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Best of

Best data analytics MCP servers

Data and analytics servers query warehouses, BI tools, and product analytics. Servers that aggregate at the source scale better than ones that dump whole tables into the prompt. 1331 published MCP servers match this ranking. The highest trust scores right now are datatomcp at 62, CallRail MCP by InsightfulPipe at 62, BigQuery MCP by InsightfulPipe at 62. The order is the published trust score: registry record, license, maintenance, popularity, documentation, and security signals. Featured slots, when an editor sets them, are labeled and do not change the score. Best data analytics MCP servers is not a paid placement.

Best of

Full ranking

Every server that matches this ranking, ordered by trust score.

1,331 servers
Trust score 35 of 100, Limited

73 local deterministic tools: GTIN, feeds, CSV-XLSX, Digital Link QR, e-invoices. Rules cited.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: F. 38/100 for listing completeness. Lost points: short README, no listed tools, no repository link.Maintenance: Not graded. No commit or release date has been recorded.
— stars56/wk weekly downloads— tools
Fresha by Cotlet logo
Trust score 34 of 100, Limited

Appointments, clients, sales and reviews for salons and spas.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: A. Last commit or release 11 days ago.
7 stars—/wk weekly downloads— tools
Tradify by Cotlet logo
Trust score 34 of 100, Limited

Jobs, quotes, invoices and schedule in Tradify.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: D. 43/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: A. Last commit or release 11 days ago.
6 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

Dataloupe

by aurelio-nakamura · TypeScript

Offline MCP server to explore CSV/JSON/Parquet/Excel: preview, query, diff, render interactive HTML

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
4 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

MaxStat MCP

by fbmdata · JavaScript

Search 408K+ MAX channels and 86M+ posts; metrics, reactions, forwards, webhooks and usage.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: C. Last commit or release 3 months ago.
3 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

Estonian court decisions: full-text case-law search, each ruling linked to its companies. Free.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 3 months ago.
2 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

GA4 MCP that reads AND writes: reports, funnels, audits, and server-side events. 26 tools.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
2 stars—/wk weekly downloads— tools
Trust score 34 of 100, Limited

MCP server for spreadsheet files (.xlsx, .csv, .ods) - cell-level ops + DuckDB SQL engine.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
2 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

Datasets for founders: directories, newsletters, and agencies, with metrics attached.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 5 months ago.
61 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

Network topology editor — Claude builds diagrams via MCP. nmap/CSV import, one-click SSH.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: D. 43/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: C. Last commit or release 5 months ago.
3 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

Estonian Business Register: companies, people, beneficial owners, trademarks. Free, no API key.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: C. 65/100 for listing completeness. Lost points: no listed tools, short summary.Maintenance: C. Last commit or release 3 months ago.
1 stars—/wk weekly downloads— tools
YouTube Trends MCP logo
Trust score 33 of 100, Limited

YouTube search interest and trend data over time, with growth metrics. Free key at trendsmcp.ai

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

Deterministic verification for AI-generated analysis: run a spec, inspect or diff a workbook

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 3 months ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

Profile local CSV, Parquet, JSON and Excel files into a compact data-quality summary.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 3 months ago.
1 stars—/wk weekly downloads— tools
Revinho logo
Trust score 33 of 100, Limited

Read-only SaaS business intelligence from GA4, Stripe, and Google Search Console.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

Gaffer

by gaffer-sh · TypeScript

Test analytics for AI agents: test history, flaky tests, failure clusters, coverage.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
1 stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

rum-analytics

Unknown author

RUM platform for web performance analytics, Core Web Vitals, and third-party script monitoring.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

statsig-mcp-server

Unknown author

MCP server for Statsig API - interact with Statsig's feature flags, experiments, and analytics

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

Provides access to live sports data and analytics from BALLDONTLIE: The Sports API

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

mcp-server

Unknown author

Marketing intelligence MCP server providing campaign performance data and analytics tools.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 33 of 100, Limited

fitaf-ai-fitaf-mcp

Unknown author

Track workouts, nutrition, body metrics, habits, and SMART goals with insights and trends. Connect…

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
50heads logo
Trust score 32 of 100, Limited

50heads

by 50heads · Python

Ask fifty verified people a five-second question and see what they think.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: A. Last commit or release 25 days ago.
1 stars335/wk weekly downloads— tools
Trust score 32 of 100, Limited

The complete open-source SEO data stack for AI agents: 7 sources, 86 tools, one MCP server

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: A. 90/100 for listing completeness. Lost points: short summary, no docs link.Maintenance: C. Last commit or release 3 months ago.
1 stars—/wk weekly downloads40 tools
Trust score 32 of 100, Limited

MCP server for GroupDocs.Viewer — render pages as PNG and inspect view info via AI agents.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads— tools