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GoldenMatch

by io.github.benseverndev-oss

Server Details

Find duplicate records in 30 seconds. Zero-config entity resolution, 97.2% F1 out of the box.

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Status
Unhealthy
Last Tested
Transport
Streamable HTTP
URL
Repository
benseverndev-oss/goldenmatch
GitHub Stars
122

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections. Dates show when Glama detected each change.

  1. 48 tool updates
    • Changedadd_correction8 fields changed
      • addedInput schema / properties / cluster_id
        Added value: +{
+  "description": "Field-level: cluster_id the correction targets.",
+  "type": "integer"
+}
      • addedInput schema / properties / corrected_value
        Added value: +{
+  "description": "Field-level: the value the reviewer changed it to.",
+  "type": "string"
+}
      • changedInput schema / properties / decision / enum
        Previous value: -[
-  "approve",
-  "reject"
-]New value: +[
+  "approve",
+  "reject",
+  "field_correct"
+]
      • addedInput schema / properties / field_name
        Added value: +{
+  "description": "Field-level: the column being corrected.",
+  "type": "string"
+}
      • addedInput schema / properties / id_a / description
        Added value: +"Pair-level: first row id. Field-level: ignored."
      • addedInput schema / properties / id_b / description
        Added value: +"Pair-level: second row id. Field-level: ignored."
      • addedInput schema / properties / original_value
        Added value: +{
+  "description": "Field-level: the value build_golden_record chose.",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "id_a",
-  "id_b",
-  "decision",
-  "dataset"
-]New value: +[
+  "decision",
+  "dataset"
+]
    • Changedagent_compare_strategies6 fields changed
      • addedInput schema / properties / encoding
        Added value: +{
+  "description": "Encoding of *_content (default base64)",
+  "enum": [
+    "base64",
+    "text"
+  ],
+  "type": "string"
+}
      • addedInput schema / properties / file_content
        Added value: +{
+  "description": "Alternative to file_path: file bytes (base64 default, or raw with encoding='text')",
+  "type": "string"
+}
      • addedInput schema / properties / filename
        Added value: +{
+  "description": "Original filename when using file_content",
+  "type": "string"
+}
      • addedInput schema / properties / ground_truth_content
        Added value: +{
+  "description": "Alternative to ground_truth: base64/text bytes",
+  "type": "string"
+}
      • addedInput schema / properties / ground_truth_name
        Added value: +{
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "file_path"
-]New value: +[]
    • Changedagent_deduplicate5 fields changed
      • addedInput schema / properties / encoding
        Added value: +{
+  "description": "Encoding of *_content (default base64)",
+  "enum": [
+    "base64",
+    "text"
+  ],
+  "type": "string"
+}
      • addedInput schema / properties / exclude_columns
        Added value: +{
+  "default": [],
+  "description": "Column names to skip across GoldenMatch + GoldenFlow + auto-config. Optional. Layered with config.exclude_columns when both are set. force_include (env var) rescues from any opt-out path.",
+  "items": {
+    "type": "string"
+  },
+  "type": "array"
+}
      • addedInput schema / properties / file_content
        Added value: +{
+  "description": "Alternative to file_path: file bytes (base64 default, or raw with encoding='text')",
+  "type": "string"
+}
      • addedInput schema / properties / filename
        Added value: +{
+  "description": "Original filename when using file_content",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "file_path"
-]New value: +[]
    • Changedagent_match_sources7 fields changed
      • addedInput schema / properties / encoding
        Added value: +{
+  "description": "Encoding of *_content (default base64)",
+  "enum": [
+    "base64",
+    "text"
+  ],
+  "type": "string"
+}
      • addedInput schema / properties / exclude_columns
        Added value: +{
+  "default": [],
+  "description": "Column names to skip across GoldenMatch + GoldenFlow + auto-config. Optional. Layered with config.exclude_columns when both are set. force_include (env var) rescues from any opt-out path.",
+  "items": {
+    "type": "string"
+  },
+  "type": "array"
+}
      • addedInput schema / properties / file_a_content
        Added value: +{
+  "description": "Alternative to file_a: base64/text bytes",
+  "type": "string"
+}
      • addedInput schema / properties / file_a_name
        Added value: +{
+  "type": "string"
+}
      • addedInput schema / properties / file_b_content
        Added value: +{
+  "description": "Alternative to file_b: base64/text bytes",
+  "type": "string"
+}
      • addedInput schema / properties / file_b_name
        Added value: +{
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "file_a",
