The request names the Llama-3.1-8B-Instruct model, and the best-matching sources offer it as a hosted model: Replicate runs Meta's 8B instruct model through a cloud API 2, and NVIDIA's Brev.dev console lists a Llama3.1-8b-instruct task 1. Hugging Face hosts open models and offers fine-tuning and inference tooling for them 3, and SGLang serves open LLMs at scale for self-hosting 5.
- 1
Replicatereplicate.comverified and signed
Runs open-source machine learning models, including Meta's 8B instruct model, through a cloud API 2.
+14 community tools built for it
for agents: meta/llama-guard-3-8b · meta/meta-llama-3-8b-instruct · ibm-granite/granite-3.2-8b-instruct
- 2
NVIDIA Brev.dev Consolenvidia.comverified and signed
Provides a console for running instances with a Llama3.1-8b-instruct task 1.
official:MCP server · NVIDIA CUDA Docs+84 community tools built for it
for agents: llama3.1-8b-instruct · llama3.1 · llama3.1-8b-instruct
- 3
Hugging Facehuggingface.coverified and signed
Hosts and collaborates on open models and datasets, with inference providers and an SDK for working with models 3.
official:MCP server · @huggingface/mcp-clientSDK · huggingface-hubCLI · text-embeddings-inferencerepository · pwc-cliskill · hf-cli+23 community tools built for it
for agents: llm · ai · pretrained-models
- 4
SGLangsglang.iowebsite read, tools not yet checked
Open-source serving framework for large language models, for self-hosted, high-throughput inference 5.
+2 community tools built for it
Sources
- 1Brev.dev Consolebrev.nvidia.com · read 2026-10-29
- 2Replicate - Run AI with an APIreplicate.com · read 2026-10-29
- 3Hugging Face – The AI community building the future.huggingface.co · read 2026-10-29
- 5SGLang – Fast, Open-Source LLM & Multimodal Serving Frameworksglang.io · read 2026-10-29
For agents: the 10 actions behind this answer
llama3.1-8b-instruct · Llama-3.1-8B-Instruct verified and signed
Task: Llama3.1-8b-instruct
meta/llama-guard-3-8b · meta/llama-guard-3-8b verified and signed
A Llama-3.1-8B pretrained model, fine-tuned for content safety classification
llm · @huggingface/tiny-agents verified and signed
FineTuning_GetCheckpoints · Azure OpenAI API version 2024-10-21 verified and signed
Gets the checkpoints for the fine-tune job specified by the given fine-tune-id. Checkpoints are created at the end of successful epochs during training.
· SGLang website read, tools not yet checked
SGLang powers fast, scalable inference for large language and multimodal models. Open-source serving framework with state-of-the-art performance.
· Llama website read, tools not yet checked
Run the latest open models on your computer. Chat with them, or connect them to your coding agents, editors, and apps. Free, private, and nothing to configure.
createFineTune · OpenAI API verified and signed
Creates a job that fine-tunes a specified model from a given dataset. Response includes details of the enqueued job including job status and the name of the fine-tuned models once complete. [Learn m
· Run BiOS website read, tools not yet checked
Run BiOS is an enterprise AI platform for LLM training, fine-tuning, serverless inference and evaluation. Use the managed service or deploy in your own cloud.
get_model_prices · //beforeyouship — LLM cost modeling from your editor verified and signed
Current per-1M-token pricing for all models in the beforeyouship catalog (input, output, cached input, batch), with context windows and pricing-staleness metadata.
workers-ai-get-model-schema · Cloudflare API verified and signed
Get an AI model's input and output schemas
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.