Noema-Declarative-AI: A declarative way to control LLMs

by AlbanPerli · Agent Tool · ★ 80

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

Security audit verdict: SAFE · quality 63/100

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.

aiai-agentai-agent-frameworkai-agentsai-agents-frameworkaiagentaiagentsdeclarative-programmingdeep-learningllm

Quick Facts

Stars80
Forks1
LanguagePython
CategoryAgent Tool
LicenseApache-2.0
Quality Score63/100
Open Issues2
Last Updated2026-07-22
Created2024-10-15
Platformspython
Est. Tokens~401k

About Noema-Declarative-AI

Seamless integration between Python and LLM generations. With Noema, you can control the model and choose the path it will follow. This framework aims to enable developers to use LLMs as thought interpreters, not as a source of truth. Noema is built on the shoulders of llama.cpp and guidance. Installation Install llama-cpp-python using the correct backend.

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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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