{"data":{"slug":"arekusandr-last-layer","name":"last_layer","tagline":"Ultra-fast, low latency LLM prompt injection/jailbreak detection ⛓️","github_url":"https://github.com/arekusandr/last_layer","owner":"arekusandr","repo":"last_layer","owner_avatar_url":"https://avatars.githubusercontent.com/u/164400244?v=4","primary_language":"Python","stars":129,"forks":4,"topics":["chatgpt-prompts","jailbreak","large-language-models","llm-guard","llm-guardrails","llm-local","llm-security","prompt-engineering","security-tools"],"archived":false,"github_pushed_at":"2024-07-26T02:56:47+00:00","maintenance_label":"Dormant","url":"https://www.graphcanon.com/tools/arekusandr-last-layer","markdown_url":"https://www.graphcanon.com/tools/arekusandr-last-layer.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/arekusandr-last-layer","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=arekusandr-last-layer","description":"Ultra-fast, low latency LLM prompt injection/jailbreak detection ⛓️","homepage_url":"https://vibe-eval.com","license":"MIT","open_issues":13,"watchers":1,"ai_summary":null,"readme_excerpt":"## 📦 Installation\n\nTo install `last_layer`, simply run:\n\n```shell\npip install last_layer\n```\n\n---\n\n## ⛓️ Quick Start\n\nImport and use last_layer in your project to scan prompts and responses from LLMs:\n\n```python\nfrom last_layer import scan_prompt, scan_llm\n\n---\n\n## License\n\nDistributed under the MIT License. See LICENSE for more information.","github_created_at":"2024-03-29T10:54:35+00:00","created_at":"2026-07-15T10:45:20.675947+00:00","updated_at":"2026-07-15T10:45:24.399407+00:00","categories":[{"slug":"computer-vision","name":"Computer Vision","url":"https://www.graphcanon.com/categories/computer-vision","markdown_url":"https://www.graphcanon.com/categories/computer-vision.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/computer-vision"},{"slug":"llm-frameworks","name":"LLM Frameworks","url":"https://www.graphcanon.com/categories/llm-frameworks","markdown_url":"https://www.graphcanon.com/categories/llm-frameworks.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/llm-frameworks"}],"tags":[{"slug":"chatgpt-prompts","name":"chatgpt-prompts"},{"slug":"jailbreak","name":"jailbreak"},{"slug":"large-language-models","name":"large-language-models"},{"slug":"llm-guard","name":"llm-guard"},{"slug":"llm-guardrails","name":"llm-guardrails"},{"slug":"llm-local","name":"llm-local"},{"slug":"llm-security","name":"llm-security"},{"slug":"prompt-engineering","name":"prompt-engineering"}],"trust":{"provenance":{"is_fork":false,"github_id":779234798,"owner_type":"User","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-07-15T10:45:21.626Z","maintenance":{"label":"Dormant","score":18,"methodology":"github_public_v1","releases_90d":0,"days_since_push":719,"last_release_at":"2024-04-12T12:56:22Z"},"security_summary":{"status":"findings","scanner":"osv@v1","low_count":185,"high_count":0,"last_scan_at":"2026-07-15T10:45:22.093Z","medium_count":0,"scan_profile":"deps","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-07-15T10:45:21.418Z"},"has_cli":{"value":true,"source":"pyproject.toml:[project.scripts]","observed_at":"2026-07-15T10:45:21.418Z"},"languages":{"value":["python"],"source":"github.language+pyproject.toml","observed_at":"2026-07-15T10:45:21.418Z"},"license_spdx":{"value":"MIT","source":"github.license","observed_at":"2026-07-15T10:45:21.418Z"}}}}