The request names the Gemma 3 270M instruction-tuned model and Unsloth, a 4-bit BitsAndBytes quantized build. Among the candidates, Replicate 1 hosts Google's Gemma 3 models through an API and an indexed action for gemma-3-27b-it 8, while Ollama 4 runs open models locally, and Sentence Transformers 5 and SGLang 6 serve or train models in code, but none of the sources shows Gemma 3 270M or Unsloth quantization specifically, so this is a best-effort match rather than a direct fit.
- 1
Replicatereplicate.comverified and signed
Hosts open-source models including Google's Gemma family behind a cloud API, with an indexed action google-deepmind/gemma-3-27b-it 8 for running a Gemma 3 instruction-tuned model.
for agents: google-deepmind/gemma-3-27b-it
- 2
Ollamaollama.comwebsite read, tools not yet checked
Runs open AI models locally or in the cloud on macOS, Windows, and Linux, letting you pull and run quantized open models without writing serving code 4.
+137 community tools built for it
- 3
SGLangsglang.iowebsite read, tools not yet checked
Open-source serving framework for large language and multimodal models that supports diverse open model architectures for high-throughput inference 6.
+2 community tools built for it
- 4
Sbertsbert.netverified and signed
Python module (SentenceTransformers) for using and training embedding and reranker models, useful if you want to load and fine-tune small open models locally 5.
official:SDK · sentence-transformers+24 community tools built for it
for agents: XLNet · Networks · deep
Sources
- 1Replicate - Run AI with an APIreplicate.com · read 2026-10-29
- 4Ollama · Run AI models locally and in the cloudollama.com · read 2026-10-29
- 5SentenceTransformers Documentation — Sentence Transformers documentationsbert.net · read 2026-10-29
- 6SGLang – Fast, Open-Source LLM & Multimodal Serving Frameworksglang.io · read 2026-10-29
- 8google-deepmind/gemma-3-27b-it: declares "google-deepmind/gemma-3-27b-it" (the record we read and signed)unfragile.ai · read 2026-10-24
For agents: the 10 actions behind this answer
google-deepmind/gemma-3-27b-it · google-deepmind/gemma-3-27b-it verified and signed
Gemma is a family of lightweight, state-of-the-art open models from Google, built from the same research and technology used to create the Gemini models.
google-deepmind/gemma-3-4b-it · google-deepmind/gemma-3-4b-it verified and signed
Gemma is a family of lightweight, state-of-the-art open models from Google, built from the same research and technology used to create the Gemini models.
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.
google-deepmind/gemma-3-12b-it · google-deepmind/gemma-3-12b-it verified and signed
Gemma is a family of lightweight, state-of-the-art open models from Google, built from the same research and technology used to create the Gemini models.
google-deepmind/shieldgemma-2-4b-it · google-deepmind/shieldgemma-2-4b-it verified and signed
ShieldGemma 2 is a model trained on Gemma 3's 4B IT checkpoint for image safety classification across key categories that takes in images and outputs safety labels per policy.
lucataco/gemma-4-31b-it · lucataco/gemma-4-31b-it verified and signed
Gemma 4 31B Instruct - Google open-weight VLM (image + text in, text out)
google-deepmind/gemma-7b-it · google-deepmind/gemma-7b-it verified and signed
7B instruct version of Google’s Gemma model
workers-ai-search-model · Cloudflare API verified and signed
Model Search
· 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.
google-deepmind/gemma-2-2b-it · google-deepmind/gemma-2-2b-it verified and signed
Gemma2 2b Instruction-tuned variant by Google
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.