datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
text-to-sql-shop
Text-to-SQL on a seeded store schema, with checkpoints
Recipe: recipes/04-train/text-to-sql · Collection: Analyst
A question about an online store's database in, one PostgreSQL query out, graded by
a program: run the query, compare the result set to the gold query's result. The
schema (8 tables, seeded, schema.sql + seed.sql), the verifier, the trainer and
the benchmark runner are the
recipes/04-train/text-to-sql
recipe in the open-source whileai SDK.
Splits
|… See the full description on the dataset page: https://huggingface.co/datasets/while-ai/text-to-sql-shop.jam-actions-v0
Dataset Card for jam-actions-v0 (public subset)
Version: 0.6.0 — a correction release. It withdraws 58 records whose source arrangements could not be licence-cleared and changes no remaining record. See Version 0.6.0 correction.
Records built: 2026-07-11 (0.5.0 cut; unchanged) Package built: 2026-09-25
DOI: 10.5281/zenodo.22961580 (this version; concept DOI 10.5281/zenodo.22961579). Earlier versions: 0.5.0 10.5281/zenodo.21313954 and 0.4.3 10.5281/zenodo.20279919. Both contain… See the full description on the dataset page: https://huggingface.co/datasets/mcp-tool-shop/jam-actions-v0.jam-actions-v1
jam-actions-v1
Schema: jam-actions-v1/1.0.0 · Version: 1.1.0 · Records: 213 (154 train / 59 test, split by song) ·
Songs: 11 · Families: 9 · Licence: CC-BY-SA-3.0-DE ·
Source repo: mcp-tool-shop-org/ai-jam-sessions
The successor to jam-actions-v0.
Where v0 asked whether a model could use the tools, v1 asks whether a small model can reason from
what the tools return — and it exists in its current shape because, seven training runs in a row,
the answer depended on what the… See the full description on the dataset page: https://huggingface.co/datasets/mcp-tool-shop/jam-actions-v1.jam-actions-acoustic-v0
Dataset Card for jam-actions-acoustic-v0
Version: 1.1.0
Published at mcp-tool-shop/jam-actions-acoustic-v0. No DOI.
Summary
72 constructible gold records of grounded MCP tool use over monophonic audio analysis. Each record pairs a 4-note right-hand reduction of a public-domain library phrase with a seeded synthetic take and a gold verdict (match, pitch fail/warn, timing fail/pass, missed, extra, in-tune vibrato, or nothing-to-grade silence).
This is not a musical… See the full description on the dataset page: https://huggingface.co/datasets/mcp-tool-shop/jam-actions-acoustic-v0.AI-Background-Removerjam-actions-v1-probe
jam-actions-v1-probe
Schema: jam-actions-v1-probe/1.0.0 · Records: 24, all split: test · Evaluation only ·
Companion to: jam-actions-v1
Why it exists
An adapter trained on an earlier version of the corpus scored 47/54 on held-out acoustic takes.
Its completions, which state the comparison before the label, showed that it wrote against a 50-cent gate whenever it saw a minus sign — and negative cents occurred in exactly one class of that
corpus. The main split could… See the full description on the dataset page: https://huggingface.co/datasets/mcp-tool-shop/jam-actions-v1-probe.jam-rollout-arc-evals
Rollout arc — raw generations
Every model generation behind the write-ups in
mcp-tool-shop-org/ai-jam-sessions
under experiments/rollout-arc/p4/.
Two things you can do with this.
Check our arithmetic. The repo has the readout scripts, the preregistrations and the
intervals — but the generations they were computed from are ~51 MB and were never committed, so
a clone got the conclusions and no way to recompute them. These are those files, unfiltered.
Or run the loop yourself. The… See the full description on the dataset page: https://huggingface.co/datasets/mcp-tool-shop/jam-rollout-arc-evals.shopify-app-store-scraper
Shopify App Store Scraper
List Shopify App Store apps and get one structured row per app, with developer, star rating, review count, every advertised pricing plan and the app's rank in its category.
