knowledge-workbench

name	knowledge-workbench
description	Use when the user asks research questions against the vault, wants canonical wiki synthesis saved, asks for concept maintenance, runs QMD CLI read/index flows, or wants business writes and linting.

Knowledge Workbench

Overview

Use QMD CLI retrieval plus business MCP write tools to answer research questions, maintain canonical pages, and keep the vault healthy. Markdown is the source of truth; read/index work goes through docs/qmd-cli.md and runtime qmd --help.

Available Tools

Tool	Purpose
upsert_wiki_page	Write paper, concept, idea, or conversation pages
check_concept_alias	Resolve candidate concept surfaces
merge_concept	Merge concept aliases and rewrite links
lint_vault	Report link, alias, footer, frontmatter, and decorative concept-link issues

Query Workflow

1. Run qmd status when readiness is uncertain.
2. Classify the question: factual, comparative, landscape, synthesis, or gap-finding.
3. Call qmd query first for paper and concept evidence.
4. Use collection filters or path targets when the user explicitly wants insights or raw layers.
5. Fetch decisive pages with qmd get.
6. State evidence gaps plainly instead of inventing coverage.

Write Workflow

• Use upsert_wiki_page(page_type="paper", ...) for canonical paper pages. Generated paper pages must include required metadata and one to five key_concepts_topk entries, with at least one of those concepts linked in the body.
• Use upsert_wiki_page(page_type="concept", ...) only for core concepts. Generated concept pages must include concept, aliases, source_layer, and at least one supporting related_papers_topk entry.
• Use upsert_wiki_page(page_type="idea", ...) for idea assets.
• Use upsert_wiki_page(page_type="conversation", ...) or the Python conversation insight writer for distilled conversation insights.
• Do not edit wiki/papers/, wiki/concepts/, insights/ideas/, or insights/conversations/ by hand.
• After write-heavy work, tell the user that qmd update is separate and qmd embed -f is optional when semantic retrieval must reflect the new state immediately.

See references/concept-rules.md for concept selection, naming, and merge decisions.

Conversation Insights

When a discussion produces a reusable research insight, write a distilled note to insights/conversations/ through upsert_wiki_page(page_type="conversation", ...) or the Python conversation insight writer. Do not save verbatim transcripts, and do not edit insights/conversations/ by hand.

See references/conversation-insights.md for note structure, trigger heuristics, and examples.

Concept Maintenance

• Only core concepts create wiki/concepts/ pages.
• Reuse existing concepts before creating new concept pages.
• Use check_concept_alias before creating a concept when the canonical surface is uncertain.
• Call merge_concept directly when you are confident two surfaces refer to the same concept.
• After a merge, report rewritten files, alias changes, and separate follow-up guidance for qmd update / qmd embed -f when needed.

Health And Index Maintenance

• Use lint_vault for dead links, malformed links, alias ambiguity, repeated links, template-like footer linking, oversized frontmatter, paper pages missing concept links, paper key concepts not linked in the body, decorative concept links, overly dense paper concept links, and concept pages without supporting papers.
• Use QMD CLI directly for qmd status, qmd update, qmd embed -f, qmd collection ..., and qmd context ....
• For a vault health snapshot (counts + lint issues + recent activity), run the /status command.
• Check docs/qmd-cli.md first for the Paper Distill mapping.
• If command details are uncertain, follow runtime qmd --help.

See references/health-maintenance.md for lint-triage recipes, when to run qmd embed -f, and how to interpret specific issue codes.

Skill / Tool Contract

This skill is responsible for intent routing, evidence-grounded synthesis, concept judgment, and clear reporting.

Python tools are responsible for deterministic I/O, path safety, link rewrites, and structured errors.