qwed-verification: Open-source AI verification infrastructure for deterministic verification of LLM outputs, tool calls, code

by QWED-AI · Agent Tool · ★ 64

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

How to install qwed-verification

docker pull qwedai/qwed-verification
git clone https://github.com/QWED-AI/qwed-verification.git

Taken from the project's README on GitHub.

Security audit verdict: SAFE · quality 64/100

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.

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.

ai-agentsai-securityai-verificationaudit-trailcode-securitydeterministic-verificationfail-closedformal-verificationguardrailsllm

Quick Facts

Stars64
Forks14
LanguagePython
CategoryAgent Tool
LicenseApache-2.0
Quality Score64/100
Open Issues49
Last Updated2026-11-03
Created2025-12-13
Platformspython
Est. Tokens~23k

About qwed-verification

QWED Verification Reference implementation of the QWED Verification protocol and Verification Context v1.0 QWED applies deterministic verification to AI outputs before production execution. Every verification returns a DiagnosticResult: VERIFIED — proof established, evidence attached UNVERIFIABLE — proof could not be established BLOCKED — policy or rule rejected the action Admission: ADMIT |...

Compatible Skills

These tools work well together with qwed-verification for enhanced workflows:

  • jacobian — semantic(0.18)+complementary+rare_topics+same_lang+similar_pop+shared_platform (70%)

qwed-verification alternative? Top 6 similar tools

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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:

View on GitHub → Browse Agent Tool tools