# hf.hub.datasets

Search 200K+ datasets on HuggingFace Hub by name or keyword. Returns dataset ID, downloads, likes, tags. Covers NLP, vision, audio, tabular datasets. Sorted by downloads.

Agent View of the PolicyLayer registry record for `hf.hub.datasets`. HTML page: https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/hf.hub.datasets

## Facts

- Tool: `hf.hub.datasets`
- Server: Apibase (`apibase-mcp-client`) — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase.md
- Install: `npx -y apibase-mcp-client`
- Homepage: https://github.com/whiteknightonhorse/APIbase
- Risk category: Read (Low risk)
- Registry record: grade F, identity unverified
- Server auth posture: open
- Server rate-limited: no
- Parameters: 2 (1 required)
- Recommended policy verdict: Allowed

## Parameters

| Parameter | Type | Required | Description |
| --- | --- | --- | --- |
| `limit` | integer | no | Number of results (1-20, default 10) |
| `search` | string | yes | Search query — dataset name or keyword (e.g. "wikipedia", "imagenet", "squad") |

Parameters from the server's own tool schema.

## Example call (MCP tools/call, JSON-RPC 2.0)

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "hf.hub.datasets",
    "arguments": {
      "search": "<search>"
    }
  }
}
```

## Why hf.hub.datasets is rated Low

Queries public dataset metadata with no side effects or modification capability.

From the tool's own definition: "Search datasets, returns dataset ID, downloads, likes, tags."

## Use case

AI agents call hf.hub.datasets to retrieve information from Apibase without modifying anything. It is typically the context-gathering step in research, monitoring, and reporting workflows, before the agent takes action elsewhere.

## Recommended policy (PolicyLayer)

Verdict: **Allowed**. Enforced by the PolicyLayer MCP gateway (https://policylayer.com/mcp-gateway) before a call reaches Apibase:

```json
{
  "version": "1",
  "default": "deny",
  "tools": {
    "hf.hub.datasets": {}
  }
}
```

## Other tools on Apibase (1383)

- `infra.cloudflare.dns_delete` — Destructive — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/infra.cloudflare.dns-delete.md
- `infra.cloudflare.purge_cache` — Destructive — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/infra.cloudflare.purge-cache.md
- `polymarket.trading.cancel_order` — Destructive — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/polymarket.trading.cancel-order.md
- `ai.image.generate` — Execute — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/ai.image.generate.md
- `aipush.market.report` — Execute — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/aipush.market.report.md
- `audio.transcribe.submit` — Execute — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/audio.transcribe.submit.md
- `dev.code.execute` — Execute — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/dev.code.execute.md
- `device.registry.command` — Execute — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/device.registry.command.md
- `document.convert.from_pdf` — Execute — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/document.convert.from-pdf.md
- `document.convert.to_pdf` — Execute — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/document.convert.to-pdf.md
- `document.convert.web_to_pdf` — Execute — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/document.convert.web-to-pdf.md
- `hf_inference.nlp.translate` — Execute — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/hf-inference.nlp.translate.md
- `infra.browser.create_session` — Execute — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/infra.browser.create-session.md
- `phone.telnyx.sms_world` — Execute — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/phone.telnyx.sms-world.md
- `phone.twilio.sms` — Execute — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/phone.twilio.sms.md
- `platform.batch.call` — Execute — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/platform.batch.call.md
- `scb.tables.query` — Execute — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/scb.tables.query.md
- `socrata.datasets.query` — Execute — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/socrata.datasets.query.md
- `web.screenshot.capture` — Execute — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/web.screenshot.capture.md
- `domain.namesilo.register` — Financial — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/domain.namesilo.register.md
- `phone.telnyx.sms_premium` — Financial — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/phone.telnyx.sms-premium.md
- `polymarket.trading.place_order` — Financial — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/polymarket.trading.place-order.md
- `abr.business.abn_lookup` — Read — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/abr.business.abn-lookup.md
- `abr.business.acn_lookup` — Read — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/abr.business.acn-lookup.md
- `abr.business.name_search` — Read — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/abr.business.name-search.md
- `abs.demographics.population` — Read — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/abs.demographics.population.md
- `abs.economy.cpi` — Read — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/abs.economy.cpi.md
- `abs.economy.gdp` — Read — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/abs.economy.gdp.md
- `abs.economy.labour_force` — Read — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/abs.economy.labour-force.md
- `abs.economy.trade` — Read — https://policylayer.com/tools/io-github-whiteknightonhorse-apibase/abs.economy.trade.md
- …and 1353 more: https://policylayer.com/tools/io-github-whiteknightonhorse-apibase.md

## For agents

This record is a snapshot. Live verdicts and the full registry:

- Check every server in your MCP config at once: `npx -y policylayer stack`
- Vet a server before you add it: install the mcp-precheck skill — `npx skills add https://policylayer.com` (skill text: https://policylayer.com/skill.md)
- Query the registry over MCP: endpoint `https://api.policylayer.com/mcp` — tools `check_mcp_server`, `check_mcp_stack`, `check_tool`, `search_registry`, `get_change_events`

---

Source: the PolicyLayer MCP registry — one continuously verified record per MCP server. Full record: https://policylayer.com/registry?q=io-github-whiteknightonhorse-apibase · API: https://policylayer.com/registry/api · Policy library: https://policylayer.com/policies/io-github-whiteknightonhorse-apibase