Rows in this dataset
3,880
Fields
26
Collector runs behind it
87
Most recent observation
2026-08-04
Browsable presentation
https://reapx.dev/data/shopify-app-store-scraper/ — 1,625 entity pages
Run the collector yourself… See the full description on the dataset page: https://huggingface.co/datasets/reapxdev/shopify-app-store-scraper.shopify-store-products-scraper
Shopify Store Scraper
Scrape products, prices, discounts, variants and stock from any Shopify store's public product JSON. No login, no API key, no headless browser.
Rows in this dataset
11,720
Fields
33
Collector runs behind it
72
Most recent observation
2026-08-04
Browsable presentation
https://reapx.dev/data/shopify-store-products-scraper/ — 1,271 entity pages
Run the collector yourself
https://apify.com/reapx/shopify-store-products-scraper… See the full description on the dataset page: https://huggingface.co/datasets/reapxdev/shopify-store-products-scraper.ShoppingReasoningBench
Shopping Reasoning Bench
Conversational shopping assistants now serve hundreds of millions of customers, yet no existing benchmark jointly evaluates the open-ended multi-turn reasoning, domain expertise, and criterion-level quality that real shopping conversations demand. We introduce the Shopping Reasoning Bench, an expert-authored benchmark of 525 missions (232 single-turn, 293 multi-turn) with 10,863 importance-weighted binary rubrics authored by retail domain experts. These… See the full description on the dataset page: https://huggingface.co/datasets/amazon/ShoppingReasoningBench.RealRobot_Shop_Persian_Dataset_ShareGPT_Format
YSNRFD
pet-shop-100-64-10-jinaai_jina-embeddings-v2-small-en_9062874564
pet-shop-100-64-10-jinaai_jina-embeddings-v2-small-en_9062874564 Dataset
Dataset Description
pet-shop-100-64-10-jinaai_jina-embeddings-v2-small-en_9062874564 is a generated dataset designed to support the development of domain specific embedding models for retrieval tasks.
Associated Model
This dataset was used to train the pet-shop-100-64-10-jinaai_jina-embeddings-v2-small-en_9062874564 model.
How to Use
To use this dataset for model training or… See the full description on the dataset page: https://huggingface.co/datasets/florianhoenicke/pet-shop-100-64-10-jinaai_jina-embeddings-v2-small-en_9062874564.pgtr_synth_doc_shopshopeasy-customer-serviceRealRobot_Shop_Persian_Dataset
YSNRFD
ambari-shopping-instruct-v2
Ambari Shopping Instruct v2
Refined dataset for fine-tuning Ambari-7B for a Kannada shopping assistant.
Removed Chain-of-Thought (CoT) traces that were causing issues in v1.
Structure
instruction: Task description
input: User query (Kanglish/Kannada) or Context
output: Expected assistant response (Kanglish/Kannada)
Splits
Train: 563 samples
Test: 63 samples
shopeasy-customer-service-extendedShoppingAssistant
Dataset Card for Dataset Name
Dataset Summary
This dataset card aims to be a base template for new datasets. It has been generated using this raw template.
Supported Tasks and Leaderboards
[More Information Needed]
Languages
[More Information Needed]
Dataset Structure
Data Instances
[More Information Needed]
Data Fields
[More Information Needed]
Data Splits
[More Information Needed]
Dataset Creation… See the full description on the dataset page: https://huggingface.co/datasets/Jokotiya/ShoppingAssistant.shops_help_guidesai-shopping-agent
AI Shopping Agent Meta and Traffic Dataset in AI Agent Marketplace | AI Agent Directory | AI Agent Index from DeepNLP
This dataset is collected from AI Agent Marketplace Index and Directory at http://www.deepnlp.org, which contains AI Agents's meta information such as agent's name, website, description, as well as the monthly updated Web performance metrics, including Google,Bing average search ranking positions, Github Stars, Arxiv References, etc.
