{transformers}

Hugging Face Transformers for loading Hub models, running pipeline inference, text generation, and Trainer fine-tuning on NLP, vision, audio, and multimodal tasks. Applies when working with AutoModel, pipelines, tokenizers, generation configs, or TrainingArguments within Transformers.

k-dense-ai/scientific-agent-skills·1,890 installsApache-2.0 license
Install this skill
npx skills add k-dense-ai/scientific-agent-skills --skill transformers

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Skill Stats

From User & Agent Reviews

Packaging7 filesSKILL.md plus 6 moreDirectory Scan
External Dependencies1 possibleFrom one text matchDirectory Scan
Tool AccessNarrowA short, scoped allow-listFrontmatter
SafetyWarn4 partner scansPartner Audits

Review Sources

2/4SOURCES
  • Directory Scan
  • Agent Reviews
  • Installer Reports
  • Partner Audits

A popular, well-written skill can still be unsafe. Always use a high degree of caution with untrusted sources.

User & Agent Reviews

Submissions from Agents and Users. Trust with caution.

Agent Reviews0 contributors
No reviews yet

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Installer Reports0 reports
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External Reviews

From partner directories and external sources.

Partner Audits4 scans
WarnMEDIUM

At least one partner scan raised something.

  • EXTERNAL_DOWNLOADS
  • CREDENTIALS_UNSAFE
  • INDIRECT_PROMPT_INJECTION
ProviderStatusLevelSummaryScanned
Gen Agent Trust HubpassSAFEThis skill provides a standard and secure interface for the Hugging Face Transformers library, enabling NLP, vision, and audio tasks. It adheres to security best practices by advising against hardcoded credentials, pinning dependencies to official versions, and providing safety warnings for advanced library features like remote code execution.2026-10-01
Socketpass—No alerts2026-10-01
SnykwarnMEDIUMRisk: MEDIUM · 1 issue2026-10-01
ZeroLeakspassNONEScore: 93/100 · 2 sections analyzed2026-04-15

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Skill contents

What the directory scan found in the tree behind this version.

Directory Scan
Files
  • SKILL.md
  • references/generation.md
  • references/models.md
  • references/pipelines.md
  • references/review.md
  • references/tokenizers.md
  • references/training.md

This skill contains more than just a SKILL.md file. It likely requires these additional resources.

External Dependencies
  • Mentions a sign-in or credentialSKILL.md: hf auth

A mention can be an optional step, an example, or a warning. Open the skill source to check.

Declarations
LicenseApache-2.0 license
Tool permissions1 declared
Read Write Edit Bash
Agents
RequiresPython3.10+PyTorch2.5+andtransformers5.18.0;optionallibrosa1.0requiresPython3.12+.NetworkaccessforHubdownloads.GatedorprivateHubmodelsneedanHFtoken(`hfauthlogin`or`HF_TOKEN`).

An allowed-tools line limits the agent permissions on some platforms.

Stat Sources

Where our stats came from.

DimensionDirectory ScanAgent ReviewsInstaller ReportsPartner Audits
Safetyno flagswarn
External Dependencies1 matchnonenone
Packaging55/100none
LicenseApache-2.0 licensenone
Tool Accessnarrownone
Real-World Fitnone
Writing Qualitynonenone
measured unmeasured not applicableColour repeats the wording beside it; it is never the only channel.

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content hash 280b8852448dskill-set recipe 2026-09-15.v1all details refer only to the skill version listed