Solar-Open2-250B-Mixed-Quant-GGUF is a GGUF model file, so it is run with a GGUF-capable runtime. Hugging Face hosts GGUF model repositories and its indexed skill covers finding GGUFs and running them locally with llama.cpp 1; Ollama runs open models locally on macOS, Windows and Linux 7; Replicate runs open-source models through a cloud API 3.
- 1
Hugging Facehuggingface.coverified and signed
Hosts public models and datasets, and its indexed skill covers finding GGUF quantizations and running them locally with llama.cpp on CPU, Mac Metal, CUDA or ROCm 1.
official:MCP server · @huggingface/mcp-clientSDK · huggingface-hubCLI · text-embeddings-inferencerepository · pwc-cliskill · hf-cli+23 community tools built for it
for agents: huggingface-local-models · models · model-hub
- 2
Ollamaollama.comwebsite read, tools not yet checked
Runs and builds with open AI models locally or in the cloud on macOS, Windows and Linux 7.
+141 community tools built for it
- 3
Replicatereplicate.comverified and signed
Runs open-source machine learning models through a cloud API 3.
+14 community tools built for it
for agents: kcaverly/openchat-3.5-1210-gguf · kcaverly/neuralbeagle14-7b-gguf · kcaverly/nous-hermes-2-solar-10.7b-gguf
Sources
- 1Hugging Face – The AI community building the future.huggingface.co · read 2026-10-29
- 3Replicate - Run AI with an APIreplicate.com · read 2026-10-29
- 7Ollama · Run AI models locally and in the cloudollama.com · read 2026-10-29
Left out: git-flow-next, because each one's own page says it is retired or discontinued.
For agents: the 10 actions behind this answer
huggingface-local-models · huggingface-local-models verified and signed
Use to select models to run locally with llama.cpp and GGUF on CPU, Mac Metal, CUDA, or ROCm. Covers finding GGUFs, quant selection, running servers, exact GGUF file lookup, conversion, and OpenAI-compatible local serving.
nano-banana-pro-openrouter · nano-banana-pro-openrouter verified and signed
Generate or edit images via OpenRouter with the Gemini 3 Pro Image model. Use for prompt-only image generation, image edits, and multi-image compositing; supports 1K/2K/4K output.
kcaverly/openchat-3.5-1210-gguf · kcaverly/openchat-3.5-1210-gguf verified and signed
The "Overall Best Performing Open Source 7B Model" for Coding + Generalization or Mathematical Reasoning
downloadFile · OpenAI API verified and signed
Returns the contents of the specified file
workers-ai-download-finetune-asset · Cloudflare API verified and signed
Download a Finetune Asset
find-stl · find-stl verified and signed
Search and download ready-to-print 3D model files (STL/3MF/ZIP) for a concept or specific part by querying Printables (first). Use when an agent needs to find an existing model, capture license/attribution, download the source files, and output a local folder + manifest for quoting/printing.
· Ollama website read, tools not yet checked
Ollama is the easiest way to run and build with open AI models locally or in the cloud on macOS, Windows, and Linux.
MXNet · sagemaker verified and signed
XLNet · sentence-transformers verified and signed
· ONNX website read, tools not yet checked
Labels are the instruments' verdict and are never changed by ranking. Agents and robots get this same answer as JSON at /api/v1/find?q=…&answer=1 and through the MCP server.