Golden Match

GoldenMatch

Find and remove duplicate records from CSV files. Deduplicate customer lists, merge patient records, clean CRM data. Works with any CSV � auto-detects columns, no config needed. 30 tools: deduplicate…

Quick Start

# Connect this server (installs CLI if needed)
npx -y smithery mcp add benzsevern/goldenmatch

# Browse available tools
npx -y smithery tool list benzsevern/goldenmatch

# Get full schema for a tool
npx -y smithery tool get benzsevern/goldenmatch analyze_data

# Call a tool
npx -y smithery tool call benzsevern/goldenmatch analyze_data '{}'

Direct MCP Connection

Endpoint: https://goldenmatch--benzsevern.run.tools

Tools (27)

• analyze_data — Profile data, detect domain, recommend ER strategy
• auto_configure — Generate optimal matching config from data analysis
• agent_deduplicate — Run full ER pipeline with confidence gating and reasoning
• agent_match_sources — Match two files with intelligent strategy selection
• agent_explain_pair — Natural language explanation for a record pair
• agent_explain_cluster — Explain why records are in the same cluster
• agent_review_queue — Get borderline pairs awaiting approval
• agent_approve_reject — Approve or reject a review queue pair
• agent_compare_strategies — Compare ER strategies on your data
• suggest_pprl — Check if data needs privacy-preserving matching
• get_stats — Get dataset statistics: record count, cluster count, match rate, cluster sizes.
• find_duplicates — Find duplicate matches for a record. Provide field values to search against the loaded dataset.
• explain_match — Explain why two records match or don't match. Shows per-field score breakdown.
• list_clusters — List duplicate clusters found in the dataset. Returns cluster IDs, sizes, and member counts.
• get_cluster — Get details of a specific cluster: all member records and their field values.
• get_golden_record — Get the merged golden (canonical) record for a cluster.
• match_record — Match a single record against the loaded dataset in real-time. Paste a record's fields and instantly see if it matches …
• unmerge_record — Remove a record from its cluster. The record becomes a singleton. Remaining cluster members are re-clustered using stor…
• shatter_cluster — Break an entire cluster into individual records. All members become singletons. Use when a cluster is completely wrong.
• suggest_config — Analyze bad merges and suggest config changes. Provide examples of incorrect merges (pairs that should NOT have matched…
• profile_data — Get data quality profile: column types, null rates, unique counts, sample values.
• export_results — Export matching results to a file (CSV or JSON).
• list_domains — List available domain extraction rulebooks (built-in + user-defined).
• create_domain — Create a custom domain extraction rulebook. Define patterns for a specific data domain (medical devices, automotive par…
• test_domain — Test a domain extraction rulebook against sample records. Shows what features would be extracted from the loaded data.
• pprl_auto_config — Analyze the loaded dataset and recommend optimal PPRL (privacy-preserving record linkage) configuration. Returns recomm…
• pprl_link — Run privacy-preserving record linkage between two parties' data. Computes bloom filters, matches records without sharin…

# Get full input/output schema for a tool
npx -y smithery tool get benzsevern/goldenmatch