---
title: "awesome-llm-security vs AlignLLMHumanSurvey"
type: "comparison"
canonical_url: "https://www.graphcanon.com/compare/corca-ai-awesome-llm-security-vs-garyyufei-alignllmhumansurvey"
tools: ["corca-ai-awesome-llm-security", "garyyufei-alignllmhumansurvey"]
---

# awesome-llm-security vs AlignLLMHumanSurvey

*GraphCanon updated Jul 12, 2026*

## Verdict

Pick awesome-llm-security if awesome LLM Security is a curated list of resources related to the security aspects of large language models. It covers various attack methodologies, defenses, and platform security through papers, benchmarks, tools, and; pick AlignLLMHumanSurvey if alignLLMHumanSurvey is a survey repository aggregating resources and research on aligning large language models with human expectations through various methodologies like data.

[awesome-llm-security](https://github.com/corca-ai/awesome-llm-security) reports 1.6k GitHub stars, 294 forks, and 161 open issues, last pushed Aug 20, 2025. [AlignLLMHumanSurvey](https://arxiv.org/abs/2307.12966) has 742 stars, 30 forks, and 0 open issues, last pushed Sep 11, 2023. Figures are from public GitHub metadata via [awesome-llm-security's repository](https://github.com/corca-ai/awesome-llm-security) and [AlignLLMHumanSurvey's repository](https://github.com/GaryYufei/AlignLLMHumanSurvey).

| | [awesome-llm-security](/tools/corca-ai-awesome-llm-security.md) | [AlignLLMHumanSurvey](/tools/garyyufei-alignllmhumansurvey.md) |
| --- | --- | --- |
| Tagline | A curation of tools, documents and projects about LLM Security | A survey on aligning large language models with human expectations |
| Stars | 1,637 | 742 |
| Forks | 294 | 30 |
| Open issues | 161 | 0 |
| Language | - | - |
| Adopt for | Awesome LLM Security is a curated list of resources related to the security aspects of large language models. It covers various attack methodologies, defenses, and platform security through papers, benchmarks, tools, and | AlignLLMHumanSurvey is a survey repository aggregating resources and research on aligning large language models with human expectations through various methodologies like data collection, training techniques, and model评价 |
| Persona | - | - |
| Runtime | - | - |
| License | - | - |
| Categories | Evaluation & Observability | Evaluation & Observability, Model Training |

## Trust and health

_Sourced signals - not a safety guarantee. No winner column._

| | [awesome-llm-security](/tools/corca-ai-awesome-llm-security.md) | [AlignLLMHumanSurvey](/tools/garyyufei-alignllmhumansurvey.md) |
| --- | --- | --- |
| Maintenance | Slowing (36%) | Dormant (18%) |
| Days since push | 325d | 1034d |
| Open issues (now) | 161 | 0 |
| Owner type | Organization | User |
| Full report | [trust report](/tools/corca-ai-awesome-llm-security/trust.md) | [trust report](/tools/garyyufei-alignllmhumansurvey/trust.md) |

## Shared compatibility

- **ChatGPT**: [awesome-llm-security](/tools/corca-ai-awesome-llm-security.md) - Works with ChatGPT; [AlignLLMHumanSurvey](/tools/garyyufei-alignllmhumansurvey.md) - Works with ChatGPT

## Decision facts: awesome-llm-security

- **Hosting:** unknown
- **Pricing:** freemium - As an open-source project without defined pricing models, its use is generally free under the terms of its license (license details are not provided).
- **Adopt for:** Awesome LLM Security is a curated list of resources related to the security aspects of large language models. It covers various attack methodologies, defenses, and platform security through papers, benchmarks, tools, and

## Decision facts: AlignLLMHumanSurvey

- **Adopt for:** AlignLLMHumanSurvey is a survey repository aggregating resources and research on aligning large language models with human expectations through various methodologies like data collection, training techniques, and model评价

## Choose when

### Choose awesome-llm-security if…

- Pricing: As an open-source project without defined pricing models, its use is generally free under the terms of its license (license details are not provided)..
- Tags unique to awesome-llm-security: awesome-list, llm, security.
- When you are specifically looking for detailed information on both white-box and black-box attacks targeted at Large Language Models (LLMs), which 'awesome-llm-security' comprehensively catalogs.

### Choose AlignLLMHumanSurvey if…

- Tags unique to AlignLLMHumanSurvey: awesome, chatgpt, chinese-llama, gpt-4.
- Also covers Model Training.
- 当您需要全面了解将大型语言模型与人类期望对齐的技术和方法时，可以使用AlignLLMHumanSurvey，它涵盖了数据收集、训练方法和模型评估等多个方面。

## When NOT to use awesome-llm-security

- When your primary interest is in general software security or vulnerabilities unrelated to language models, since 'awesome-llm-security' zeroes in on attack vectors specifically for LLMs.
- If you are solely interested in tools and methods that are not publicly discussed or peer-reviewed; the repository focuses on documented approaches within reputable academic publications.

