MCP.Market

GoldenMatch MCP server

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by benseverndev-oss·io.github.benseverndev-oss/goldenmatch·v3.13.0·134 stars
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Find duplicate records in 30 seconds. Zero-config entity resolution, 97.2% F1 out of the box.

C64/100grade C
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Safety scan
C64/100

full report

Adoption
Established

134 stars238 downloads/wk

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GoldenMatch tools

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Public scan report

scanner v0.1.10 · 2026-10-25 · same rubric, same numbers if you re-run it

1 high1 medium
  • Code scan558 source files scanned20/25
  • Live reliabilityremote unreachable: Streamable HTTP error: Error POSTing to endpoint: {"status":"error","code":404,"message":"Application not found","request_id":"hhzlZVt9S3SEd6-69I3ezw"}0/20
  • –Tool poisoningtools not inspected (endpoint requires auth); not countedn/a
  • Auth qualitylocal package, no credentials required12/15
  • Maintenancelast push 0 days ago15/15
  • Maintainer identityregistry namespace matches repository owner7/10

Findings (2)

  • highRemote endpoint did not respondreliability.unreachable

    Streamable HTTP error: Error POSTing to endpoint: {"status":"error","code":404,"message":"Application not found","request_id":"hhzlZVt9S3SEd6-69I3ezw"}

  • mediumeval / new Function usedexec.eval
    goldenmatch-3.13.0/goldenmatch/core/embedding_ops.py: …field model selection, canonicalization eval (#1093). The operations layer for runnin…
Overall 64/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How GoldenMatch compares

Against every graded MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
64/100
higher than 18% of 48,114 servers
Uptime
0%
of our recent checks; the typical remote server answers 100%
Response time
140 ms
faster than 70% of 30,044 servers
GitHub stars
134
more than 95% of 28,851 servers
Downloads a week
238
more than 72% of 15,093 servers with a package

Install GoldenMatch in Claude Code, Cursor or VS Code

claude mcp add --transport http goldenmatch https://goldenmatch-mcp-production.up.railway.app/mcp/
Add to Cursor

What the publisher says

From the GoldenMatch repository's README, as published. We do not edit it. Read it on GitHub

<!-- mcp-name: io.github.benseverndev-oss/goldenmatch -->

Golden Suite

Your customer data lives in a CRM, a billing system, and three spreadsheets nobody owns. Some records are duplicates. Some are the same company spelled four different ways. Nobody can answer how many customers do we actually have, and every dashboard built on top inherits the doubt.

Splink-beating entity resolution, Arrow-native and Rust-fast with zero tuning, feeding a durable identity layer so messy records from every source become stable golden entities with whole-record, Customer-360 provenance.

Zero-config matching that beats expert-tuned Splink head-to-head on messy customer records, in an Arrow-native, Rust-authoritative engine verified from a laptop CSV to a 250M-row dedupe in 11.2 minutes. The identities it produces live in a transaction-native control plane carrying stable entityids, per-field provenance, merge/split, and a tamper-evident audit log, all one call away as a Customer 360. It even owns its primitives**: byte-identical, faster-than-rapidfuzz / jellyfish / FAISS Rust kernels, not rented dependencies.

Python · TypeScript · SQL, at 4-decimal parity · native in Postgres + DuckDB · edge WASM · 70+ MCP tools · beats hand-tuned Splink · 250M rows in 11.2 min

<!-- Headline package: goldenmatch -->

<!-- Quality / proof -->

<!-- Reach -->

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

Grade history

  • 2026-10-25downgradeB → Cscore 64: Remote endpoint did not respond; eval / new Function used

GoldenMatch: common questions

Is GoldenMatch MCP server safe?
With care: it is graded C, so read the findings first (64/100). Read the GoldenMatch safety report
How do I install GoldenMatch?
It runs remotely at goldenmatch-mcp-production.up.railway.app. Add it to Claude Code, Cursor, VS Code or Claude Desktop with the snippets above, or call it through the mcp.market gateway without installing anything.
Does GoldenMatch need an API key?
Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is GoldenMatch maintained?
The last commit was 22 days ago (2026-10-24). The latest release is v3.13.0.
Is GoldenMatch up?
0% of our last 28 checks got an answer. We check remote servers about four times a day.
How does GoldenMatch compare with other MCP servers?
safety score 64/100 (higher than 18% of 48,114 servers); uptime 0% (of our recent checks; the typical remote server answers 100%); response time 140 ms (faster than 70% of 30,044 servers). Full comparison.

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