Every open-source project here, with the steps to run it

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/ollama/ollama.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/ggml-org/llama.cpp.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/mudler/LocalAI.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/janhq/jan.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/nomic-ai/gpt4all.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/open-webui/open-webui.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/Mintplex-Labs/anything-llm.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/danny-avila/LibreChat.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/oobabooga/text-generation-webui.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

These are model weights: a file you download, plus a program from the first section of the Free AI Projects page to load it.

1. Install a runner first — Ollama is the shortest route, llama.cpp if you want the engine itself.
2. Open the model card on this card's link and read the license and the size before downloading anything.
3. Pick the size that fits your machine: a smaller, more compressed file if you have 8GB of memory, a larger one if you have a graphics card.
4. Download it the way the model card says, then load it in your runner and ask it something you already know the answer to.
5. Check the answer quality yourself on your own work — benchmark numbers on a model card are the maker's own.
6. Read the license before commercial use: some open-weight models restrict it.

These are model weights: a file you download, plus a program from the first section of the Free AI Projects page to load it.

1. Install a runner first — Ollama is the shortest route, llama.cpp if you want the engine itself.
2. Open the model card on this card's link and read the license and the size before downloading anything.
3. Pick the size that fits your machine: a smaller, more compressed file if you have 8GB of memory, a larger one if you have a graphics card.
4. Download it the way the model card says, then load it in your runner and ask it something you already know the answer to.
5. Check the answer quality yourself on your own work — benchmark numbers on a model card are the maker's own.
6. Read the license before commercial use: some open-weight models restrict it.

These are model weights: a file you download, plus a program from the first section of the Free AI Projects page to load it.

1. Install a runner first — Ollama is the shortest route, llama.cpp if you want the engine itself.
2. Open the model card on this card's link and read the license and the size before downloading anything.
3. Pick the size that fits your machine: a smaller, more compressed file if you have 8GB of memory, a larger one if you have a graphics card.
4. Download it the way the model card says, then load it in your runner and ask it something you already know the answer to.
5. Check the answer quality yourself on your own work — benchmark numbers on a model card are the maker's own.
6. Read the license before commercial use: some open-weight models restrict it.

These are model weights: a file you download, plus a program from the first section of the Free AI Projects page to load it.

1. Install a runner first — Ollama is the shortest route, llama.cpp if you want the engine itself.
2. Open the model card on this card's link and read the license and the size before downloading anything.
3. Pick the size that fits your machine: a smaller, more compressed file if you have 8GB of memory, a larger one if you have a graphics card.
4. Download it the way the model card says, then load it in your runner and ask it something you already know the answer to.
5. Check the answer quality yourself on your own work — benchmark numbers on a model card are the maker's own.
6. Read the license before commercial use: some open-weight models restrict it.

These are model weights: a file you download, plus a program from the first section of the Free AI Projects page to load it.

1. Install a runner first — Ollama is the shortest route, llama.cpp if you want the engine itself.
2. Open the model card on this card's link and read the license and the size before downloading anything.
3. Pick the size that fits your machine: a smaller, more compressed file if you have 8GB of memory, a larger one if you have a graphics card.
4. Download it the way the model card says, then load it in your runner and ask it something you already know the answer to.
5. Check the answer quality yourself on your own work — benchmark numbers on a model card are the maker's own.
6. Read the license before commercial use: some open-weight models restrict it.

These are model weights: a file you download, plus a program from the first section of the Free AI Projects page to load it.

1. Install a runner first — Ollama is the shortest route, llama.cpp if you want the engine itself.
2. Open the model card on this card's link and read the license and the size before downloading anything.
3. Pick the size that fits your machine: a smaller, more compressed file if you have 8GB of memory, a larger one if you have a graphics card.
4. Download it the way the model card says, then load it in your runner and ask it something you already know the answer to.
5. Check the answer quality yourself on your own work — benchmark numbers on a model card are the maker's own.
6. Read the license before commercial use: some open-weight models restrict it.

These are model weights: a file you download, plus a program from the first section of the Free AI Projects page to load it.

1. Install a runner first — Ollama is the shortest route, llama.cpp if you want the engine itself.
2. Open the model card on this card's link and read the license and the size before downloading anything.
3. Pick the size that fits your machine: a smaller, more compressed file if you have 8GB of memory, a larger one if you have a graphics card.
4. Download it the way the model card says, then load it in your runner and ask it something you already know the answer to.
5. Check the answer quality yourself on your own work — benchmark numbers on a model card are the maker's own.
6. Read the license before commercial use: some open-weight models restrict it.

These are model weights: a file you download, plus a program from the first section of the Free AI Projects page to load it.

1. Install a runner first — Ollama is the shortest route, llama.cpp if you want the engine itself.
2. Open the model card on this card's link and read the license and the size before downloading anything.
3. Pick the size that fits your machine: a smaller, more compressed file if you have 8GB of memory, a larger one if you have a graphics card.
4. Download it the way the model card says, then load it in your runner and ask it something you already know the answer to.
5. Check the answer quality yourself on your own work — benchmark numbers on a model card are the maker's own.
6. Read the license before commercial use: some open-weight models restrict it.

