{"data":{"slug":"praetorian-inc-julius","name":"julius","tagline":"LLM service identification tool","github_url":"https://github.com/praetorian-inc/julius","owner":"praetorian-inc","repo":"julius","owner_avatar_url":"https://avatars.githubusercontent.com/u/8173787?v=4","primary_language":"Go","stars":233,"forks":31,"topics":["ai-security","attack-surface","capability","golang","llm-evaluation","llm-fingerprinting","llm-pentesting","llm-security","llm-tools","ollama","reconnaissance","security-scanner","service-detection","vllm"],"archived":false,"github_pushed_at":"2026-09-08T00:42:26+00:00","maintenance_label":"Very active","stars_delta_30d":58,"url":"https://www.graphcanon.com/tools/praetorian-inc-julius","markdown_url":"https://www.graphcanon.com/tools/praetorian-inc-julius.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/praetorian-inc-julius","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=praetorian-inc-julius","description":"Simple LLM service identification - translate IP:Port to Ollama, vLLM, LiteLLM, or 60+ other AI services in seconds","homepage_url":"https://www.praetorian.com/blog/introducing-julius-open-source-llm-service-fingerprinting/","license":"Apache-2.0","open_issues":16,"watchers":3,"ai_summary":"Translate IP:Port to over 60 AI services including Ollama and vLLM for quick detection in seconds.","readme_excerpt":"### Installation\n\n```bash\ngo install github.com/praetorian-inc/julius/cmd/julius@latest\n```\n\n---\n\n## License\n\n[Apache 2.0](LICENSE) - Praetorian Security, Inc.\n\n---\n\n**Built by [Praetorian](https://www.praetorian.com/)** - Offensive Security Solutions","github_created_at":"2026-01-12T22:56:03+00:00","created_at":"2026-07-15T10:39:51.089376+00:00","updated_at":"2026-09-20T04:25:00.402705+00:00","categories":[{"slug":"ai-agents","name":"AI Agents","url":"https://www.graphcanon.com/categories/ai-agents","markdown_url":"https://www.graphcanon.com/categories/ai-agents.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/ai-agents"}],"tags":[{"slug":"ai-security","name":"ai-security"},{"slug":"attack-surface","name":"attack-surface"},{"slug":"capability","name":"capability"},{"slug":"golang","name":"golang"},{"slug":"llm-evaluation","name":"llm-evaluation"},{"slug":"llm-fingerprinting","name":"llm-fingerprinting"},{"slug":"llm-pentesting","name":"llm-pentesting"},{"slug":"llm-security","name":"llm-security"}],"trust":{"provenance":{"is_fork":false,"github_id":1133118357,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-09-09T06:00:34.600Z","maintenance":{"label":"Very active","score":96,"methodology":"github_public_v1","releases_90d":18,"days_since_push":1,"last_release_at":"2026-09-08T00:44:33Z","stars_delta_30d":58,"open_issues_delta_30d":0},"security_summary":{"status":"ok","scanner":"osv@v1","low_count":0,"high_count":0,"last_scan_at":"2026-07-15T10:39:52.378Z","medium_count":0,"scan_profile":"deps","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-09-09T06:00:35.071Z"},"languages":{"value":["go"],"source":"github.language","observed_at":"2026-09-09T06:00:35.071Z"},"license_spdx":{"value":"Apache-2.0","source":"github.license","observed_at":"2026-09-09T06:00:35.071Z"}},"decision_facts":{"hosting":null,"pricing":null,"requirements":null,"constraints":null,"when_to_use":["Need quick identification of specific AI service types like Ollama, vLLM among others for security or reconnaissance.","Favoring lightweight tools built with the Go language for robust performance and ease of installation."],"when_not_to_use":["Requiring more detailed analysis beyond service detection, as Julius focuses solely on identification.","Seeking a tool under an open-source license other than Apache-2.0, given Julius's specific licensing terms."],"source":"enrich:decision_facts","observed_at":"2026-07-16T19:22:46.557Z"},"constraint_facets":null,"decision_summary":[{"label":"Adopt for","value":"Julius identifies over 60 AI services via IP:Port detection in seconds using Go."}]}}