The dataset is helpful for AI… See the full description on the dataset page: https://huggingface.co/datasets/DeepNLP/ai-shopping-agent.shopify_QnApet-shop100_9062874564
pet-shop100_9062874564 Dataset
Dataset Description
pet-shop100_9062874564 is a generated dataset designed to support the development of domain specific embedding models for retrieval tasks.
Associated Model
This dataset was used to train the pet-shop100_9062874564 model.
How to Use
To use this dataset for model training or evaluation, you can load it using the Hugging Face datasets library as follows:
from datasets import load_dataset
dataset_name =… See the full description on the dataset page: https://huggingface.co/datasets/florianhoenicke/pet-shop100_9062874564.pet-shop32-bge-small_9062874564
pet-shop32-bge-small_9062874564 Dataset
Dataset Description
pet-shop32-bge-small_9062874564 is a generated dataset designed to support the development of domain specific embedding models for retrieval tasks.
Associated Model
This dataset was used to train the pet-shop32-bge-small_9062874564 model.
How to Use
To use this dataset for model training or evaluation, you can load it using the Hugging Face datasets library as follows:
from datasets import… See the full description on the dataset page: https://huggingface.co/datasets/florianhoenicke/pet-shop32-bge-small_9062874564.ShoppingSFT_V4_Refinedshopguru-neurips-2026pet-shop32_9062874564
pet-shop32_9062874564 Dataset
Dataset Description
pet-shop32_9062874564 is a generated dataset designed to support the development of domain specific embedding models for retrieval tasks.
Associated Model
This dataset was used to train the pet-shop32_9062874564 model.
How to Use
To use this dataset for model training or evaluation, you can load it using the Hugging Face datasets library as follows:
from datasets import load_dataset
dataset_name =… See the full description on the dataset page: https://huggingface.co/datasets/florianhoenicke/pet-shop32_9062874564.pet-shop32-per-device-4_9062874564
pet-shop32-per-device-4_9062874564 Dataset
Dataset Description
pet-shop32-per-device-4_9062874564 is a generated dataset designed to support the development of domain specific embedding models for retrieval tasks.
Associated Model
This dataset was used to train the pet-shop32-per-device-4_9062874564 model.
How to Use
To use this dataset for model training or evaluation, you can load it using the Hugging Face datasets library as follows:
from datasets… See the full description on the dataset page: https://huggingface.co/datasets/florianhoenicke/pet-shop32-per-device-4_9062874564.pet-shop-4_9062874564
pet-shop-4_9062874564 Dataset
Dataset Description
pet-shop-4_9062874564 is a generated dataset designed to support the development of domain specific embedding models for retrieval tasks.
Associated Model
This dataset was used to train the pet-shop-4_9062874564 model.
How to Use
To use this dataset for model training or evaluation, you can load it using the Hugging Face datasets library as follows:
from datasets import load_dataset
dataset_name =… See the full description on the dataset page: https://huggingface.co/datasets/florianhoenicke/pet-shop-4_9062874564.pet-shop-2_9062874564
pet-shop-2_9062874564 Dataset
Dataset Description
pet-shop-2_9062874564 is a generated dataset designed to support the development of domain specific embedding models for retrieval tasks.
Associated Model
This dataset was used to train the pet-shop-2_9062874564 model.
How to Use
To use this dataset for model training or evaluation, you can load it using the Hugging Face datasets library as follows:
from datasets import load_dataset
dataset_name =… See the full description on the dataset page: https://huggingface.co/datasets/florianhoenicke/pet-shop-2_9062874564.pet-shop-100-64_9062874564
pet-shop-100-64_9062874564 Dataset
Dataset Description
pet-shop-100-64_9062874564 is a generated dataset designed to support the development of domain specific embedding models for retrieval tasks.
Associated Model
This dataset was used to train the pet-shop-100-64_9062874564 model.
How to Use
To use this dataset for model training or evaluation, you can load it using the Hugging Face datasets library as follows:
from datasets import load_dataset… See the full description on the dataset page: https://huggingface.co/datasets/florianhoenicke/pet-shop-100-64_9062874564.