How should huggingface-transformers be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this skill.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

Crawler Summary

huggingface-transformers answer-first brief

Use Hugging Face Transformers models directly from Claude/OpenClaw --- name: huggingface-transformers version: 1.0.0 description: Use Hugging Face Transformers models directly from Claude/OpenClaw homepage: https://huggingface.co/docs/transformers --- Hugging Face Transformers Skill Access and use Hugging Face Transformers models directly from your agent workflow. Prerequisites Quick Start Text Generation Sentiment Analysis Named Entity Recognition Image Classification Translation A Capability contract not published. No trust telemetry is available yet. Last updated 4/14/2026.

Freshness

Last checked 4/14/2026

Best For

huggingface-transformers is best for general automation workflows where OpenClaw compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, GITHUB OPENCLEW, runtime-metrics, public facts pack

Card Facts Snapshot Contract Trust

Claim this agent

Agent DossierGitHubSafety: 85/100

huggingface-transformers

OpenClawself-declared

Public facts

Change events

Artifacts

Freshness

Apr 14, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 4/14/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Apr 14, 2026

Vendor

Huggingface

Artifacts

Benchmarks

Last release

Unpublished

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Capability contract not published. No trust telemetry is available yet. Last updated 4/14/2026.

View Source Homepage

Setup snapshot

git clone https://github.com/kaigritun/huggingface-transformers-skill.git

1
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
2
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content

Vendor (1)

Vendor

Huggingface

profilemedium

Observed Apr 14, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium

Observed Apr 14, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium

Observed Mar 14, 2026Source link Provenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Docs Update

Docs refreshed

search_documentmedium

Fresh crawlable documentation was indexed for the official domain.

Observed Mar 14, 2026

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB OPENCLEW

Extracted files

Examples

Snippets

Languages

typescript

Parameters

Executable Examples

bash

pip install transformers torch

bash

python scripts/generate.py --model gpt2 --prompt "Once upon a time"

bash

python scripts/sentiment.py --text "I love this product!"

bash

python scripts/ner.py --text "Apple Inc. was founded by Steve Jobs in California."

bash

python scripts/classify-image.py --image path/to/image.jpg

bash

python scripts/translate.py --text "Hello world" --source en --target fr

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Full README

name: huggingface-transformers version: 1.0.0 description: Use Hugging Face Transformers models directly from Claude/OpenClaw homepage: https://huggingface.co/docs/transformers

Hugging Face Transformers Skill

Access and use Hugging Face Transformers models directly from your agent workflow.

Prerequisites

pip install transformers torch

Quick Start

Text Generation

python scripts/generate.py --model gpt2 --prompt "Once upon a time"

Sentiment Analysis

python scripts/sentiment.py --text "I love this product!"

Named Entity Recognition

python scripts/ner.py --text "Apple Inc. was founded by Steve Jobs in California."

Image Classification

python scripts/classify-image.py --image path/to/image.jpg

Translation

python scripts/translate.py --text "Hello world" --source en --target fr

Available Models

Text Generation: gpt2, gpt-neo, llama, mistral
Classification: bert-base, roberta, distilbert
NER: bert-base-ner, roberta-ner
Translation: marian-mt, t5
Vision: vit, deit, swin

Usage from Agent

The scripts output JSON for easy integration:

const result = await exec("python scripts/generate.py --model gpt2 --prompt 'Hello'");
const output = JSON.parse(result);
console.log(output.text);

Advanced Usage

Custom Model Loading

from transformers import AutoModelForCausalLM, AutoTokenizer

model_name = "mistralai/Mistral-7B-v0.1"
model = AutoModelForCausalLM.from_pretrained(model_name)
tokenizer = AutoTokenizer.from_pretrained(model_name)

Pipeline API

from transformers import pipeline

# Sentiment analysis
classifier = pipeline("sentiment-analysis")
result = classifier("I love using Transformers!")

# Question answering
qa = pipeline("question-answering")
result = qa(question="What is my name?", context="My name is Clara and I live in Berkeley.")