-  "file_b"
-]New value: +[]
    • Addedanalyze_blocking
    • Changedanalyze_data4 fields changed
      • addedInput schema / properties / encoding
        Added value: +{
+  "description": "Encoding of *_content (default base64)",
+  "enum": [
+    "base64",
+    "text"
+  ],
+  "type": "string"
+}
      • addedInput schema / properties / file_content
        Added value: +{
+  "description": "Alternative to file_path: file bytes (base64 default, or raw with encoding='text')",
+  "type": "string"
+}
      • addedInput schema / properties / filename
        Added value: +{
+  "description": "Original filename when using file_content",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "file_path"
-]New value: +[]
    • Changedauto_configure5 fields changed
      • addedInput schema / properties / encoding
        Added value: +{
+  "description": "Encoding of *_content (default base64)",
+  "enum": [
+    "base64",
+    "text"
+  ],
+  "type": "string"
+}
      • addedInput schema / properties / exclude_columns
        Added value: +{
+  "default": [],
+  "description": "Column names to skip across GoldenMatch + GoldenFlow + auto-config. Optional. Layered with config.exclude_columns when both are set. force_include (env var) rescues from any opt-out path.",
+  "items": {
+    "type": "string"
+  },
+  "type": "array"
+}
      • addedInput schema / properties / file_content
        Added value: +{
+  "description": "Alternative to file_path: file bytes (base64 default, or raw with encoding='text')",
+  "type": "string"
+}
      • addedInput schema / properties / filename
        Added value: +{
+  "description": "Original filename when using file_content",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "file_path"
-]New value: +[]
    • Addedcertify_recall
    • Addedcompare_clusters
    • Addedconfig_weaknesses
    • Addeddedupe
    • Addeddocuments_ingest
    • Addeddocuments_suggest_schema
    • Addedevaluate
    • Addedexplain_cluster
    • Addedexplain_pair
    • Addedexplain_routing
    • Changedfix_quality4 fields changed
      • addedInput schema / properties / encoding
        Added value: +{
+  "description": "Encoding of *_content (default base64)",
+  "enum": [
+    "base64",
+    "text"
+  ],
+  "type": "string"
+}
      • addedInput schema / properties / file_content
        Added value: +{
+  "description": "Alternative to file_path: file bytes (base64 default, or raw with encoding='text')",
+  "type": "string"
+}
      • addedInput schema / properties / filename
        Added value: +{
+  "description": "Original filename when using file_content",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "file_path"
-]New value: +[]
    • Addedidentity_audit
    • Addedidentity_audit_seal
    • Addedidentity_audit_verify
    • Addedidentity_claim
    • Changedidentity_merge2 fields changed
      • addedInput schema / properties / actor
        Added value: +{
+  "description": "Principal making the change, e.g. 'agent:claude' or 'steward:alice'. Defaults to 'agent'.",
+  "type": "string"
+}
      • addedInput schema / properties / trust
        Added value: +{
+  "description": "Trust of the actor in [0,1]. Defaults by actor prefix (steward 1.0, agent 0.5).",
+  "type": "number"
+}
    • Addedidentity_profile
    • Addedidentity_resolve_conflict
    • Addedidentity_show
    • Changedidentity_split2 fields changed
      • addedInput schema / properties / actor
        Added value: +{
+  "description": "Principal making the change, e.g. 'agent:claude'. Defaults to 'agent'.",
+  "type": "string"
+}
      • addedInput schema / properties / trust
        Added value: +{
+  "description": "Trust of the actor in [0,1]. Default by actor prefix.",
+  "type": "number"
+}
    • Addedidentity_stats
    • Addedidentity_worklist
    • Addedincremental
    • Addedlineage
    • Addedlint_routing
    • Addedlist_plugins
    • Addedlist_runs
    • Addedmatch
    • Addedmemory_import
    • Addedplan_routing
    • Changedpprl_link6 fields changed
      • addedInput schema / properties / encoding
        Added value: +{
+  "description": "Encoding of *_content (default base64)",
+  "enum": [
+    "base64",
+    "text"
+  ],
+  "type": "string"
+}
      • addedInput schema / properties / file_a_content
        Added value: +{
+  "description": "Alternative to file_a: base64/text bytes",
+  "type": "string"
+}
      • addedInput schema / properties / file_a_name
        Added value: +{
+  "type": "string"
+}
      • addedInput schema / properties / file_b_content
        Added value: +{
+  "description": "Alternative to file_b: base64/text bytes",
+  "type": "string"
+}
      • addedInput schema / properties / file_b_name
        Added value: +{
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "file_a",
-  "file_b",
-  "fields"
-]New value: +[
+  "fields"
+]
    • Addedprofile
    • Addedretrieve_similar
    • Addedreview_config
    • Addedrollback
    • Changedrun_transforms4 fields changed
