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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.

67
live servers
36
avg trust
758
most stars
1

DataEval/dingo

MigoXLab

Dingo: A Comprehensive AI Data, Model and Application Quality Evaluation Tool

★ 758updated yesterdayApache-2.0
87
2

Awesome Data Catalogs

📙 Awesome Data Catalogs and Observability Platforms.

64
3

DataEval/dingo

based evaluation capabilities and rules&prompts listing.

59
4

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…

44
5

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…

44
6

Chronos

⏳ CHRONOS — Autonomous Data Incident Root Cause Analysis Agent. Triple-graph architecture (OpenMetadata + Graphiti + GitNexus) powered by LangGraph. Travels through metadata time…

★ 14
39
7

OpenDQV

Open-source, contract-driven data quality validation. Shift-left enforcement at the point of write — before data enters your pipeline.

39
8

AURUM

RajaMDM

Raw data in. Hallmarked golden records out. ASSAY → UNEARTH → REFINE → UNFURL → MARK

★ 5updated 5 months ago
34
9

AI Assistant Platform

OlehDatsyk

Build and manage modular AI agents with multi-model support, document RAG, memory, and tool integration using FastAPI and SQLite.

★ 2
34
10

Nobulex Registry

arian-gogani

Python prototype for financial decision integrity: evidence checks, deterministic PERMIT/BLOCK/ESCALATE decisions, and signed receipts. Includes offline failure examples. Not a pr…

★ 2updated 6 days ago
34
11

Precis

AirSaiga

🧪 Alpha — Local-first visual data quality platform. Visual DAG editor + schema-aware validation for Excel/CSV. Feedback welcome.

★ 2updated 14 days ago
34
12

LLM Dataset Studio

artificialguybr

Local-first text and LLM dataset curation studio for JSONL, SFT, DPO, conversations, agent traces, quality review, versioning, exports, MCP, and modular AI plugins.

★ 2updated 25 days ago
34
13

Almanac

bsreecharanreddy

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…

★ 2updated 2 days ago
34
14

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…

★ 1
34
15

Bedrock

GautamTalksDev

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…

★ 1
34
16

Knovaryn

waalwalker1

Open, MCP-native training-data foundry: turn permitted documents into traceable, quality-gated SFT and preference datasets.

★ 1updated a month ago
34
17

Skifer

morzu117

Declarative data engineering for Spark and Databricks: YAML pipelines, certified data contracts, and a governed semantic layer that agents can query with evidence.

★ 1
34
18

Semantic Metrics Modeling Assistant

venugopal743

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…

★ 1updated 4 months ago
34
19

Chronos

guglxni

⏳ CHRONOS — Autonomous Data Incident Root Cause Analysis Agent. Triple-graph architecture (OpenMetadata + Graphiti + GitNexus) powered by LangGraph. Travels through metadata time…

★ 1updated 5 months ago
34
20

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…

34
21

aegis-dq/aegis-dq

logged with cost and latency.

34
22

haiiibin/data-profiler-mcp

mcp`.

34
23

Piiscan

PII discovery across warehouses and lakes (data-side scanner)

34
24

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…

34
25

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…

34
26

Tallowfield Technologies Data Quality MCP

Data quality mcp-server for Tallowfield Technologies — CPU-only, no GPU available in the target environment

34
27

AI Assisted Insights Agent

MCP agent translating natural language questions into explainable, reproducible data insights with built-in quality checks and semantic layer integration.

34
28

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,…

34
29

DataSentinel

DataSentinel is an autonomous agent-based pipeline that leverages the Model Context Protocol to securely automate data auditing and insight.

34
30

Dcvpg

Data Contract Validator & Pipeline Guardian. Catch schema drift, quality violations, and freshness SLA breaches before they reach production.

34
31

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…

34
32

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.

34
33

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…

34
34

Dq MCP

MCP server exposing dbt-style data quality checks so an agent inspects your data instead of guessing about it.

34
35

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)

34
36

Graphoath

lx-singw

The citation-gated control plane for AI agents acting on DataHub

34
37

Comex Brasil

PHIAI-IO

Servidor MCP de comércio exterior do Brasil — com as armadilhas do dataset corrigidas na resposta

updated a month ago
34
38

Schemadrift

cognis-digital

Schema-change detector and data-contract tests

34
39

Web Data MCP

fctpe

Quality-gated web data for AI agents: MCP server for Apify actors with schema validation, quality scoring, anti-blocking retries, and RAG-ready output

34
40

Decube

api-evangelist

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…

34
41

Datahub Provenance Sentinel

emmanuelist

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.

34
42

Delivery Engine

MohdSaifHussain

Project patterns as governed, executable workflows — agent proposes, deterministic tools dispose, human governs

updated 2 months ago
34
43

Operator Etl

khaosans

Agentic ETL pipeline for FOIA & public comments — LangGraph, MCP, PII vault, Medallion warehouse (DuckDB/BigQuery)

updated a month ago
34
44

Embedaudit

cognis-digital

Embedding / vector-store drift and poisoning audit

34
45

Lineagemap

cognis-digital

Column-level lineage extracted from SQL and dbt

34
46

Premortem Datahub

prasadt1

Premortem — how it breaks, before you merge (DataHub schema-change rehearsal)

34
47

Crewai Output Guard Example

agenson-tools

CrewAI + Agent Output Guard: validated task handoffs with zero LLM cost. Schema validation, hallucination detection, self-healing crews with retry.

34
48

Lineage Guard

milos-plavsic

Lineage-aware incident triage and selective containment for DataHub

34
49

Praxis Datahub

Marc-Dvci

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…

34
50

Sqlproctor

debabsah

Deterministic semantic verification for agent-generated SQL.

34
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