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huggingface-mcp-agent-spaces-enriched

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spaces
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Hugging Face MCP And Agent Spaces Enriched Dataset

This dataset packages public Hugging Face Spaces discovered through MCP, agent, workflow, browser-use, and research search surfaces into a single analysis-ready dataframe.

Each row represents one public Space enriched with Hub metadata, SDK and runtime details, search-surface provenance, repository-footprint signals, provider mentions, browser and workflow flags, MCP heuristics, and source URLs. The result is easier to use for agent-tool market mapping, competitive research, callable-app discovery, workflow monitoring, and ecosystem analysis than manually unioning Hub searches and inspecting Spaces one by one.

Dataset Preview

record_id space_id author repo_name title short_description sdk sdk_version python_version app_file license_name card_tags hub_tags all_tags card_tag_count hub_tag_count all_tag_count likes trending_score created_at last_modified_at space_age_days days_since_update is_recently_updated_30d private gated disabled runtime_stage runtime_current_hardware runtime_requested_hardware runtime_replica_count runtime_dev_mode subdomain host_url space_page_url sibling_count python_file_count js_file_count notebook_file_count has_readme has_requirements_txt has_package_json has_dockerfile has_core_signal has_mcp_signal has_agent_signal has_browser_use_signal has_automation_signal has_research_signal has_workflow_signal has_rag_signal has_multimodal_signal has_tool_signal has_chat_signal mentions_openai mentions_anthropic mentions_claude mentions_gemini mentions_deepseek mentions_ollama mentions_openrouter mentions_perplexity provider_count matched_query_terms matched_query_term_count primary_query_term best_search_rank mean_search_rank likely_gradio_api likely_mcp_ready_space likely_browser_agent_space space_category source_api_list_url source_api_detail_url source_directory_url source_domain last_collected_at
hf-space-smolagents--computer-agent smolagents/computer-agent smolagents computer-agent Computer Agent gradio 5.23.1 app.py gradio region:us gradio region:us 0 2 2 985 1 2025-03-27 16:54:19+00:00 2025-11-17 11:52:34+00:00 430 196 False False False False 0 False smolagents-computer-agent https://smolagents-computer-agent.hf.space https://huggingface.co/spaces/smolagents/computer-agent 12 7 0 0 True True False False True False True False False False False False False False False False False False False False False False False 0 agent 1 agent 8 8 True False False General Agentic Space https://huggingface.co/api/spaces https://huggingface.co/api/spaces/smolagents%2Fcomputer-agent https://huggingface.co/spaces
hf-space-bytedance-research--uno-flux bytedance-research/UNO-FLUX bytedance-research UNO-FLUX UNO FLUX Generate customized images using text and multiple images gradio 5.23.3 app.py cc-by-nc-4.0 gradio region:us gradio region:us 0 2 2 787 1 2025-04-03 08:51:44+00:00 2026-05-22 14:25:29+00:00 424 10 True False False False 0 False bytedance-research-uno-flux https://bytedance-research-uno-flux.hf.space https://huggingface.co/spaces/bytedance-research/UNO-FLUX 36 11 0 0 True True False False True False False False False True True False False False False False False False False False False False False 0 research 1 research 5 5 True False False Research Agent Space https://huggingface.co/api/spaces https://huggingface.co/api/spaces/bytedance-research%2FUNO-FLUX https://huggingface.co/spaces
hf-space-agents-course--first_agent_template agents-course/First_agent_template agents-course First_agent_template First Agent Template gradio 5.23.1 app.py smolagents agent smolagent tool agent-course gradio smolagents agent smolagent tool agent-course region:us smolagents agent smolagent tool agent-course gradio region:us 5 7 7 688 3 2025-02-10 08:12:56+00:00 2025-05-06 08:19:21+00:00 476 391 False False False False 0 False agents-course-first-agent-template https://agents-course-first-agent-template.hf.space https://huggingface.co/spaces/agents-course/First_agent_template 10 5 0 0 True True False False True False True False False False False False False True False False False False False False False False
hf-space-jupyter-agent--jupyter-agent jupyter-agent/jupyter-agent jupyter-agent jupyter-agent Jupyter Agent gradio 5.30.0 app.py gradio region:us gradio region:us 0 2 2 312 1 2024-12-13 11:59:47+00:00 2025-05-20 15:33:18+00:00 535 376 False False False False 0 False jupyter-agent-jupyter-agent https://jupyter-agent-jupyter-agent.hf.space https://huggingface.co/spaces/jupyter-agent/jupyter-agent 8 2 0 0 True True False False True False True False False False False False False False False False False False False False False False False 0 agent 1 agent 7 7 True False False General Agentic Space https://huggingface.co/api/spaces https://huggingface.co/api/spaces/jupyter-agent%2Fjupyter-agent https://huggingface.co/spaces
hf-space-bytedance-research--uso bytedance-research/USO bytedance-research USO USO FLUX gradio 5.49.1 app.py apache-2.0 gradio region:us gradio region:us 0 2 2 301 1 2025-08-27 16:48:54+00:00 2026-05-26 19:26:39+00:00 277 5 True False False False 0 False bytedance-research-uso https://bytedance-research-uso.hf.space https://huggingface.co/spaces/bytedance-research/USO 58 9 0 0 True True False False True False False False False True True False False False False False False False False False False False False 0 research 1 research 6 6 True False False Research Agent Space https://huggingface.co/api/spaces https://huggingface.co/api/spaces/bytedance-research%2FUSO https://huggingface.co/spaces

Access Requirements (Paid Dataset)

This dataset is behind manual gated access.

