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GoldenMatch

v1.14.0 Feature

This release adds 7 notable features for engineering teams evaluating rollout.

Published 2mo Data Pipelines & ETL
✓ No known CVEs patched
Read the diff → Tool health → What is this tool? →

✓ No known CVEs patched in this version

Topics

data-cleaning data-engineering data-matching data-quality deduplication entity-resolution
+14 more
fellegi-sunter fuzzy-matching knowledge-graph llm master-data-management mcp-server polars pprl python record-linkage rust splink typescript zero-config

Affected surfaces

auth breaking_upgrade

Summary

AI summary

Telemetry from AutoConfigController is now accessible on every interface.

Full changelog

Controller telemetry visible from every surface. No algorithm changes vs 1.13.0 — same DQbench / DBLP-ACM / Febrl3 / NCVR numbers — but you can now read what the AutoConfigController decided from every interface and round-trip the committed config (including Path Y negative-evidence) through SQL.

Surfaces aligned in this release

  • WebControllerPanel in Workbench + GET /api/v1/controller/telemetry (PR #156)
  • TUI — new Controller tab + Ctrl+A keybinding (PR #157)
  • CLI — new goldenmatch autoconfig subcommand + --show/hide-controller on dedupe (PR #158)
  • Postgres + DuckDB extensionsgoldenmatch_autoconfig + gm_telemetry + goldenmatch_dedupe_full (PR #159)
  • MCPauto_configure rewired to the controller + new controller_telemetry tool (PR #161)
  • A2A — new autoconfig + controller_telemetry skills (10 → 12 skills) (PR #161)
  • RESTPOST /autoconfig + GET /controller/telemetry on goldenmatch serve (PR #161)
  • AgentSession.autoconfigure() + last_telemetry cached on .deduplicate() / .match_sources() (PR #161, #169)

Every surface delegates to goldenmatch.web.controller_telemetry.serialize_telemetry. Write one parser, reuse across all of them.

Infrastructure

  • New CI lanes rust_pgrx (matrix PG 15/16/17) + duckdb_extensions (PR #160) cover previously-unverified surface area.
  • New publish-mcp.yml auto-syncs the MCP Registry on every PyPI publish (PR #165, #167).

Fixed

  • AgentSession.deduplicate(config=None) / match_sources(config=None) were passing a legacy heuristic config explicitly, which suppressed the controller. Now fixed (PR #169). Explicit-config calls now clear last_telemetry to prevent stale-blob leaks across calls.

See CHANGELOG.md for the full per-PR breakdown.

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Related context

Related tools

Earlier breaking changes

  • v3.1.0 `GOLDENMATCH_FRAME=polars` now requires the `[polars]` extra; raises error without it.
  • vgoldencheck-v3.0.0 `inferred_type` emits neutral dtype vocabulary (str/int/uint/float/date/datetime/bool/other) instead of raw Polars dtypes.
  • vgoldencheck-v3.0.0 'inferred_type' now emits a neutral dtype vocabulary instead of raw Polars dtype strings.
  • vgoldencheck-v3.0.0 `scan_file`, `scan_dataframe`, and CLI `check` now run without Polars, using Arrow-native pyarrow.Table.
  • v3.0.0 Result frames now return pyarrow.Table instead of Polars DataFrame.

Beta — feedback welcome: [email protected]