Ai Training Data Quality Mcp — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited Ai Training Data Quality Mcp (Agent Skill) and scored it 100/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 0 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
Findings & checks · 0 flagged
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
Assess AI training data quality, detect bias patterns, evaluate dataset provenance, and analyze data pipeline integrity for machine learning systems.
| Tool | Description |
|---|---|
map_data_landscape | Map AI training data landscape for a topic across datasets, papers, repos |
assess_dataset_quality | Score datasets on completeness, recency, documentation, license, engagement |
detect_bias_indicators | Detect bias indicators in AI training data |
analyze_data_provenance | Trace data provenance from source to training set |
score_data_governance | Score data governance across license, privacy, documentation, access |
track_dataset_trends | Track trending datasets and emerging data modalities |
assess_model_data_fit | Assess dataset fit for specific model type requirements |
generate_data_quality_report | Comprehensive AI training data quality report |
AI/Data
Add to claude_desktop_config.json:
{
"mcpServers": {
"ai-training-data-quality-mcp": {
"url": "https://ryanclinton--ai-training-data-quality-mcp.apify.actor/mcp",
"headers": {
"Authorization": "Bearer YOUR_APIFY_TOKEN"
}
}
}
}Add to .cursor/mcp.json:
{
"mcpServers": {
"ai-training-data-quality-mcp": {
"url": "https://ryanclinton--ai-training-data-quality-mcp.apify.actor/mcp",
"headers": {
"Authorization": "Bearer YOUR_APIFY_TOKEN"
}
}
}
}Add to your MCP configuration:
{
"mcpServers": {
"ai-training-data-quality-mcp": {
"serverUrl": "https://ryanclinton--ai-training-data-quality-mcp.apify.actor/mcp",
"headers": {
"Authorization": "Bearer YOUR_APIFY_TOKEN"
}
}
}
}This server requires an Apify API token. Get yours free at Apify Console.
Pay-per-use via Apify. See the Apify Store listing for pricing details.
ai data-quality machine-learning bias-detection training-data
Proprietary - available via Apify Store.
~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.