MCP server category
Data platforms MCP servers: comparison and full list
The Data platforms category lists 39 open-source MCP servers, checked on GitHub. The best scored on our grid are MCP server chart, Dbt MCP, and GitLab MCP Server (zereight). 72% received a commit in the last three months.
What Data platforms MCP servers are for
Data platform MCP servers connect an AI agent to tools for transforming, querying, or presenting information. They can help explain models, prepare visualizations, or work with event pipelines. This category serves analysts, data teams, and product teams using these platforms in their work. Dbt MCP exposes dbt-related capabilities, including metadata discovery and semantic layer queries. MCP server chart generates visual charts using AntV. You might ask: “Inspect the available model metadata, then prepare a chart from the dataset I provide.” The available workflow depends on which platform functions the server exposes and whether your permissions allow inspection, editing, or deployment.
Example uses:
- Explore dbt project metadata to understand the available models before preparing an analysis for your team.
- Generate a chart from supplied data to make the results easier to inspect during a review.
- Validate and simulate a walkerOS pipeline before submitting its deployment for review by the responsible team.
- Produce a Mermaid diagram representing a data flow described in your project’s existing technical documentation.
The category in figures
Of the 39 servers in the category (1% of the directory), 12 are official vendor implementations, 92% declare a licence, 5 offer a remote server and 10 need at least one API key or token according to the MCP registry. The median repository has 17 stars.
All Data platforms MCP servers
Click a header to sort. Score out of 100: adoption, maintenance and framework (licence, registry, official status); risk: system access, secrets, licence, abandonment.
| Server | Stars | Last commit | Licence | Risk | Score |
|---|---|---|---|---|---|
| MCP server chart ◆ Generate visual charts using AntV. | 4,402 | Aug 27, 2026 | MIT | moderate | 91 |
| GitLab MCP Server (zereight) GitLab MCP server for projects, merge requests, issues, pipelines, wiki, releases, and more. | 2,063 | Oct 24, 2026 | MIT | moderate | 78 |
| MCP mermaid Generate Mermaid diagrams and charts dynamically. | 646 | May 15, 2026 | MIT | low | 72 |
| Dbt MCP ◆ dbt integration: dbt Core and Cloud CLI, project metadata discovery, model information and semantic layer queries. | 612 | Oct 23, 2026 | Apache-2.0 | low | 83 |
| WalkerOS Flow Build, validate, simulate, and deploy walkerOS event pipelines | 347 | Oct 23, 2026 | MIT | moderate | 76 |
| Quackback Open-source customer feedback platform: search and triage posts, update statuses, comment, vote, manage roadmaps, merge duplicates and publi | 329 | Oct 22, 2026 | AGPL-3.0 | low | 70 |
| Search Console MCP Interact with Google Search Console and Bing Webmaster Tools. | 308 | Oct 21, 2026 | MIT | moderate | 75 |
| MCP echarts Generate visual charts dynamically using Apache ECharts. | 270 | Aug 27, 2026 | MIT | low | 64 |
| Operational ontology Operational ontology reference implementation: tools generated from a typed business domain model, with rule-checked, audited writes to syst | 195 | Oct 19, 2026 | MIT | low | 68 |
| OpenDataMCP Connect any open data source to LLMs. | 155 | Dec 20, 2024 | MIT | moderate | 39 |
| ClariLayer Individual-analyst context layer: recall, remember, and reconcile your data and engineering context. | 76 | Sep 17, 2026 | — | moderate | 49 |
| Webfetch Self-hosted web search for LLM agents: search -> fetch -> rank pipeline with semantic caching | 60 | Jul 23, 2026 | MIT | moderate | 51 |
| MCP Superset Apache Superset: dashboards, charts, datasets, SQL Lab, security (users, roles, RLS, groups) and permissions audit, with built-in safety val | 59 | Oct 20, 2026 | MIT | moderate | 68 |
| MCP databricks server Run SQL queries, list jobs and get job status via the Databricks API. | 50 | Apr 24, 2025 | — | high | 24 |
| Kafka schema reg MCP Kafka Schema Registry management across multiple registries, including schema migration. | 32 | Oct 24, 2026 | MIT | low | 60 |
| Agrobr MCP Brazilian agricultural data: prices, crop estimates, climate and deforestation from public sources including CEPEA, CONAB, IBGE, INPE and B3 | 29 | Oct 10, 2026 | MIT | low | 65 |
| Mq bridge Move data between Kafka, NATS, RabbitMQ, MQTT, IBM MQ, SQL databases, MongoDB, files and HTTP: publish messages and run copy routes with end | 25 | Oct 24, 2026 | Apache-2.0 | low | 64 |
| Switzerland MCP 🇨🇭 Swiss open data: transport, weather, geodata, companies, parliament and more. | 25 | Oct 19, 2026 | MIT | low | 64 |
| Dbt docs MCP dbt-core (OSS) project metadata, model and column-level lineage, and dbt documentation. | 23 | Aug 19, 2025 | MIT | moderate | 31 |
| Databricks genie MCP Databricks Genie API: ask natural language questions, run SQL queries and interact with Databricks conversational agents. | 17 | Apr 18, 2025 | MIT | moderate | 29 |
| Powerbi analyst MCP Query Power BI semantic models: browse workspaces, tables and measures, run DAX queries and page large results via local CSV. | 14 | Apr 15, 2026 | MIT | low | 36 |