These are model weights: a file you download, plus a program from the first section of the Free AI Projects page to load it.

1. Install a runner first — Ollama is the shortest route, llama.cpp if you want the engine itself.
2. Open the model card on this card's link and read the license and the size before downloading anything.
3. Pick the size that fits your machine: a smaller, more compressed file if you have 8GB of memory, a larger one if you have a graphics card.
4. Download it the way the model card says, then load it in your runner and ask it something you already know the answer to.
5. Check the answer quality yourself on your own work — benchmark numbers on a model card are the maker's own.
6. Read the license before commercial use: some open-weight models restrict it.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/comfyanonymous/ComfyUI.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/invoke-ai/InvokeAI.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/AUTOMATIC1111/stable-diffusion-webui.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

These are model weights: a file you download, plus a program from the first section of the Free AI Projects page to load it.

1. Install a runner first — Ollama is the shortest route, llama.cpp if you want the engine itself.
2. Open the model card on this card's link and read the license and the size before downloading anything.
3. Pick the size that fits your machine: a smaller, more compressed file if you have 8GB of memory, a larger one if you have a graphics card.
4. Download it the way the model card says, then load it in your runner and ask it something you already know the answer to.
5. Check the answer quality yourself on your own work — benchmark numbers on a model card are the maker's own.
6. Read the license before commercial use: some open-weight models restrict it.

These are model weights: a file you download, plus a program from the first section of the Free AI Projects page to load it.

1. Install a runner first — Ollama is the shortest route, llama.cpp if you want the engine itself.
2. Open the model card on this card's link and read the license and the size before downloading anything.
3. Pick the size that fits your machine: a smaller, more compressed file if you have 8GB of memory, a larger one if you have a graphics card.
4. Download it the way the model card says, then load it in your runner and ask it something you already know the answer to.
5. Check the answer quality yourself on your own work — benchmark numbers on a model card are the maker's own.
6. Read the license before commercial use: some open-weight models restrict it.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/huggingface/diffusers.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/openai/whisper.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/ggml-org/whisper.cpp.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/SYSTRAN/faster-whisper.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/m-bain/whisperX.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/rhasspy/piper.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/coqui-ai/TTS.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/myshell-ai/OpenVoice.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/huggingface/transformers.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/pytorch/pytorch.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/langchain-ai/langchain.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/run-llama/llama_index.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/huggingface/smolagents.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/crewAIInc/crewAI.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/BerriAI/litellm.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/hiyouga/LLaMA-Factory.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/unslothai/unsloth.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/huggingface/peft.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/vllm-project/vllm.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/gradio-app/gradio.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/chroma-core/chroma.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/qdrant/qdrant.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/facebookresearch/faiss.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/weaviate/weaviate.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/microsoft/markitdown.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/tesseract-ocr/tesseract.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/explosion/spaCy.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/nilbuild/video-demo.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/bespokelabsai/nimble.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/NandhaKishorM/laya.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/jaredpalmer/kev.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/fcsaszar/conceptual-search.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/aaronrose227/narcbench.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/strands-agents/harness-sdk.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/MSNightmare/BigDiskBuster.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/yt-dlp/yt-dlp.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/stanford-crfm/helm.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/autonomous-ai/openharness.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/elizaOS/eliza.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/Azure/PyRIT.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/NVIDIA/garak.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/Trusted-AI/AIF360.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/Stirling-Tools/Stirling-PDF.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/searxng/searxng.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/docling-project/docling.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/Aider-AI/aider.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/continuedev/continue.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/langgenius/dify.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/FlowiseAI/Flowise.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/langflow-ai/langflow.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/n8n-io/n8n.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/resources/articles.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/anthropics/claude-code/issues/91870.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/NVIDIA/SkillSpector.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/deepseek-ai/deepseek-harness.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/ItsssssJack/SlopMonster.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/tt-a1i/archify.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/chaseai-yt/claudex-loop.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/bilawalsidhu/gods-eye-view.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/mr-ravi26/alpha-hunt.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/guillaumemeyer/watermarks-remover.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/microsoft/generative-ai-for-beginners.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/santifer/career-ops.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/donnemartin/system-design-primer.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/ombharatiya/FAANG-Coding-Interview-Questions.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/jwasham/coding-interview-university.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/aishwaryanr/awesome-generative-ai-guide.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This is source code you copy down and run on your own machine.

1. Read the README on the project page first: it says what the project needs, and whether any part of it calls a paid service.
2. Copy the code down: git clone https://github.com/evanzsolomon/job-search-agent.git
3. Install what it depends on using the command in the README — usually npm install, pip install -r requirements.txt, or uv sync.
4. Put any keys it asks for in a local .env file, and never commit that file.
5. Run the start command from the README and use it locally on one small real task before you point it at anything that matters.
6. Read the license before you use it for paid work — it is linked on this card.

This one starts from its own site, so the setup route is theirs, not a clone command.

1. Open the project site and find its documentation or repository link.
2. Decide which way you want it: their hosted free tier, or running it yourself from the source.
3. For the hosted route, make an account and read where the free tier stops before you rely on it.
4. For running it yourself, follow the install steps in their own docs — they change often enough that copying them here would go stale.
5. Try it once on a real task of your own before building anything around it.