deberta-v3-base-squad2 is a named model, not a product with its own page here; the closest fit is Hugging Face, which hosts models and offers model lookup and question-answering tasks 2. NVIDIA's Brev console lists question-answering among its indexed actions 1, and Replicate runs open-source models through an API 9, though neither is shown hosting this specific checkpoint.
- 1
Hugging Facehuggingface.coverified and signed
Hosts and collaborates on public models and offers model lookup and document question-answering through its SDK and actions 2.
official:MCP server · @huggingface/mcp-clientSDK · huggingface-hubCLI · text-embeddings-inferencerepository · pwc-cliskill · hf-cli+23 community tools built for it
for agents: document_question_answering · huggingface-best · get_model
- 2
NVIDIA Brevnvidia.comverified and signed
Brev.dev console for running instances, with question-answering and natural-language-understanding tasks indexed 1.
official:MCP server · NVIDIA CUDA Docs+84 community tools built for it
for agents: question-answering · question-answering · natural-language-understanding
- 3
Replicatereplicate.comverified and signed
Runs open-source machine learning models through a cloud API, with a Node.js client for invoking models 9.
+14 community tools built for it
for agents: gregwdata/defog-sqlcoder-q8 · deepseek-ai/deepseek-v3 · hanglics/dse-qwen2-2b-mrl-v1
- 4
Sentence Transformerssbert.netverified and signed
Python module for using and training embedding and reranker models, which covers the encoder family DeBERTa belongs to 10.
official:SDK · sentence-transformers+24 community tools built for it
for agents: XLNet · BERT · deep
Sources
- 1Brev.dev Consolebrev.nvidia.com · read 2026-10-29
- 2Hugging Face – The AI community building the future.huggingface.co · read 2026-10-29
- 9Replicate - Run AI with an APIreplicate.com · read 2026-10-29
- 10SentenceTransformers Documentation — Sentence Transformers documentationsbert.net · read 2026-10-29
For agents: the 10 actions behind this answer
question-answering · Llama-3.2-11B-Vision-Instruct verified and signed
Task: Question Answering
document_question_answering · Hugging Face (Activepieces) verified and signed
Document Question Answering — Answer questions from document images using Hugging Face models
model-recommendation · model-recommendation verified and signed
Analyze chatmode or prompt files and recommend optimal AI models based on task complexity, required capabilities, and cost-efficiency
extract-structured-data · OpenAI (Activepieces) verified and signed
Extract Structured Data — Pull the fields you define out of a block of text.
HuggingFace · sagemaker verified and signed
annotations · typing-extensions verified and signed
workers-ai-search-model · Cloudflare API verified and signed
Model Search
prompt-optimizer · prompt-optimizer verified and signed
Creates, optimizes, and iteratively refines agent prompts, system prompts, developer prompts, and reusable prompt templates. Use when asked to improve a prompt, optimize a system prompt, rewrite an agent prompt, tune prompt wording, make a prompt more reliable, port prompts between OpenAI, Claude, o
gregwdata/defog-sqlcoder-q8 · gregwdata/defog-sqlcoder-q8 verified and signed
Defog's SQLCoder is a state-of-the-art LLM for converting natural language questions to SQL queries. SQLCoder is a 15B parameter fine-tuned on a base StarCoder model.
XLNet · sentence-transformers verified and signed
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.