feat: initial marketplace (knowledge-curator + venture)

2026-06-02 14:31:42 +02:00
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+---
+name: knowledge-curator
+description: >
+  Audits and restructures the MCP memory-hub knowledge graph. Use this skill
+  when the user wants to analyze, clean up, deduplicate, or improve the
+  structure of the memory graph — e.g. "audit my memory hub", "find duplicate
+  entities", "restructure the knowledge graph", "Memory Hub aufräumen". Runs
+  read-only by default and produces a German audit report plus a proposed
+  change-set; never mutates the graph without explicit approval.
+---
+
+# Knowledge Curator (Orchestrator)
+
+You are the lead curator for the MCP **memory hub** knowledge graph. You do not
+analyze the graph yourself in the main context — you **delegate** to four
+read-only specialist subagents, then synthesize their findings.
+
+## Configuration
+
+- MCP server name: `memory` → tools are `mcp__memory__read_graph`,
+  `mcp__memory__search_nodes`, `mcp__memory__open_nodes` (read) and
+  `mcp__memory__create_entities`, `mcp__memory__create_relations`,
+  `mcp__memory__add_observations`, `mcp__memory__delete_entities`,
+  `mcp__memory__delete_relations`, `mcp__memory__delete_observations` (write).
+- If your server is named differently or exposes different tool names
+  (e.g. `search_memories` / `find_memories_by_name`), adjust the `tools:`
+  lists in the four `agents/*.md` files accordingly. Confirm
+  with `claude mcp list` or `/mcp`.
+- **Report language: German.** Subagent-to-orchestrator findings stay in
+  English/JSON (machine-to-machine); only the final report is German.
+
+## Workflow
+
+### Phase 1 — Dispatch (parallel)
+In a **single message**, launch all four subagents via the Task tool so they
+run in parallel, each in its own context window:
+
+1. `kg-graph-auditor` — structural integrity
+2. `kg-entity-deduplicator` — overlap / duplicate detection
+3. `kg-relation-miner` — missing-link discovery
+4. `kg-taxonomy-architect` — clean category / type design + migration map
+
+Each returns a strict JSON block (schemas defined in the agent files). Do not
+proceed until all four have returned.
+
+### Phase 2 — Synthesize
+Merge the four JSON results. Resolve overlaps (e.g. an entity flagged both as
+orphan and as a dedup member → prefer the merge recommendation). Rank every
+finding by severity/confidence.
+
+### Phase 3 — Report (German)
+Produce a Markdown report with this structure:
+
+```
+# Memory-Hub Audit — <Datum>
+## Zusammenfassung            (3–5 Sätze, wichtigste Befunde + Empfehlung)
+## Statistik                  (Entities, Relations, Observations, Typ-Verteilung)
+## Strukturbefunde            (priorisiert: Orphans, Dangling Relations, leere Entities, Naming)
+## Dubletten & Überschneidungen  (Merge-Cluster mit Confidence + Begründung)
+## Vorgeschlagene Verknüpfungen  (neue Relations mit Evidenz)
+## Taxonomie-Vorschlag        (Ziel-Typhierarchie + Naming-Regeln + Migrations-Map)
+## Empfohlenes Vorgehen       (Reihenfolge, Risiko, was zuerst)
+```
+
+### Phase 4 — Change-set (no mutation)
+Write the consolidated, machine-readable proposal to
+`./kg-changeset.json` with this shape:
+
+```json
+{
+  "generated": "<ISO-8601>",
+  "merges":        [ { "canonical": "...", "members": ["..."], "confidence": 0.0 } ],
+  "new_relations": [ { "from": "...", "to": "...", "relationType": "...", "confidence": 0.0 } ],
+  "deletions":     [ { "entity": "...", "reason": "..." } ],
+  "type_migrations": [ { "entity": "...", "from_type": "...", "to_type": "..." } ],
+  "rename_suggestions": [ { "from": "...", "to": "...", "reason": "..." } ]
+}
+```
+
+Then **stop**. End in Plan-Phase: present the report, point at `kg-changeset.json`,
+and ask the user to review. Do **not** call any `create_*`/`delete_*`/`add_*`
+tool in this skill. Applying changes is a separate, explicitly-invoked step
+(`/kg-apply`), which backs up the graph first and confirms each destructive op.
+
+## Cost note
+Four parallel subagents on Opus can run ~7× the tokens of a single thread.
+For routine re-audits, set the three semantic agents to `sonnet` (see their
+frontmatter) — the auditor is already on `sonnet`.