datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
ai-ecosystem-daily
TensorFeed AI Ecosystem Daily
Daily snapshots of the AI ecosystem: news, model pricing, benchmarks, service status, GPU rental prices, MCP registry growth, LLM endpoint latency probes, agent traffic, and the AFTA adopter directory. Captured once per day from the public tensorfeed.ai API and committed to this repo as JSONL.
Each daily snapshot lives in a YYYY-MM-DD/ subfolder with one JSONL file per feed plus a manifest.json summarizing what was captured.
What's in… See the full description on the dataset page: https://huggingface.co/datasets/tensorfeed/ai-ecosystem-daily.mcp-ecosystem-sample
MCP Ecosystem - sample of 20 servers and 20 consumers
A preview of a larger dataset on the Model Context Protocol ecosystem: 20 MCP
servers and 20 repositories that use MCP, each with its own tools,
dependencies, registry listings, issues, pull requests, reviews and commits.
6,053 rows across 19 tables, as .parquet and .csv.
Schema is identical to the full dataset. No columns were added.
Inclusion criteria
Keyword search for "mcp" is noisy — a repository can match… See the full description on the dataset page: https://huggingface.co/datasets/mcp-research-alliance/mcp-ecosystem-sample.p2pclaw-ecosystem-dataset
🧬 P2PCLAW Ecosystem — Complete Training Dataset
638 files. 161 MB. The entire knowledge base of Francisco Angulo de Lafuente (Agnuxo1) and the P2PCLAW decentralized research network.
📊 What's Inside
This dataset contains the complete intellectual output of Francisco Angulo de Lafuente's 35-year research trajectory, packaged for training the next generation of scientific AI models.
Category
Files
Description
Documentation
148
READMEs, technical docs… See the full description on the dataset page: https://huggingface.co/datasets/Agnuxo/p2pclaw-ecosystem-dataset.india-upi-ecosystem-2018-2025
India UPI Ecosystem Dataset (2018-2025)
Dataset Summary
This dataset analyzes India's UPI transaction ecosystem by combining district-level app and usage data, official NPCI benchmark statistics, and RBI macroeconomic cash indicators.It is a merged and enriched analytics dataset designed for market concentration studies, geographic adoption analysis, forecasting, and cash displacement research.
Data Sources
Source
What it contains
Why it was used… See the full description on the dataset page: https://huggingface.co/datasets/prasad-gade05/india-upi-ecosystem-2018-2025.ai_ecosystem_withmodelcardsFull snapshot of 1.86M ungated models on HuggingFace, with metadata and full text of modelcards.
Models and metadata represents a snapshot from July 13, 2025. Model cards were scraped in a process completed on July 21, 2025.
If you use the dataset, please cite:
@article{laufer2025anatomy,
title={Anatomy of a Machine Learning Ecosystem: 2 Million Models on Hugging Face},
author={Laufer, Benjamin and Oderinwale, Hamidah and Kleinberg, Jon},
journal={arXiv preprint arXiv:2508.06811}… See the full description on the dataset page: https://huggingface.co/datasets/modelbiome/ai_ecosystem_withmodelcards.ai_ecosystem
AI Ecosystem Project
This project contains datasets and analysis tools for exploring the AI ecosystem, particularly focusing on models available on HuggingFace.
Setup
Virtual Environment
A Python virtual environment has been created with all necessary dependencies installed.
To activate the virtual environment:
Option 1: Use the activation script
./activate_env.sh
Option 2: Manual activation
source venv/bin/activate
To deactivate:… See the full description on the dataset page: https://huggingface.co/datasets/modelbiome/ai_ecosystem.africa-senegal-augmentation-des-ecosystemes-restaures-fc76341f
Augmentation Des Ecosystemes Restaures | Africa (DGPRE)
1 rows - 1 Africa country/area - 2018 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 1 rows from DGPRE, covering Augmentation Des Ecosystemes Restaures. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures
Transport datasets help analysts examine… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-senegal-augmentation-des-ecosystemes-restaures-fc76341f.Building_External_Networks_Ecosystems_Theory
Building External Networks Ecosystems — Theory
This corpus was automatically generated by the Deku Corpus Builder for use in RAG-based AI applications.
Dataset Structure
Each record contains:
text: The content text
source_url: Original source URL
source_title: Title of the source document
source_domain: Domain of the source
license_type: License classification (e.g. public_domain, cc_by, cc_by_sa)
attribution_required: Boolean — True for CC BY / CC BY-SA and other… See the full description on the dataset page: https://huggingface.co/datasets/PhillyMac/Building_External_Networks_Ecosystems_Theory.configs_with_ecosystemBuilding_External_Networks_Ecosystems_Practical
Building External Networks Ecosystems — Practical
This corpus was automatically generated by the Deku Corpus Builder for use in RAG-based AI applications.
Dataset Structure
Each record contains:
text: The content text
source_url: Original source URL
source_title: Title of the source document
source_domain: Domain of the source
license_type: License classification (e.g. public_domain, cc_by, cc_by_sa)
attribution_required: Boolean — True for CC BY / CC BY-SA and other… See the full description on the dataset page: https://huggingface.co/datasets/PhillyMac/Building_External_Networks_Ecosystems_Practical.model_ecosystem_with_cards