Awesome-LLM-Reasoning-with-NeSy: Latest Advances on Neuro-Symbolic Learning in the era of Large Language Models

by LAMDASZ-ML · Agent Tool · ★ 271

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

Security audit verdict: SAFE · quality 46/100

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.

artificial-intelligenceawesomedeepseek-r1embodied-aifirst-order-logicgpt-4oknowledge-graphlarge-language-modelsllm-agentlogic-programming

Quick Facts

Stars271
Forks18
CategoryAgent Tool
Quality Score46/100
Open Issues1
Last Updated2025-06-19
Created2024-10-31
Est. Tokens~105k

About Awesome-LLM-Reasoning-with-NeSy

Towards Improving Reasoning & Planning Capabilities of LLMs with Neuro-Symbolic Learning ✨✨ Curated collection of papers and resources on latest advances on improving reasoning and planning abilities of LLM/MLLMs with neuro-symbolic learning 🗂️ Table of Contents Awesome Tutorials & Workshops & Talks Awesome Survey Basic Neuro-Symbolic Frameworks Symbolic to LLM Symbolic Generation, LLM Imitation...

Compatible Skills

These tools work well together with Awesome-LLM-Reasoning-with-NeSy for enhanced workflows:

  • synalinks-skills — semantic(0.60)+complementary+rare_topics+similar_pop (56%)

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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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