Skills for Real Engineers. Straight from my .agents directory.
ask
Agent skill fromagenticnotetaking/arscontexta
Query the bundled research knowledge graph for methodology guidance. Routes questions through a 3-tier knowledge base — WHY (research claims), HOW (guidance docs), WHAT IT LOOKS LIKE (domain examples) — plus structured reference documents. Returns research-backed answers grounded in specific claims with practical application to the user's system. Triggers on "/ask", "/ask [question]", "why does my system...", "how should I...".
How to install ask
npx skills add agenticnotetaking/arscontexta# or add only this skill to Claude Code: copy the folder
skills/ask/
# into
~/.claude/skills/ask/ (all projects)
.claude/skills/ask/ (one project)
1## EXECUTE NOW23**Question: $ARGUMENTS**45If no question provided, ask the user what they want to know.67**Execute these steps:**891. **Classify the question** — determine which knowledge base tier(s) to consult (see Query Classification below)102. **Search the knowledge base** — route to appropriate tiers based on classification113. **Read relevant claims and docs** — load 3-7 most relevant sources fully (use `mcp__qmd__multi_get` when reading multiple IDs)124. **Check user context** — read `ops/derivation.md` if the question involves their specific system135. **Synthesize an answer** — weave claims into a coherent, opinionated argument146. **Cite sources** — reference specific claims and documents so the user can explore further1516**START NOW.** Reference below explains routing and synthesis methodology.1718---1920## The Three-Tier Knowledge Base2122The plugin's knowledge base has three distinct parts, each serving a different function. Effective answers often draw from multiple tiers.2324### Tier 1: Research Graph (WHY)2526**Location:** `${CLAUDE_PLUGIN_ROOT}/methodology/` — filter by `kind: research`27**Content:** 213 interconnected research claims grounded in cognitive science, knowledge system theory, and agent cognition research.28**Use for:** Questions about principles, trade-offs, why things work, theoretical foundations.2930**What it contains:**31- Claims about how knowledge systems work (human and agent)32- Cognitive science foundations (working memory, attention, retrieval)33…
Excerpt shown under the repository's MIT license.
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