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MCP servers tagged data-quality
67 live MCP servers tagged "data-quality", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with data-quality.
DataEval/dingo
Dingo: A Comprehensive AI Data, Model and Application Quality Evaluation Tool
Awesome Data Catalogs
📙 Awesome Data Catalogs and Observability Platforms.
DataEval/dingo
based evaluation capabilities and rules&prompts listing.
Mc Agent Toolkit
Official Monte Carlo toolkit for AI coding agents. Skills and plugins that bring data and agent observability — monitoring, triaging, troubleshooting, health checks — into Claude…
Public Data Lens
MCP-based discovery and judgment layer for Korea’s open data portal—helping AI agents find, compare, and assess datasets with explicit evidence, JSON-LD/DCAT metadata, and version…
Chronos
⏳ CHRONOS — Autonomous Data Incident Root Cause Analysis Agent. Triple-graph architecture (OpenMetadata + Graphiti + GitNexus) powered by LangGraph. Travels through metadata time…
OpenDQV
Open-source, contract-driven data quality validation. Shift-left enforcement at the point of write — before data enters your pipeline.
AURUM
Raw data in. Hallmarked golden records out. ASSAY → UNEARTH → REFINE → UNFURL → MARK
AI Assistant Platform
Build and manage modular AI agents with multi-model support, document RAG, memory, and tool integration using FastAPI and SQLite.
Nobulex Registry
Python prototype for financial decision integrity: evidence checks, deterministic PERMIT/BLOCK/ESCALATE decisions, and signed receipts. Includes offline failure examples. Not a pr…
Precis
🧪 Alpha — Local-first visual data quality platform. Visual DAG editor + schema-aware validation for Excel/CSV. Feedback welcome.
LLM Dataset Studio
Local-first text and LLM dataset curation studio for JSONL, SFT, DPO, conversations, agent traces, quality review, versioning, exports, MCP, and modular AI plugins.
Almanac
An ML platform for work-queue risk, built on the GitHub public event firehose. Point-in-time-correct feature store, PySpark medallion, MLflow serving, and a bounded LLM agent whos…
Semantic Metrics Modeling Assistant
MCP agent for semantic metrics governance with built-in trust scoring, lineage visualization, and conversational metric definition. Designed for data teams working with dbt, LookM…
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…
Knovaryn
Open, MCP-native training-data foundry: turn permitted documents into traceable, quality-gated SFT and preference datasets.
Skifer
Declarative data engineering for Spark and Databricks: YAML pipelines, certified data contracts, and a governed semantic layer that agents can query with evidence.
Semantic Metrics Modeling Assistant
MCP agent for semantic metrics governance with built-in trust scoring, lineage visualization, and conversational metric definition. Designed for data teams working with dbt, LookM…
Chronos
⏳ CHRONOS — Autonomous Data Incident Root Cause Analysis Agent. Triple-graph architecture (OpenMetadata + Graphiti + GitNexus) powered by LangGraph. Travels through metadata time…
Sudhan30/freshprobe
Data freshness verification for AI agents. Probes endpoints for HTTP cache staleness, latency percentiles, content fingerprinting, TLS health, DNS timing, and redirect chains. Ret…
aegis-dq/aegis-dq
logged with cost and latency.
haiiibin/data-profiler-mcp
mcp`.
Piiscan
PII discovery across warehouses and lakes (data-side scanner)
Gtfs Scorecard
Daily, plain-language GTFS quality scorecards for small transit agencies: the current grade, the three things to fix, and why each one matters. More than 2,600 curated feed record…
DataQ
Data-quality monitoring platform on Great Expectations — author & schedule checks across Snowflake, ADLS, S3 and Unity Catalog; react to ADF/Airflow pipelines; severity-tiered ale…
Tallowfield Technologies Data Quality MCP
Data quality mcp-server for Tallowfield Technologies — CPU-only, no GPU available in the target environment
AI Assisted Insights Agent
MCP agent translating natural language questions into explainable, reproducible data insights with built-in quality checks and semantic layer integration.
MemGuard
Stop AI agents from confidently using stale facts. MemGuard validates memories in Mem0, Zep, Letta & LangMem against reality — trust scores, quarantine, tamper-proof audit trail,…
DataSentinel
DataSentinel is an autonomous agent-based pipeline that leverages the Model Context Protocol to securely automate data auditing and insight.
Dcvpg
Data Contract Validator & Pipeline Guardian. Catch schema drift, quality violations, and freshness SLA breaches before they reach production.
Blast Radius
Autonomous ML supply chain guardian on the DataHub metadata graph, finds every model in the blast radius of an upstream change, files evidence-backed incidents, blocks bad deploys…
Sentinel Engine Crewai
A hierarchical CrewAI crew that watches a Dagster → dbt → DuckDB pipeline, diagnoses 14 injected failure modes, and is scored against a ground-truth ledger.
ExcelliaAI MCP
AI-Powered Spreadsheet Validation & Data Quality Platform Excellia AI is a local-first, AI-driven spreadsheet validation platform built to automate data cleaning, validation, ano…
Dq MCP
MCP server exposing dbt-style data quality checks so an agent inspects your data instead of guessing about it.
Aqueduct Data Agent
Aqueduct — 工业级数据开发 Data Agent:需求文档 → 15 个标准交付物(DDL / ETL SQL / DQC / 血缘 / 设计文档)
Graphoath
The citation-gated control plane for AI agents acting on DataHub
Comex Brasil
Servidor MCP de comércio exterior do Brasil — com as armadilhas do dataset corrigidas na resposta
Schemadrift
Schema-change detector and data-contract tests
Web Data MCP
Quality-gated web data for AI agents: MCP server for Apify actors with schema validation, quality scoring, anti-blocking retries, and RAG-ready output
Decube
Decube — independent third-party profile of a public API surface, by API Evangelist. Decube is a unified data trust platform that combines data observability, discovery, catalogin…
Datahub Provenance Sentinel
Pre-deployment gate that blocks ML models whose features are derived from the prediction target, proven by DataHub lineage rather than inferred from column names.
Delivery Engine
Project patterns as governed, executable workflows — agent proposes, deterministic tools dispose, human governs
Operator Etl
Agentic ETL pipeline for FOIA & public comments — LangGraph, MCP, PII vault, Medallion warehouse (DuckDB/BigQuery)
Embedaudit
Embedding / vector-store drift and poisoning audit
Lineagemap
Column-level lineage extracted from SQL and dbt
Premortem Datahub
Premortem — how it breaks, before you merge (DataHub schema-change rehearsal)
Crewai Output Guard Example
CrewAI + Agent Output Guard: validated task handoffs with zero LLM cost. Schema validation, hallucination detection, self-healing crews with retry.
Lineage Guard
Lineage-aware incident triage and selective containment for DataHub
Praxis Datahub
Evidence-bound remediation agent for DataHub-governed data products. Turns one schema-drift incident into a proof-carrying, verified dbt change set — with an MCP server and a Data…
Sqlproctor
Deterministic semantic verification for agent-generated SQL.