To obtain access:

  1. Purchase the dataset here:
    https://thearticulated.gumroad.com/l/huggingface-mcp-agent-spaces-enriched

  2. Provide your Hugging Face username at checkout.

  3. Return to this Hugging Face page and click:
    "Request Access"

  4. Your access will be approved within 1-12 hours.

Once approved, you can use the Python snippet at the bottom of this README to load the dataset.

Dataset Structure

Total rows: 226

Total columns: 77

Splits

  • data: 226 rows

Data Files

  • data: data/data.parquet

Data Dictionary

The table below describes the columns included in this dataset.

column pandas_dtype dataset_type description
record_id object string Text column. Stable unique identifier for the dataset row derived from the Hugging Face Space id.
space_id object string Text column. Canonical Hugging Face Space identifier in owner/repo format.
author object string Text column. Owner slug for the Space, which may be a user or organization.
repo_name object string Text column. Repository name portion of the Space id.
title object string Text column. Human-readable Space title from the Hub card metadata when available.
short_description object string Text column. Short Hub description text for the Space.
sdk object string Text column. Primary Space SDK reported by the Hub, such as gradio, docker, or static.
sdk_version object string Text column. SDK version string from the Space card metadata when exposed.
python_version object string Text column. Python version declared in the Space card metadata when exposed.
app_file object string Text column. Primary application entry file declared in the Space card metadata when exposed.
license_name object string Text column. License string from the Space card metadata when exposed.
card_tags object string Text column. Pipe-delimited tags declared inside the Space card metadata.
hub_tags object string Text column. Pipe-delimited tags exposed by the Hub API for the Space.
all_tags object string Text column. Pipe-delimited union of card_tags and hub_tags after normalization and deduplication.
card_tag_count int64 integer Whole-number numeric column. Number of tags declared inside the Space card metadata.
hub_tag_count int64 integer Whole-number numeric column. Number of tags exposed by the Hub API.
all_tag_count int64 integer Whole-number numeric column. Number of distinct tags after combining card and Hub tags.
likes int64 integer Whole-number numeric column. Current Hub likes count for the public Space at collection time.
trending_score float64 float Decimal numeric column. Current Hub trending score reported by the Spaces API at collection time.
created_at datetime64[ns, UTC] datetime Date or timestamp column. Timestamp when the Space repository was created on Hugging Face.
last_modified_at datetime64[ns, UTC] datetime Date or timestamp column. Timestamp when the Space was last modified on Hugging Face.
space_age_days int64 integer Whole-number numeric column. Number of days between Space creation and collection time.
days_since_update int64 integer Whole-number numeric column. Number of days between last modification and collection time.
is_recently_updated_30d bool boolean True/false column. Boolean flag indicating that the Space was updated within the last 30 days at collection time.
private bool boolean True/false column. Boolean flag from the Hub detail API indicating whether the Space is private.
gated bool boolean True/false column. Boolean flag indicating whether the Space is gated according to the Hub detail API.
disabled bool boolean True/false column. Boolean flag indicating whether the Space is disabled according to the Hub detail API.
runtime_stage object empty Column contains no non-null values. Runtime stage reported by the Hub detail API, such as RUNNING or BUILDING, when available.
runtime_current_hardware object empty Column contains no non-null values. Current hardware tier reported by the Hub detail API when available.
runtime_requested_hardware object empty Column contains no non-null values. Requested hardware tier reported by the Hub detail API when available.
runtime_replica_count int64 integer Whole-number numeric column. Current replica count from the Hub detail API when available.
runtime_dev_mode bool boolean True/false column. Boolean flag indicating whether the Space is currently in dev mode when exposed by the Hub detail API.
subdomain object string Text column. Hub-managed subdomain slug for the Space.
host_url object string Text column. Derived public hf.space host URL for the Space when available.
space_page_url object string Text column. Public Hugging Face page URL for the Space repository.
sibling_count int64 integer Whole-number numeric column. Count of top-level sibling files exposed by the Hub detail API.
python_file_count int64 integer Whole-number numeric column. Count of sibling files with Python extensions among the exposed top-level files.
js_file_count int64 integer Whole-number numeric column. Count of sibling files with JavaScript or TypeScript extensions among the exposed top-level files.
notebook_file_count int64 integer Whole-number numeric column. Count of sibling files with notebook extensions among the exposed top-level files.
