All servers · Scraping & browsing · Payments & accounting · Datasets & public data

Data Quality Gate - deterministic post-scrape cleaner + verdict

io.github.aidatatools-dev/data-quality-gate · v0.3.0

Measured by MCP Station

Last check	Reachable
Checked at	—
Check success 7 / 30 days	—
First-try success 30 days	—
Median response	—
Lookups 30 days	—
Authentication	No auth
MCP version	2025-06-18
Rank score	—
Declared risk	Not declared (tools carry no read/destructive hints)
Capabilities declared	experimental, tools
Tool definitions	3 tools · with description 100% · input schema is an object 100% · read/destructive hints 0%

Post-scrape data cleaner, no LLM: repairs mojibake, HTML, invisible chars. Plus a verdict.

streamable-http · https://www.aidatatools.dev/api/mcp_server

claude mcp add --transport http data-quality-gate https://www.aidatatools.dev/api/mcp_server

{
  "mcpServers": {
    "data-quality-gate": {
      "url": "https://www.aidatatools.dev/api/mcp_server"
    }
  }
}

check_dataset_quality
Call this before using any dataset. Returns a deterministic quality verdict (RELIABLE / USABLE_WITH_CLEANING / UNRELIABLE) with exact facts: completeness, nulls, type consistency, impossible values, duplicates, outliers, and (on financial/trading data) cross-source price divergence. 100% determinist
clean_scraped_data
PAID TIER, CALLED FROM A FREE ENDPOINT -- READ THIS FIRST: this tool does NOT return your cleaned data, and its response has NO `data` key. It returns {"status": "payment_required", "what_we_found_in_your_data": {...}, "get_the_repaired_data": {...}}. Do not treat its output as cleaned data and do n
clean_scraped_data_audited
PAID TIER, CALLED FROM A FREE ENDPOINT -- READ THIS FIRST: this tool does NOT return your cleaned data, and its response has NO `data` key. It returns {"status": "payment_required", "what_we_found_in_your_data": {...}, "get_the_repaired_data": {...}}. Do not treat its output as cleaned data and do n

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