Laporan audit skill

detect-hallucinations Laporan audit.

Use this to detect when an LLM is making things up, so you can flag or block confident-but-wrong answers before users see them. Trigger on "detect hallucinations", "is the model making this up", "flag unreliable answers", "hallucination check", "confidence scoring for LLM output", or hardening a RAG/QA system. Pick a method that matches whether you have reference context or not.

Eksperimental · TinjauPerlu ditinjauDihasilkan 13 Okt 2026Audit metadata heuristik
72
Audit
72
Kepercayaan
54
Kualitas
77
Keamanan
88
Maintain
92
Pasang

Trust Score OpenAgentSkill

72
Shortlist kuat

Trust Score OpenAgentSkill

The Trust Score helps an agent decide whether a skill is safe enough to shortlist before installation.

Adopsi GitHub

Peringatan

48

33 star GitHub

Aktivitas star/fork

Peringatan

48

33 star dan 18 fork; aktivitas issue tidak tersedia dalam metadata saat ini

Pemeliharaan terbaru

Lulus

88

1 bulan sejak push

Kejelasan lisensi

Lulus

86

CC0-1.0

Kelengkapan README/SKILL.md

Info

76

Metadata publik memerlukan konteks README/SKILL.md yang lebih kuat

Risiko dependensi/runtime

Info

72

Akses kredensial atau variabel lingkungan

Ketersediaan pemasangan

Lulus

92

npx skills add ContextJet-ai/awesome-llm-observability --skill detect-hallucinations

Keamanan perintah pemasangan

Lulus

92

Jalur pemasangan paket atau runtime standar

Cakupan izin

Info

74

secrets or environment access

Bukti repositori

Lulus

86

https://github.com/ContextJet-ai/awesome-llm-observability/tree/main/skills/detect-hallucinations

Status peninjauan

Peringatan

46

Persetujuan tinjauan AI belum ada

Hasil terbukti Agent

Info

54

Belum ada data hasil Agent

Pemeriksaan

Tinjauan pemasangan dan adopsi

6 Lulus · 11 Perlu ditinjau

Jalur pemasangan

92

Lulus

npx skills add ContextJet-ai/awesome-llm-observability --skill detect-hallucinations

Repositori

88

Lulus

https://github.com/ContextJet-ai/awesome-llm-observability/tree/main/skills/detect-hallucinations

Lisensi

86

Lulus

CC0-1.0

Pemeliharaan

88

Lulus

1 bulan sejak push

Tinjauan AI

55

Periksa

Review approval is missing

Kelengkapan README/SKILL.md

84

Lulus

Usable description available

Risiko dependensi

72

Periksa

Akses kredensial atau variabel lingkungan

Keamanan perintah pemasangan

92

Lulus

Jalur pemasangan paket atau runtime standar

Cakupan izin

74

Periksa

secrets or environment access

Aktivitas star/fork

48

Perbaiki

33 star dan 18 fork; aktivitas issue tidak tersedia dalam metadata saat ini

Adopsi

42

Periksa

33 star GitHub

Peringatan

  • Low GitHub adoption signal
  • Persetujuan tinjauan AI belum ada
  • Quality score needs review
  • GitHub adoption: 33 GitHub stars
  • Stars/forks activity: 33 stars, 18 forks; issue activity unavailable in current metadata
  • Review status: AI review approval is missing

Metode

This report combines public metadata, AI review output, repository freshness, install readiness, OpenAgentSkill events, quality scoring, trust checks, and the agent safety gate. It is not a full source-code security review.

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