has_readme bool boolean True/false column. Boolean flag indicating that the top-level file listing includes a README.
has_requirements_txt bool boolean True/false column. Boolean flag indicating that the top-level file listing includes requirements.txt.
has_package_json bool boolean True/false column. Boolean flag indicating that the top-level file listing includes package.json.
has_dockerfile bool boolean True/false column. Boolean flag indicating that the top-level file listing includes a Dockerfile.
has_core_signal bool boolean True/false column. Boolean flag indicating that the Space text contains core MCP, agent, workflow, browser-use, automation, research, or assistant language.
has_mcp_signal bool boolean True/false column. Boolean flag indicating explicit MCP or Model Context Protocol language.
has_agent_signal bool boolean True/false column. Boolean flag indicating agent or agentic language.
has_browser_use_signal bool boolean True/false column. Boolean flag indicating browser-use or browser-automation language.
has_automation_signal bool boolean True/false column. Boolean flag indicating automation or orchestration language.
has_research_signal bool boolean True/false column. Boolean flag indicating research or analysis language.
has_workflow_signal bool boolean True/false column. Boolean flag indicating workflow or pipeline language.
has_rag_signal bool boolean True/false column. Boolean flag indicating retrieval or RAG language.
has_multimodal_signal bool boolean True/false column. Boolean flag indicating image, audio, speech, vision, or video language.
has_tool_signal bool boolean True/false column. Boolean flag indicating tool, API, or function-calling language.
has_chat_signal bool boolean True/false column. Boolean flag indicating chat or assistant language.
mentions_openai bool boolean True/false column. Boolean flag indicating explicit OpenAI or ChatGPT mentions.
mentions_anthropic bool boolean True/false column. Boolean flag indicating explicit Anthropic mentions.
mentions_claude bool boolean True/false column. Boolean flag indicating explicit Claude mentions.
mentions_gemini bool boolean True/false column. Boolean flag indicating explicit Gemini or Google AI mentions.
mentions_deepseek bool boolean True/false column. Boolean flag indicating explicit DeepSeek mentions.
mentions_ollama bool boolean True/false column. Boolean flag indicating explicit Ollama or local-model mentions.
mentions_openrouter bool boolean True/false column. Boolean flag indicating explicit OpenRouter mentions.
mentions_perplexity bool boolean True/false column. Boolean flag indicating explicit Perplexity mentions.
provider_count int64 integer Whole-number numeric column. Count of distinct AI provider or assistant-brand mentions detected from the Space text and tags.
matched_query_terms object string Text column. Pipe-delimited list of search terms that surfaced the Space during collection.
matched_query_term_count int64 integer Whole-number numeric column. Number of distinct search terms that surfaced the Space during collection.
primary_query_term object string Text column. First search term that surfaced the Space during collection.
best_search_rank int64 integer Whole-number numeric column. Best rank position observed across the collected search surfaces.
mean_search_rank float64 float Decimal numeric column. Average rank position observed across the collected search surfaces.
likely_gradio_api bool boolean True/false column. Boolean flag indicating that the Space uses the Gradio SDK and is likely callable through the Gradio API surface.
likely_mcp_ready_space bool boolean True/false column. Boolean flag indicating that the Space has explicit MCP signals or an MCP-focused tag footprint.
likely_browser_agent_space bool boolean True/false column. Boolean flag indicating that the Space combines agent or automation language with browser-use language.
space_category object string Text column. Primary product-positioning category inferred from the Space metadata and heuristics.
source_api_list_url object string Text column. Base Hugging Face Spaces list API used for search-driven collection.
source_api_detail_url object string Text column. Row-level Hugging Face Spaces detail API URL.
source_directory_url object string Text column. Public Hugging Face Spaces directory URL used as the source directory reference.
source_domain object string Text column. Domain name of the source Hub system used for this row.
last_collected_at datetime64[ns, UTC] datetime Date or timestamp column. UTC timestamp when the row was collected and enriched.

Intended Use

This dataset is intended for research, experimentation, analysis, and model prototyping.

Loading the Dataset 


import os
from datasets import load_dataset

HUGGINGFACE_API_KEY_KARMANE = os.environ.get("HUGGINGFACE_API_KEY_KARMANE")

dataset = load_dataset(
    "Karmane/huggingface-mcp-agent-spaces-enriched",
    token=HUGGINGFACE_API_KEY_KARMANE,
)

print(dataset)
print(dataset[list(dataset.keys())[0]][0])

# getting the DataFrame itself
# df = dataset[list(dataset.keys())[0]].to_pandas()

Karmane. (2025). Hugging Face MCP And Agent Spaces Enriched Dataset. Hugging Face. https://huggingface.co/datasets/Karmane/huggingface-mcp-agent-spaces-enriched
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