Content policy
Illegal, fraudulent, malicious, abusive, privacy- or IP-violating content and spam are restricted; violations can lead to removal or account suspension. Individual models carry their own licences. [4]
Guides · ai · Everyday developer services
Hugging Face Inference Providers
One Hugging Face token routes requests to many inference providers (OpenAI-compatible router). Pay-as-you-go; free accounts must buy credits.
Researched · not yet run liveLast researched 25 October 2026 · Hugging Face · provider site
Researched, not yet run live. Built from the provider’s official pages (linked below). A person hasn’t walked this flow end to end yet, so check each step against the source.
Have ready
- Card to buy credits or subscribe to PRO · Free users get no included credits and must purchase credits to use Inference Providers. [3]Needed for: Buy credits or upgrade to PRO
Steps
Steps marked “human step” are ones only you can do: verapli never signs in, submits, pays or accepts terms for you.
Sign in or create a Hugging Face account
Sign in to Hugging Face. If you have no account yet, you create it yourself; verapli does not create accounts.
Where: https://huggingface.co/login
Buy credits or upgrade to PRO
Free accounts must purchase credits (or upgrade to PRO for $2.00/month included credits) before routed inference works.
Where: https://huggingface.co/settings/billing
Create a fine-grained token
Create a fine-grained User Access Token with the "Make calls to Inference Providers" permission and store it as HF_TOKEN.
verapli captures
HF_TOKENhere by plain code: encrypted in your browser, never shown to AI.If something goes wrong (1)
- 403 on organisation resources; token shows an hourglass: The organisation requires admin approval for fine-grained tokens; wait for approval or ask an admin. [2]
Where: https://huggingface.co/settings/tokens/new?ownUserPermissions=inference.serverless.write&tokenType=fineGrained
Terms and gotchas
Plain-English summary, not legal advice. Each card links its source.
What you end up with
| Env var | Secret | Format | What it is |
|---|---|---|---|
HF_TOKEN | secret | hf_… | Hugging Face fine-grained user access token |
Pricing
- Free tier: No included credits on free accounts.
- Costs: Pay-as-you-go at provider rates with no markup; PRO and Team/Enterprise seats include $2.00/month.
Source [3]
For agents
The same entry as JSON: /api/v1/entries/huggingface/inference · requirements /api/v1/requirements/huggingface/inference · terms /api/v1/terms/huggingface/inference.
Remote MCP (read-only, no auth)
claude mcp add --transport http verapli https://verapli.com/mcp
> "What do I need for Hugging Face Inference Providers, and how long will it take?"
→ tools/call requirements { "provider_id": "huggingface/inference" }Sources
- Hugging Face docs - Inference Providers Fine-grained token with Make calls to Inference Providers permission; HF_TOKEN env var in examples; router https://router.huggingface.co/v1; packages huggingface_hub and @huggingface/inference · accessed 25 October 2026 · official
- Hugging Face docs - User access tokens Tokens at settings/tokens; fine-grained, read, write roles; hf_ prefix example; fine-grained recommended for production; org policies can make tokens Pending approval · accessed 25 October 2026 · official
- Hugging Face docs - Inference Providers pricing and billing Free users no monthly credits (purchase required); PRO $2.00/month; Team/Enterprise $2.00 per seat; no markup; X-HF-Bill-To for org billing · accessed 25 October 2026 · official
- Hugging Face Content Policy Restricted content categories (illegal, fraud/malicious, harmful/abusive, privacy/IP violations, spam); enforcement up to account suspension · accessed 25 October 2026 · official
Provider rules change. This page is generated from verapli registry version 2026.1025.316; spotted something out of date? Tell us. Hugging Face is not affiliated with verapli.