SERVER

DataQualityForge — Dataset Profiling, Schema Validation, Duplicate Detection & Drift Reports

Rank #161,936

smithery/tofan96you/dataqualityforge-mcp

Data quality execution engine for developers, data teams and operators. Profile datasets for fields, types, null rates, uniqueness and anomalies; validate records against declared schemas and required fields; detect exact duplicate records using identity keys; scan for likely emails, phones and sensitive identifiers without returning raw values; compare current profiles with baselines to detect schema, field and null-rate drift; and generate quality scores with PASS, REVIEW or HOLD downstream import decisions and prioritized repair actions. Raw sensitive values are not returned or persisted. Review findings before modifying or importing data.

Versions unknown

First listed

Oct 12, 2026

Last publish date

—

PURPOSE

What you can do with DataQualityForge — Dataset Profiling, Schema Validation, Duplicate Detection & Drift Reports

DataQualityForge — Dataset Profiling, Schema Validation, Duplicate Detection & Drift Reports is a Model Context Protocol (MCP) server. It ranks #161,936 of 162,202 active servers on MCP Toplist. DataQualityForge — Dataset Profiling, Schema Validation, Duplicate Detection & Drift Reports is listed on Smithery; no version information is available from the registries that list it or from its repository. It was first listed on Oct 12, 2026.

Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. Its registry listings below are the authority on what it does.

CAPABILITIES AND LIMITATIONS

What DataQualityForge — Dataset Profiling, Schema Validation, Duplicate Detection & Drift Reports can and cannot do

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. Check its registry listings below.

REQUIREMENTS

What you need before using DataQualityForge — Dataset Profiling, Schema Validation, Duplicate Detection & Drift Reports

DeclaredRemote authHosted remote, sign-in declared

The hosted endpoint is declared as gated by authentication — connect via its URL and authenticate with the provider (OAuth flow or an API key/header, per its docs).

Declared by Smithery, last synced Oct 28, 2026. Not independently verified by MCP Toplist.

Declared in the registry install config

Hosted endpoint declared as requiring authentication.

INSTALLATION AND FIRST TASK

Connect DataQualityForge — Dataset Profiling, Schema Validation, Duplicate Detection & Drift Reports and confirm it works

Remote · HTTP

claude mcp add --transport http dataqualityforge-mcp https://server.smithery.ai/tofan96you/dataqualityforge-mcp/mcp

This endpoint requires authentication — see the server’s docs for credentials.

Remote · HTTP

[mcp_servers.dataqualityforge-mcp]
url = "https://server.smithery.ai/tofan96you/dataqualityforge-mcp/mcp"

Add to ~/.codex/config.toml. This endpoint requires authentication — see the server’s docs for credentials.

Remote · HTTP

https://server.smithery.ai/tofan96you/dataqualityforge-mcp/mcp

Settings → Connectors → “Add custom connector”, then paste this URL. This endpoint requires authentication — see the server’s docs for credentials.

Remote · HTTP

{
  "mcpServers": {
    "dataqualityforge-mcp": {
      "url": "https://server.smithery.ai/tofan96you/dataqualityforge-mcp/mcp"
    }
  }
}

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). This endpoint requires authentication — see the server’s docs for credentials.

Remote · HTTP

{
  "servers": {
    "dataqualityforge-mcp": {
      "type": "http",
      "url": "https://server.smithery.ai/tofan96you/dataqualityforge-mcp/mcp"
    }
  }
}

Save as .vscode/mcp.json in your workspace. This endpoint requires authentication — see the server’s docs for credentials.

Remote · HTTP

{
  "mcpServers": {
    "dataqualityforge-mcp": {
      "serverUrl": "https://server.smithery.ai/tofan96you/dataqualityforge-mcp/mcp"
    }
  }
}

Add to ~/.codeium/windsurf/mcp_config.json. This endpoint requires authentication — see the server’s docs for credentials.

Remote · HTTP

{
  "mcpServers": {
    "dataqualityforge-mcp": {
      "url": "https://server.smithery.ai/tofan96you/dataqualityforge-mcp/mcp"
    }
  }
}

This endpoint requires authentication — see the server’s docs for credentials.

First successful task

After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed: Oct 12, 2026
Version history: Unavailable — no registry exposes versions and no release tags were found
Requirements evidence: Declared by Smithery, last synced Oct 28, 2026. Not independently verified by MCP Toplist.
Profile checked: Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of: Oct 28, 2026

Registry sightings

Smithery ↗listed since Oct 28, 2026 · still listed

Do you maintain DataQualityForge — Dataset Profiling, Schema Validation, Duplicate Detection & Drift Reports? to correct or enrich this profile.

VERSIONS

Version information unavailable

The registry that lists this server does not expose version metadata, and no release tags were found on the linked repository. MCP Toplist cannot say how, or whether, this server is versioned.

STANDING

#161,936of 162,202 active servers

Ranks ahead of 266 of 162,202 servers on MCP Toplist.

BADGE

Show your rank

Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

Markdown

[![MCP Toplist](https://mcptoplist.com/badge/smithery%2Ftofan96you%2Fdataqualityforge-mcp.svg)](https://mcptoplist.com/server/smithery%2Ftofan96you%2Fdataqualityforge-mcp)

HTML

<a href="https://mcptoplist.com/server/smithery%2Ftofan96you%2Fdataqualityforge-mcp"><img src="https://mcptoplist.com/badge/smithery%2Ftofan96you%2Fdataqualityforge-mcp.svg" alt="MCP Toplist: #161,936 of 162,202" /></a>

Variants: append ?metric=score or ?metric=stars to the image URL.

FAQ

Frequently asked questions

Is DataQualityForge — Dataset Profiling, Schema Validation, Duplicate Detection & Drift Reports listed on the Official MCP Registry?: DataQualityForge — Dataset Profiling, Schema Validation, Duplicate Detection & Drift Reports is not on the Official MCP Registry. It is listed on Smithery.
How many versions does DataQualityForge — Dataset Profiling, Schema Validation, Duplicate Detection & Drift Reports have?: Version information is unavailable for DataQualityForge — Dataset Profiling, Schema Validation, Duplicate Detection & Drift Reports: no registry that lists it exposes version metadata, and no release tags were found on its repository.

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