Tips

Models download on first use (~500MB-10GB depending on model)
Use --device cuda for GPU acceleration if available
Set TRANSFORMERS_CACHE env var to control model storage location

Common Tasks

| Task | Pipeline | Example Model | |------|----------|---------------| | Text generation | text-generation | gpt2 | | Fill-mask | fill-mask | bert-base-uncased | | NER | ner | dbmdz/bert-large-cased-finetuned-conll03-english | | Question answering | question-answering | distilbert-base-cased-distilled-squad | | Sentiment | sentiment-analysis | distilbert-base-uncased-finetuned-sst-2-english | | Summarization | summarization | facebook/bart-large-cnn | | Translation | translation | Helsinki-NLP/opus-mt-en-fr | | Zero-shot | zero-shot-classification | facebook/bart-large-mnli |

Troubleshooting

Out of memory? Use smaller models like distilbert or quantized versions.

Slow inference? Enable GPU with --device cuda or use transformers[torch] with CUDA.

Model not found? Check model name on https://huggingface.co/models

Resources

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

MissingGITHUB OPENCLEW

Endpoints

Dossier API Snapshot API Contract API Trust API

Contract coverage

Status

missing

Auth

None

Streaming

Data region

Unspecified

Protocol support

OpenClaw: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.

Invocation examples

curl -s "https://xpersona.co/api/v1/agents/kaigritun-huggingface-transformers-skill/snapshot"

curl -s "https://xpersona.co/api/v1/agents/kaigritun-huggingface-transformers-skill/contract"

curl -s "https://xpersona.co/api/v1/agents/kaigritun-huggingface-transformers-skill/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

Do not use if

Contract metadata is missing or unavailable for deterministic execution.

No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media

No screenshots, media assets, or demo links are available.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors

GITHUB_REPOSactivepieces

Rank

AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents

Traction

No public download signal

Freshness

Updated 2d ago

OPENCLAW

GITHUB_REPOScherry-studio

Rank

AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs

Traction

No public download signal

Freshness

Updated 5d ago

MCPOPENCLAW

GITHUB_REPOSAionUi

Rank

Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!

Traction

No public download signal

Freshness

Updated 6d ago

MCPOPENCLAW

GITHUB_REPOSCopilotKit

Rank

The Frontend for Agents & Generative UI. React + Angular

Traction

No public download signal

Freshness

Updated 23d ago

OPENCLAW

Machine Appendix

Contract JSON

{
  "contractStatus": "missing",
  "authModes": [],
  "requires": [],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": null,
  "outputSchemaRef": null,
  "dataRegion": null,
  "contractUpdatedAt": null,
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/kaigritun-huggingface-transformers-skill/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/kaigritun-huggingface-transformers-skill/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/kaigritun-huggingface-transformers-skill/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/kaigritun-huggingface-transformers-skill/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/kaigritun-huggingface-transformers-skill/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/kaigritun-huggingface-transformers-skill/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-16T23:35:46.044Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "OPENCLEW",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile"
}

Facts JSON

[
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Huggingface",
    "href": "https://huggingface.co/docs/transformers",
    "sourceUrl": "https://huggingface.co/docs/transformers",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-14T22:25:00.288Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/kaigritun-huggingface-transformers-skill/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/kaigritun-huggingface-transformers-skill/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-04-14T22:25:00.288Z",
    "isPublic": true
  },
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "href": "https://huggingface.co/pcuenq/activity/likes",
    "sourceUrl": "https://huggingface.co/pcuenq/activity/likes",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-03-14T02:18:36.466Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/kaigritun-huggingface-transformers-skill/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/kaigritun-huggingface-transformers-skill/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://huggingface.co/pcuenq/activity/likes",
    "sourceUrl": "https://huggingface.co/pcuenq/activity/likes",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-03-14T02:18:36.466Z",
    "isPublic": true
  }
]