{"id":21966403,"url":"https://github.com/gbikram/threatintelrag","last_synced_at":"2025-03-22T21:46:21.097Z","repository":{"id":265425672,"uuid":"895220959","full_name":"gbikram/ThreatIntelRAG","owner":"gbikram","description":"Experimental RAG that consumes Cyber Security articles via RSS","archived":false,"fork":false,"pushed_at":"2024-11-29T10:56:22.000Z","size":43130,"stargazers_count":3,"open_issues_count":0,"forks_count":2,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-03-22T21:46:16.433Z","etag":null,"topics":["chromadb","cyber","cybersecurity","cyberthreatintelligence","experminental","langchain","llm","ollama","rag","threatintel"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/gbikram.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-11-27T19:33:39.000Z","updated_at":"2025-03-10T09:25:57.000Z","dependencies_parsed_at":null,"dependency_job_id":"25eb165c-b619-4138-8303-2d947bcef97f","html_url":"https://github.com/gbikram/ThreatIntelRAG","commit_stats":null,"previous_names":["gbikram/threatintelrag"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/gbikram%2FThreatIntelRAG","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/gbikram%2FThreatIntelRAG/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/gbikram%2FThreatIntelRAG/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/gbikram%2FThreatIntelRAG/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/gbikram","download_url":"https://codeload.github.com/gbikram/ThreatIntelRAG/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245025998,"owners_count":20549067,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["chromadb","cyber","cybersecurity","cyberthreatintelligence","experminental","langchain","llm","ollama","rag","threatintel"],"created_at":"2024-11-29T13:15:55.006Z","updated_at":"2025-03-22T21:46:21.088Z","avatar_url":"https://github.com/gbikram.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Custom RAG for Cyber Threat Intel\n\nExperimental code for building a custom RAG model for CTI. \n\n\u003c!-- ![Workflow](./RAG_Diagram.png) --\u003e\n\n**References:**\n* https://www.youtube.com/watch?v=0zgYu_9WF7A\n* https://www.youtube.com/watch?v=75uBcITe0gU\u0026t=565s\n\n\n```mermaid\n---\nconfig:\n  theme: neutral\n---\nflowchart TD\n    A1[\"RSS Sources\"] --\u003e B[\"Python Jupyter Notebook\"]\n    A2[\"CSV Sources\"] --\u003e B\n    A3[\"PDF Sources\"] --\u003e B\n    B --\u003e C{\"Langchain\"}\n    C -- Convert to Documents --\u003e D[\"Document Transformation\"]\n    D --\u003e E{\"ChromaDB\"}\n    E -- Create Vectorstore --\u003e F[\"Indexed Vector Embeddings\"]\n    F --\u003e G{\"Ollama LLM\"}\n    G -- Query Vectorstore --\u003e H[\"Retrieval \u0026 Generation\"]\n    H --\u003e I[\"User Query Response\"]\n     A1:::sources\n     B:::process\n     A2:::sources\n     A3:::sources\n     C:::process\n     D:::process\n     E:::storage\n     F:::storage\n     G:::model\n     H:::model\n     I:::model\n    classDef sources fill:#f9f,stroke:#333,stroke-width:2px\n    classDef process fill:#bbf,stroke:#333,stroke-width:2px\n    classDef storage fill:#bfb,stroke:#333,stroke-width:2px\n    classDef model fill:#fb0,stroke:#333,stroke-width:2px\n\n```","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgbikram%2Fthreatintelrag","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fgbikram%2Fthreatintelrag","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgbikram%2Fthreatintelrag/lists"}