## When NOT to use AlignLLMHumanSurvey

- 当您需要具体的技术实现代码或工具箱时，请勿使用AlignLLMHumanSurvey，因为它仅仅是一个汇总知识的调研文档，不提供具体的编程实现细节。
- 如果您正在寻找特定模型的性能评估数据或者准备在实际项目中直接应用某种对齐技术，则这个资源可能不会满足您的需求，因为它更侧重于理论和调查研究。

## Common questions

### What is the difference between awesome-llm-security and AlignLLMHumanSurvey?

awesome-llm-security: A curation of tools, documents and projects about LLM Security. AlignLLMHumanSurvey: A survey on aligning large language models with human expectations. See the comparison table for live GitHub stats and shared categories.

### When should I choose awesome-llm-security over AlignLLMHumanSurvey?

Choose awesome-llm-security over AlignLLMHumanSurvey when Pricing: As an open-source project without defined pricing models, its use is generally free under the terms of its license (license details are not provided).; Tags unique to awesome-llm-security: awesome-list, llm, security; When you are specifically looking for detailed information on both white-box and black-box attacks targeted at Large Language Models (LLMs), which 'awesome-llm-security' comprehensively catalogs.

### When should I choose AlignLLMHumanSurvey over awesome-llm-security?

Choose AlignLLMHumanSurvey over awesome-llm-security when Tags unique to AlignLLMHumanSurvey: awesome, chatgpt, chinese-llama, gpt-4; Also covers Model Training; 当您需要全面了解将大型语言模型与人类期望对齐的技术和方法时，可以使用AlignLLMHumanSurvey，它涵盖了数据收集、训练方法和模型评估等多个方面。.

### When should I avoid awesome-llm-security?

When your primary interest is in general software security or vulnerabilities unrelated to language models, since 'awesome-llm-security' zeroes in on attack vectors specifically for LLMs. If you are solely interested in tools and methods that are not publicly discussed or peer-reviewed; the repository focuses on documented approaches within reputable academic publications.

### When should I avoid AlignLLMHumanSurvey?

当您需要具体的技术实现代码或工具箱时，请勿使用AlignLLMHumanSurvey，因为它仅仅是一个汇总知识的调研文档，不提供具体的编程实现细节。 如果您正在寻找特定模型的性能评估数据或者准备在实际项目中直接应用某种对齐技术，则这个资源可能不会满足您的需求，因为它更侧重于理论和调查研究。

### Is awesome-llm-security or AlignLLMHumanSurvey more popular on GitHub?

awesome-llm-security has more GitHub stars (1,637 vs 742). Stars measure visibility, not whether either tool fits your constraints.

### Are awesome-llm-security and AlignLLMHumanSurvey open source?

Yes - both are open-source projects on GitHub.

### Where can I find alternatives to awesome-llm-security or AlignLLMHumanSurvey?

GraphCanon lists graph-backed alternatives at [awesome-llm-security alternatives](/tools/corca-ai-awesome-llm-security/alternatives) and [AlignLLMHumanSurvey alternatives](/tools/garyyufei-alignllmhumansurvey/alternatives) ([awesome-llm-security markdown twin](/tools/corca-ai-awesome-llm-security/alternatives.md), [AlignLLMHumanSurvey markdown twin](/tools/garyyufei-alignllmhumansurvey/alternatives.md)), ranked by typed relationship edges rather than popularity votes.

### Is there a machine-readable version of this comparison?

Yes. The markdown twin at [this comparison](/compare/corca-ai-awesome-llm-security-vs-garyyufei-alignllmhumansurvey.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.

### Which is better maintained, awesome-llm-security or AlignLLMHumanSurvey?

awesome-llm-security: Slowing. AlignLLMHumanSurvey: Dormant. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.

### Where are the full trust reports for awesome-llm-security and AlignLLMHumanSurvey?

GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [awesome-llm-security trust report](/tools/corca-ai-awesome-llm-security/trust); [AlignLLMHumanSurvey trust report](/tools/garyyufei-alignllmhumansurvey/trust).

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/graph?tool=corca-ai-awesome-llm-security`](/api/graphcanon/graph?tool=corca-ai-awesome-llm-security)
- LLM index: [/llms.txt](/llms.txt)
- Full corpus: [/llms-full.txt](/llms-full.txt)

_GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_