      • addedInput schema / properties / encoding
        Added value: +{
+  "description": "Encoding of *_content (default base64)",
+  "enum": [
+    "base64",
+    "text"
+  ],
+  "type": "string"
+}
      • addedInput schema / properties / file_content
        Added value: +{
+  "description": "Alternative to file_path: file bytes (base64 default, or raw with encoding='text')",
+  "type": "string"
+}
      • addedInput schema / properties / filename
        Added value: +{
+  "description": "Original filename when using file_content",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "file_path"
-]New value: +[]
    • Changedscan_quality4 fields changed
      • addedInput schema / properties / encoding
        Added value: +{
+  "description": "Encoding of *_content (default base64)",
+  "enum": [
+    "base64",
+    "text"
+  ],
+  "type": "string"
+}
      • addedInput schema / properties / file_content
        Added value: +{
+  "description": "Alternative to file_path: file bytes (base64 default, or raw with encoding='text')",
+  "type": "string"
+}
      • addedInput schema / properties / filename
        Added value: +{
+  "description": "Original filename when using file_content",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "file_path"
-]New value: +[]
    • Addedschema_match
    • Addedsensitivity
    • Changedsuggest_pprl4 fields changed
      • addedInput schema / properties / encoding
        Added value: +{
+  "description": "Encoding of *_content (default base64)",
+  "enum": [
+    "base64",
+    "text"
+  ],
+  "type": "string"
+}
      • addedInput schema / properties / file_content
        Added value: +{
+  "description": "Alternative to file_path: file bytes (base64 default, or raw with encoding='text')",
+  "type": "string"
+}
      • addedInput schema / properties / filename
        Added value: +{
+  "description": "Original filename when using file_content",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "file_path"
-]New value: +[]
    • Addedupload_dataset
  2. 42 tool updates
    • First observedadd_correction
    • First observedagent_approve_reject
    • First observedagent_compare_strategies
    • First observedagent_deduplicate
    • First observedagent_explain_cluster
    • First observedagent_explain_pair
    • First observedagent_match_sources
    • First observedagent_review_queue
    • First observedanalyze_data
    • First observedauto_configure
    • First observedcontroller_telemetry
    • First observedcreate_domain
    • First observedexplain_match
    • First observedexport_results
    • First observedfind_duplicates
    • First observedfix_quality
    • First observedget_cluster
    • First observedget_golden_record
    • First observedget_stats
    • First observedidentity_conflicts
    • First observedidentity_history
    • First observedidentity_list
    • First observedidentity_merge
    • First observedidentity_resolve
    • First observedidentity_split
    • First observedlearn_thresholds
    • First observedlist_clusters
    • First observedlist_corrections
    • First observedlist_domains
    • First observedmatch_record
    • First observedmemory_export
    • First observedmemory_stats
    • First observedpprl_auto_config
    • First observedpprl_link
    • First observedprofile_data
    • First observedrun_transforms
    • First observedscan_quality
    • First observedshatter_cluster
    • First observedsuggest_config
    • First observedsuggest_pprl
    • First observedtest_domain
    • First observedunmerge_record

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TDQS

C2.6/5.0
Disambiguation1/5

Multiple tools are explicit aliases (e.g., dedupe/find_duplicates, match/match_record, explain_cluster/agent_explain_cluster) creating redundant entry points. Additionally, overlapping functionality exists between tools like add_correction and agent_approve_reject for approvals, and between find_duplicates, match_record, and agent_deduplicate for matching, making it difficult for an agent to select the correct tool.

Naming Consistency3/5

Tool names are mostly snake_case and readable, but follow multiple conventions: verb_noun (list_clusters, run_transforms), subject_verb (identity_merge, identity_split), and an agent_ prefix group (agent_approve_reject). This mixing of patterns, while not chaotic, lacks a uniform style.

Tool Count1/5

With 77 tools, the count is extremely high for an entity resolution server. Many are aliases or near-duplicates, inflating the surface unnecessarily. This exceeds the typical well-scoped range and creates a heavy, cluttered interface.

Completeness4/5

The server covers a wide range of entity resolution tasks: ingestion, profiling, configuration, matching, analysis, identity management, corrections, auditing, and exports. Minor gaps exist, such as no tool to list uploaded datasets or delete runs cleanly, but overall coverage is comprehensive for the domain.

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