adaptive-rag-workbench: Sample for context-aware Agentic RaG, Q&A with multi-source verification, and self-curating knowledge base

by Azure-Samples · Agent Tool · ★ 54

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

Security audit verdict: SAFE · quality 68/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

agentsai-searchazure-aiazure-ai-agent-servicesemantic-kernel

Quick Facts

Stars54
Forks24
LanguagePython
CategoryAgent Tool
Quality Score68/100
Open Issues15
Last Updated2026-02-11
Created2025-06-16
Platformspython
Est. Tokens~16k

About adaptive-rag-workbench

Adaptive RAG Workbench · Enterprise RAG Solution Accelerator 🚀 Turbo charged by GitHub Copilot and [Cognition

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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