11 | TradingAgents | 109,495 |
| 12 | LLMs-from-scratch | 106,200 |
| 13 | vllm | 93,391 |
| 14 | ragflow | 91,595 |
| 15 | OpenHands | 89,838 |
| 16 | deer-flow | 83,528 |
| 17 | llm-course | 83,287 |
| 18 | unsloth | 77,184 |
| 19 | LlamaFactory | 75,363 |
| 20 | headroom | 74,438 |
| 21 | MetaGPT | 70,766 |
| 22 | system_prompts_leaks | 68,770 |
| 23 | mem0 | 66,809 |