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lyonzin
GitHub creator profile

lyonzin

Repository-level view of 10 collected skills across 1 GitHub repositories.

skills collected
10
repositories
1
updated
Aug 13, 2026
repository explorer

Repositories and representative skills

rag-security-first
information-security-analysts

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…

Aug 13, 2026
rag-check-first
computer-occupations-all-other

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.…

Aug 13, 2026
rag-cite-sources
computer-occupations-all-other

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…

Aug 13, 2026
rag-onboard-context
computer-occupations-all-other

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…

Aug 13, 2026
rag-evaluate-quality
data-scientists-152051

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…

Aug 13, 2026
rag-index-decisions
computer-occupations-all-other

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…

Aug 13, 2026
rag-code-review
software-quality-assurance-analysts-and-testers

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…

Aug 13, 2026
rag-deep-dive
computer-occupations-all-other

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…

Aug 13, 2026
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