> Data & Analytics MCP Servers & Apps

Context7 administration server with an embedded teamspace console for viewing usage and spend, libraries and benchmarks, and Docs7 and Ask sites through app-only data tools

Customer retention heatmap for analyzing user cohorts over time

SaaS business projections and financial scenario modeling

Interactive budget allocation tool for financial planning

Scatter chart with clustering for customer segmentation analysis

Connect AI to Jupyter Notebooks for real-time data science workflows

Claude AI control of Jupyter Notebooks for code execution and visualization

PostHog product analytics and feature flags

Natural language Excel interaction with reading, analyzing, and visualizing capabilities

Apache Airflow workflow management

Metabase open source BI and analytics

Business intelligence charts with data transformation and high-quality visualizations

dbt data transformation and analytics engineering

Looker business intelligence and analytics

Observable data visualization and notebooks

Palantir Foundry data platform

Data visualization notebooks with D3.js and interactive exploration

Build interactive dashboards and charts from structured data directly inside MCP Apps-compatible AI clients

Official Hunter server with embedded company-discovery and company-enrichment views for exploring matching organizations and structured firmographic results

WHOOP health and fitness data relay with an interactive recovery, sleep, and strain dashboard rendered inside the chat

Wolfram MCP servers with embedded notebook and Wolfram Alpha result viewers negotiated through the MCP Apps extension

Stateless interactive report and human-in-the-loop survey builder delivered through the MCP Apps extension

Patent Trial and Appeal Board research server with filterable result cards and an interactive recent-downloads panel

Official dbt MCP server with self-contained interactive data apps delivered from linked UI resources

Health data server with interactive factual charts, evidence coverage, export receipts, and an iPhone pairing QR view

FHIR server with an interactive resource explorer and patient chart review dashboard for clinical records, vitals, and labs

Semantic-layer query server with interactive Vega-Lite bar, line, area, scatter, and point charts rendered from tool results

Lightdash metric-query server with an embedded chart renderer that turns structured query results into interactive visualizations

TrainingPeaks server with embedded performance-management charts, weekly summary cards, and structured workout viewers

Agentic analytics server with embedded visualization and artifact viewers for charts, dashboards, and slide presentations

World Bank Data360 server with a self-contained Vega-Lite indicator chart viewer and interactive choice cards for steering data exploration

Garmin Connect app with embedded views for steps, heart rate, sleep, stress, training readiness, recovery, activities, and workouts

Data analytics plugin server with embedded table, chart, and artifact viewers for presenting structured analysis outputs inside the host

Elastic dashboard-building server with embedded previews for dashboards, charts, metrics, and heatmaps created from analytical queries

Plausible Analytics server with an embedded interactive chart for visualizing visitor, pageview, conversion, bounce-rate, and duration metrics

Semantic data platform server with embedded query-results, prompt-browser, and platform-information apps bound to the tools they enhance

Official SAS Viya analytics server with embedded data-grid, import-preview, SAS-log, term-editor, and term-tree views bound to supported tools

Legal citation-validation server with an embedded interactive results panel for matched opinions, name mismatches, ambiguous reporters, and invalid citations

USPTO research server with embedded patent search, XML, family, recent-downloads, and user-management interfaces linked to patent tools

Healthcare interoperability review server with an embedded chart-review workspace for inspecting evidence, configuration, conflicts, and proposed changes

Swiss legal-research server with optional embedded law and decision search interfaces for reviewing results, citations, and full text

NOAA ocean-data server with an embedded conditions card for reviewing live buoy observations and coastal measurements

Scientific data-hub server with an embedded interactive run-report view for processed samples, files, images, spectra, and experiment results

Global-intelligence platform with embedded country-risk, world-brief, market-radar, chokepoint, conflict, disaster, news, prediction-market, and forecast interfaces

TeslaMate analytics server with embedded charging-curve, battery-degradation, and drive-route visualizations bound to vehicle-data tools

Oil-and-gas analytics server with an embedded interactive map for rendering validated and hydrated asset, well, and deal data

GitHub Copilot metrics server with an embedded interactive dashboard for enterprise and organization usage, completions, chat activity, and active users

Open-data router with embedded discovery, table, map, time-series, vulnerability, entity-graph, museum, molecular, news-tone, and trade-flow interfaces

OpenReplay server with embedded session lists, replay playback, funnels, user journeys, web vitals, and interactive analytics charts

Official Tableau server with embedded live workbook and view visualizations that support filtering, drill-down, hover, and in-place selection

Nao analytics agent with embedded story, chart, and map apps linked to data display, exploration, and analytical storytelling tools

Gene-annotation review server with an embedded dashboard of action counts, species coverage, review totals, bar charts, and summary cards

PostHog server with embedded interfaces for queries, recordings, experiments, feature flags, surveys, traces, LLM costs, workflows, and product analytics

