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v1.4.7 — MCP Resources & Prompts

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@benzsevern benzsevern released this 10 Apr 16:03

What's New

MCP Resources (4)

Clients can now read live state from GoldenMatch without calling tools:

URI Description
goldenmatch://dataset/stats Record count, cluster count, match rate, pair count
goldenmatch://dataset/clusters Top 50 clusters by size with member IDs
goldenmatch://config/current Active matchkeys, thresholds, scorers, blocking rules
goldenmatch://dataset/schema Column names, types, and sample values

Resources are contextual — only listed when data is loaded.

MCP Prompts (5)

Guided workflows that chain the right tools in the right order:

Prompt Description
deduplicate-walkthrough Full ER pipeline: profile → configure → run → review → export. Optional focus param (accuracy/recall/balanced).
investigate-cluster Deep-dive a cluster: view members → explain matches → fix bad merges → shatter if needed.
compare-records Field-by-field pair comparison with score breakdown and plain-English verdict.
data-quality-audit Profile data → scan issues → recommend cleaning → suggest transforms.
pprl-setup Guide through privacy-preserving linkage: assess sensitivity → configure → run → compare.

Why this matters

  • Resources let MCP clients (Claude Desktop, Cursor, etc.) inspect GoldenMatch state passively — no tool calls needed for read-only queries.
  • Prompts lower the barrier to complex workflows. Instead of knowing which of 30 tools to call and in what order, users select a prompt and the LLM follows the guided sequence.

Full Changelog

v1.4.5...v1.4.7