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MCP servers tagged data-contracts
10 live MCP servers tagged "data-contracts", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with data-contracts.
Openmetadata
The Open Context Layer for Data and AI , OpenMetadata is the open platform for building trusted data context and business semantics for humans, AI assistants, and agents.
OpenDQV
Open-source, contract-driven data quality validation. Shift-left enforcement at the point of write — before data enters your pipeline.
Bedrock
Verified self-healing web scrapers. Every AI repair is tested against golden fixtures before it ships, and every row carries a provenance receipt with its full heal lineage. Built…
Compliance Drift Sentinel
AI agent that predicts downstream report breakage from upstream schema changes using DataHub lineage — Build with DataHub Agent Hackathon (Wildcard)
Skifer
Declarative data engineering for Spark and Databricks: YAML pipelines, certified data contracts, and a governed semantic layer that agents can query with evidence.
Dcvpg
Data Contract Validator & Pipeline Guardian. Catch schema drift, quality violations, and freshness SLA breaches before they reach production.
Tool Forge
A linter for MCP / agent tool schemas — reads a tool definition the way an LLM does, flags ambiguity and missing types, scores clarity, and previews the agent tool-call. Data cont…
Sqlproctor
Deterministic semantic verification for agent-generated SQL.
EXIF Metadata Remover Tool 2026
Remove GPS, camera, and EXIF metadata from photos in one click. Batch process JPG, PNG, TIFF files without losing image quality.
Metricmine
Contract-driven medallion pipeline with a served context layer. Reference implementation, runs locally on one command.