O'Reilly course examples with embedded research-result exploration and a filterable CSV sales dashboard containing KPI, revenue, product, region, and channel views

Tableau server with an embedded live dashboard that reports selected marks and visible state back to the model while supporting Tableau Public and authenticated Tableau Cloud

HoloViz server with embedded chart, dashboard, stream, crossfilter, EDA, statistics, time-series, and data-quality viewers for interactive Python analytics

Rakuten Ichiba search server with an embedded bilingual product list, image-aware result cards, and structured item data linked to product-search results

Dependency-light reference server with an embedded statistics bar chart verified across Claude, ChatGPT, and Grok custom connectors

NLWeb reference integration with embedded Schema.org result lists and visualization widgets for charts, maps, and other structured search responses

Self-hosted weather application that links a latitude-and-longitude weather tool to an embedded current-conditions widget inside ChatGPT

Natural-language calculator with an embedded unified view for interactive results, tappable variables, trending calculations, and saved calculation history

Teradata companion app that turns query-result rows into embedded interactive ECharts views with basic, grouped, stacked, horizontal, waterfall, sorted, rounded, and polar chart modes

Austrian Legal Information System server with an embedded interactive result list and a document reader featuring outlines and lazily loaded sections

Agent-composable dashboard with an embedded drag-and-drop board whose sandboxed widgets and layouts are controlled through guarded Boardstate tools

Tutorial collection with embedded EV charging maps, stock summaries and comparisons, price-history charts, and weather interfaces linked to their MCP tools

Data transparency server with a session-scoped embedded datachain view returned by the render_datachain tool through an official MCP Apps HTML resource

Local knowledge search server with embedded result exploration and corpus-statistics interfaces linked to its search and knowledge-stats tools

Enterprise search server with embedded document search, people discovery, connector dashboard, document preview, sync status, team, and connector-setup interfaces

Local-search analytics server with an embedded geographic ranking heatmap connected to scan-report retrieval and supplied with structured grid data outside the model context

Social-media intelligence server with per-tool embedded views for post analysis, creator discovery, comments, trend research, and marketplace product insights across multiple platforms

Tako data-search server with an embedded interactive chart resource linked directly to search tools for exploring and visualizing structured results inside the conversation

Health-record server with a self-contained MyChart connection interface for importing saved accounts, finding health systems, completing sign-in and 2FA, and handling passkey setup

AI coding analytics server with an embedded session card that reports token usage, assigned cost, and detected work types from locally redacted coding-session data

ServiceNow analytics server with an embedded incident dashboard for critical KPIs, volume trends, assignment-group workloads, category distributions, and priority heatmaps

Datadog operations server with an embedded SLO compliance snapshot card that summarizes service-level health, status, error-budget signals, and caveats from aggregated monitoring data

Metadata-governance server with an embedded lineage blast-radius card showing upstream and downstream counts, entity-type breakdowns, top consumers, and owners to notify

Log exploration server with an embedded investigation workspace for running bounded log queries, selecting evidence, and comparing activity across time windows

Database workspace with an embedded chart renderer for bar, line, area, pie, donut, and sunburst visualizations backed by stored query results

Interactive football widgets for World Cup views, live and upcoming matches, match timelines and statistics, standings, and team, player, competition, or manager search

Self-hosted log-intelligence server with an embedded query workspace for searching operational evidence, filtering events, and following investigation actions across logs and fleet data

NYC public-property data server with an embedded map for property searches, parcel details, sales history, comparable sales, tax benefits, and rent-stabilization analysis

Local SEO audit server with embedded dashboards that join Google Search Console history, site crawls, rankings, click trends, technical findings, and keyword performance

Governed Oracle supply-chain dashboard for reviewing stockout exposure and inventory-transfer recommendations, with explicit app-only approval and rejection actions bound to reviewed rows

Formula 1 data server with embedded drivers-championship standings and an animated race-replay view for positions, gaps, incidents, pit stops, weather, and session context

Vehicle-data server with embedded cards for VIN identity and specifications, market-value bands, and open recalls, backed by dedicated render tools and CarsXE data tools

First-party integration collection with embedded VTEX and Magento sales cards, order timelines, product and status analytics, plus YouTube channel performance, video, alert, and live-stream widgets

Experimentation server with embedded persona-breakdown, variant-performance, goal-funnel, and layout-statistics visualizations linked directly to its analytics tools

Research synthesis server with an embedded paper table, clustered literature results, a 14-day reading plan, and BibTeX export

Commerce index server with a dual-host embedded traffic dashboard for analyzing reads by agent class, surface, storefront, and date range

Community MCP server for sending Heap events, enriching user and account profiles, resolving identities, and handling GDPR deletion requests

Official managed MCP connection for building audiences, managing syncs, designing journeys, generating campaign creative, and analyzing performance in Hightouch

AI search client with MCP integrations