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المستودعات و skills الممثلة

rag-security-first
محللو أمن المعلومات

For any security-related task — threat triage, incident response, MITRE ATT&CK mapping, CVE lookup, exploit analysis, defensive control validation, red/blue/purple team work — always consult the local corpus first. Assumes the RAG is loaded with security…

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rag-check-first
المهن الحاسوبية الأخرى

Before answering any technical question, code request, architecture decision, or factual claim, call search_knowledge to check the local corpus. Trigger on any query that could be answered with prior work, indexed docs, ADRs, runbooks, or team context.…

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rag-cite-sources
المهن الحاسوبية الأخرى

Every technical claim drawn from the local corpus must ship with a source citation formatted as path:line or path:section. Trigger whenever the response quotes, paraphrases, or acts on knowledge that came from a search_knowledge or get_document call. Makes…

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rag-onboard-context
المهن الحاسوبية الأخرى

At the start of every new session or when the topic shifts significantly, probe the knowledge base to learn what is indexed. Calls get_index_stats + list_categories + a couple of exploratory search_knowledge queries. Prevents the agent from operating blind or…

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rag-evaluate-quality
علماء البيانات

Periodically measure the retrieval quality of the knowledge base using evaluate_retrieval (MRR@5, Recall@5, Precision@5) plus get_index_stats for health metrics. Run weekly, after significant reindex activity, or when the user reports declining answer…

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rag-index-decisions
المهن الحاسوبية الأخرى

After making a non-obvious architectural decision, solving a novel bug, agreeing on a coding standard, or reaching a conclusion worth remembering, index it back into the knowledge base so the next occurrence is one search away. Uses add_document or…

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rag-code-review
محللو ضمان جودة البرمجيات والمختبرون

When performing code review on a PR, diff, snippet, or "look at this change" request, first consult the corpus for related ADRs, coding standards, prior patterns, and similar files. Grounds review comments in the team's actual decisions instead of generic…

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rag-deep-dive
المهن الحاسوبية الأخرى

Three-step multi-tool workflow — search the corpus, fetch the most relevant document in full, then find similar documents. Use when a single search_knowledge hit is not enough because the user asked a "how does X work end to end" or "explain the pattern" or…

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