🔧
125★ stars
0weekly installs
8 days agolast release
Provenancewhere it came from, and what was verified
✓
Verified namespace
Published to the official MCP registry by github.com/benseverndev-oss, which proved it owns this namespace.
Verified owner: github.com/benseverndev-oss ↗io.github.benseverndev-oss/goldenmatch
🛡 Permissions & trustwhat this server can touch before you run it
◆
Network access
Connects to a hosted remote endpoint.
About
Find duplicate records in 30 seconds. Zero-config entity resolution, 97.2% F1 out of the box.
Packages & transports
pypigoldenmatchv3.5.0 · uvx
remotehttps://goldenmatch-mcp-production.up.railway.app/mcp/HTTP
A
Quality 91/100
how much you can lean on this server
Maintenance
45/45
Completeness
35/35
Reliability
11/20
Computed from the server's own data, not a hidden formula. This measures how much you can depend on it, not how popular it is. Stars are shown separately, on purpose. How it's scored →
B
Tool definition quality 76/100
how well its 77 tools describe themselves to an agent
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▸agent_compare_strategies79B
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▸incremental95A
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▸identity_list58C
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▸identity_merge83B
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▸identity_split83B
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▸identity_claim92A
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▸identity_resolve_conflict83B
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▸identity_audit68C
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▸identity_stats81B
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▸identity_worklist75B
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▸plan_routing75B
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▸get_golden_record90A
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▸evaluate83B
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▸analyze_blocking77B
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▸compare_clusters93A
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▸list_runs68C
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Structural, not an LLM's opinion: each check is a fact about the tool's schema, so it's reproducible. One weak tool drags the score (60% average, 40% worst). How it's scored →
For the maintainer
Raise this grade
up to +9 on qualityOwn this server? Here's exactly what to change, biggest wins first. Every number below is a fixed point value, so you can see what each edit is worth before you make it.
+9
Collect working reviewsReliability
With no reviews this sits at a neutral 11. Reviews reporting it works push it toward the full 20.
Tool definitions to fix first
identity_list58/100
- Description is short (55 chars). Expand past 60 for full credit.
- 5 of 5 params have no description: `path`, `limit`, `offset`, `status`, +1 more. Describe each one.
- No `required` array. Declare which params are mandatory so an agent knows what it must provide.
identity_conflicts58/100
- Description is short (44 chars). Expand past 60 for full credit.
- 2 of 2 params have no description: `path`, `dataset`. Describe each one.
- No `required` array. Declare which params are mandatory so an agent knows what it must provide.
agent_explain_pair65/100
- Description is short (46 chars). Expand past 60 for full credit.
- 4 of 4 params have no description: `exact`, `fuzzy`, `record_a`, `record_b`. Describe each one.
agent_explain_cluster65/100
- Description is short (43 chars). Expand past 60 for full credit.
- 1 of 1 params have no description: `cluster_id`. Describe each one.
Already earned (5) ▾Already earned (5) ▴
✓Describe what it does+11
✓Give an install path+11
✓Declare a license+7
✓Link the source+6
✓Keep it active+45
These are structural checks, so the fixes are exact. See the full formula →
Add a badge to your README
[](https://socketcat.com/servers/io.github.benseverndev-oss/goldenmatch)Shows your live quality grade and links back here. It updates itself as the grade changes.
Reviews
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Add to your client
Pick your client, copy, paste into its config. That's the whole setup.
~/.claude/claude_desktop_config.json
{
"mcpServers": {
"goldenmatch": {
"command": "uvx",
"args": [
"goldenmatch"
]
}
}
}▶ Try itlive against goldenmatch-mcp-production.up.railway.app
This server has a hosted endpoint, so we can connect and list its actual tools right here. Nothing runs on your machine.