--- title: "HLCE vs agentic_security" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/humanity-s-last-code-exam-hlce-vs-msoedov-agentic-security" tools: ["humanity-s-last-code-exam-hlce", "msoedov-agentic-security"] --- # HLCE vs agentic_security *GraphCanon updated Aug 8, 2026* ## Verdict Pick HLCE if hLCE offers evaluation scripts to assess code generation using LLMs, specifically for research purposes; pick agentic_security if agentic Security is an agent-based framework for scanning vulnerabilities in large language models with a Python-based toolkit for robust security assessments via fuzz testing. [HLCE](https://humanity-s-last-code-exam.github.io/website/) reports 96 GitHub stars, 8 forks, and 1 open issues, last pushed Aug 21, 2025. [agentic_security](https://agentic-security.vercel.app) has 1.9k stars, 270 forks, and 70 open issues, last pushed Jun 23, 2026. Figures are from public GitHub metadata via [HLCE's repository](https://github.com/Humanity-s-Last-Code-Exam/HLCE) and [agentic_security's repository](https://github.com/msoedov/agentic_security). | | [HLCE](/tools/humanity-s-last-code-exam-hlce.md) | [agentic_security](/tools/msoedov-agentic-security.md) | | --- | --- | --- | | Tagline | Source Evaluation scripts for Humanity's Last Code Exam | Agentic LLM Vulnerability Scanner / AI red teaming kit | | Stars | 96 | 1,943 | | Forks | 8 | 270 | | Open issues | 1 | 70 | | Language | Python | Python | | Adopt for | HLCE offers evaluation scripts to assess code generation using LLMs, specifically for research purposes. | Agentic Security is an agent-based framework for scanning vulnerabilities in large language models with a Python-based toolkit for robust security assessments via fuzz testing. | | Persona | - | - | | Runtime | - | - | | License | - | Apache-2.0 - Permissive license encouraging free use and modification under the condition of preserving notices. | | Categories | Evaluation & Observability, LLM Frameworks | Evaluation & Observability, LLM Frameworks | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [HLCE](/tools/humanity-s-last-code-exam-hlce.md) | [agentic_security](/tools/msoedov-agentic-security.md) | | --- | --- | --- | | Maintenance | Slowing (36%) | Steady (60%) | | Days since push | 352d | 35d | | Open issues (now) | 1 | 70 | | Owner type | Organization | User | | Full report | [trust report](/tools/humanity-s-last-code-exam-hlce/trust.md) | [trust report](/tools/msoedov-agentic-security/trust.md) | ## Decision facts: HLCE - **Adopt for:** HLCE offers evaluation scripts to assess code generation using LLMs, specifically for research purposes. ## Decision facts: agentic_security - **Adopt for:** Agentic Security is an agent-based framework for scanning vulnerabilities in large language models with a Python-based toolkit for robust security assessments via fuzz testing. - **License detail:** Apache-2.0 - Permissive license encouraging free use and modification under the condition of preserving notices. ## Choose when ### Choose HLCE if… - Tags unique to HLCE: benchmark, codegen, codellm. - When you are researching the capabilities of language models in generating code and need benchmarking tools that focus on this aspect exclusively. - Leaner open-issue backlog (1). ### Choose agentic_security if… - Tags unique to agentic_security: agent-framework, fuzzing, red-teaming, security-assessment. - agentic_security ships Docker support for self-hosted deployment. - Developers need to ensure their LLMs are secure from jailbreak attempts and vulnerabilities. ## When NOT to use HLCE - If you require tools that cater to general-purpose evaluation beyond the scope of LLM code generation in a research context. - When proprietary or non-research licenses are necessary, since HLCE does not detail its licensing beyond being for research purposes only. ## When NOT to use agentic_security - Teams require solutions that do not involve agent frameworks for vulnerability scanning. - Projects seek a no-fuzz-testing approach for evaluating LLM security. ## Common questions ### What is the difference between HLCE and agentic_security? HLCE: Source Evaluation scripts for Humanity's Last Code Exam. agentic_security: Agentic LLM Vulnerability Scanner / AI red teaming kit. See the comparison table for live GitHub stats and shared categories. ### When should I choose HLCE over agentic_security? Choose HLCE over agentic_security when Tags unique to HLCE: benchmark, codegen, codellm; When you are researching the capabilities of language models in generating code and need benchmarking tools that focus on this aspect exclusively; Leaner open-issue backlog (1). ### When should I choose agentic_security over HLCE? Choose agentic_security over HLCE when Tags unique to agentic_security: agent-framework, fuzzing, red-teaming, security-assessment; agentic_security ships Docker support for self-hosted deployment; Developers need to ensure their LLMs are secure from jailbreak attempts and vulnerabilities. ### When should I avoid HLCE? If you require tools that cater to general-purpose evaluation beyond the scope of LLM code generation in a research context. When proprietary or non-research licenses are necessary, since HLCE does not detail its licensing beyond being for research purposes only. ### When should I avoid agentic_security? Teams require solutions that do not involve agent frameworks for vulnerability scanning. Projects seek a no-fuzz-testing approach for evaluating LLM security. ### Is HLCE or agentic_security more popular on GitHub? agentic_security has more GitHub stars (1,943 vs 96). Stars measure visibility, not whether either tool fits your constraints. ### Are HLCE and agentic_security open source? Yes - both are open-source projects on GitHub. ### Where can I find alternatives to HLCE or agentic_security? GraphCanon lists graph-backed alternatives at [HLCE alternatives](/tools/humanity-s-last-code-exam-hlce/alternatives) and [agentic_security alternatives](/tools/msoedov-agentic-security/alternatives) ([HLCE markdown twin](/tools/humanity-s-last-code-exam-hlce/alternatives.md), [agentic_security markdown twin](/tools/msoedov-agentic-security/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/humanity-s-last-code-exam-hlce-vs-msoedov-agentic-security.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, HLCE or agentic_security? HLCE: Slowing. agentic_security: Steady. 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 HLCE and agentic_security? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [HLCE trust report](/tools/humanity-s-last-code-exam-hlce/trust); [agentic_security trust report](/tools/msoedov-agentic-security/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=humanity-s-last-code-exam-hlce`](/api/graphcanon/graph?tool=humanity-s-last-code-exam-hlce) - 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/_