| Qlik MCP Query Qlik Cloud apps and sheets and extract data from visualizations, with authentication and rate-limiting support. | 11 | Jul 27, 2025 | MIT | moderate | 27 |
| Pipedrive CRM Manage Pipedrive CRM deals, persons, organizations, activities, products, projects, tasks, leads, notes and mail, with opt-in delete tools. | 10 | Oct 24, 2026 | MIT | moderate | 60 |
| MCP server iaptic ◆ Ask iaptic about customer purchases, transaction data and app revenue statistics. | 9 | Sep 21, 2026 | MIT | low | 60 |
| MCP flowcore platform ◆ Interact with Flowcore to perform actions, ingest data, and analyze and cross-reference data in your own or public data cores. | 9 | May 12, 2025 | — | high | 27 |
| MCP Analytics Statistical analysis, forecasting and ML on CSV files or live data from Shopify, Stripe, GA4 and more, with interactive HTML reports. | 8 | Oct 24, 2026 | MIT | low | 65 |
| Brasil data MCP Brazilian public data via BrasilAPI: companies (CNPJ), addresses (CEP), banks (BACEN) and national holidays. | 8 | Sep 15, 2026 | MIT | low | 49 |
| Google searchconsole MCP Google Search Console SEO tools: search analytics, URL inspection, sitemap management, keyword opportunities, brand analysis and performance | 7 | Apr 3, 2026 | MIT | low | 33 |
| Mercadolibre MCP Search MercadoLibre products, get item details, browse categories, track trends and convert currencies across Latin America. | 6 | Mar 9, 2026 | MIT | low | 33 |
| Metabase MCP Metabase integration: natural-language data analysis, dashboard management, SQL queries and automated insights, with SQL guardrails and audi | 5 | Aug 8, 2026 | MIT | low | 47 |
| Capsulemcp Capsule CRM: contacts, opportunities, projects, tasks, timeline activity, filters, workflow tracks and file attachments, with an optional re | 5 | Oct 21, 2026 | Apache-2.0 | low | 52 |
| Sugra API ◆ World data from primary sources via the Sugra API: markets, macroeconomics, company fundamentals, government, news, climate, maritime and en | 3 | Oct 23, 2026 | MIT | moderate | 65 |
| Astrofabric MCP ◆ Business intelligence: company and contact discovery, verification, enrichment, business signals, lists and governed delivery. | 1 | Sep 30, 2026 | MIT | low | 55 |
| Datanika core ◆ Datanika, the open-source ELT and dbt platform: browse connections, preview data, run dbt transforms, monitor runs and manage pipelines. Rea | 0 | Sep 26, 2026 | AGPL-3.0 | moderate | 60 |
| CivicDataForge Public Records Data ◆ US government records (short-term rental permits, lodging licenses, property violations, healthcare exclusions, EPA ECHO) and Norwegian comp | 0 | Oct 15, 2026 | MIT | low | 60 |
| Scrupp MCP server ◆ Scrupp: export LinkedIn, Sales Navigator and Apollo searches, find decision makers, and find and verify work emails. | 0 | Oct 18, 2026 | MIT | moderate | 60 |
| Bouncewatch MCP ◆ Track company events such as funding, senior hires, partnerships and expansion, with dated, weighted signals, natural-language queries and w | 0 | Aug 21, 2026 | MIT | low | 50 |
| Echoloc MCP ◆ Company technographics from hiring data: find companies adopting, replacing or evaluating technologies and enrich domains with firmographics | 0 | Jul 29, 2026 | MIT | low | 50 |
| Greencalculus MCP ◆ Greenhouse-gas emission factors and carbon calculations (activity, embodied EN 15978, PCAF financed emissions) with source references and da | 0 | Sep 16, 2026 | MIT | low | 50 |
Official servers
Published by the service's own vendor (per the awesome-mcp-servers list): they usually track the API closely and are better maintained.
- MCP server chart 4.4K ★
- Dbt MCP 612 ★
- MCP server iaptic 9 ★
- MCP flowcore platform 9 ★
- Sugra API 3 ★
- Astrofabric MCP 1 ★
- Datanika core 0 ★
- CivicDataForge Public Records Data 0 ★
- Scrupp MCP server 0 ★
- Bouncewatch MCP 0 ★
- Echoloc MCP 0 ★
- Greencalculus MCP 0 ★
Choosing and securing
Choose according to your task: metadata discovery, semantic queries, pipelines, or visualization. Check supported versions and the functions actually available through MCP. Review permissions, maintenance, licensing, and documentation for input and output formats. Compare local and remote data processing. For deployment tools, look for explicit validation steps and clear identification of the target environment. Confirm that generated outputs can be inspected outside the agent’s conversational explanation.
Platforms may expose customer data, calculation rules, and internal metadata. Charts can also reveal sensitive information through labels or exported files. Restrict accessible sources and review output destinations. Model descriptions and event content may carry injected instructions that the agent should treat as data. Separate simulation from deployment, approve pipeline changes, and check that transformations preserve the intended meaning of the information used in the analysis.
Before connecting a server to an agent with access to your data, run the AI agent security check.
Most recent
- Scrupp MCP server created September 15, 2026
- Astrofabric MCP created August 25, 2026
- Greencalculus MCP created August 21, 2026
- Bouncewatch MCP created August 18, 2026
- Echoloc MCP created July 28, 2026
Other categories
Learn more
Frequently asked questions
What is the best Data platforms MCP server?
On our grid (adoption, maintenance, framework), MCP server chart (91/100), Dbt MCP (83/100), and GitLab MCP Server (zereight) (78/100) come first. The right choice mostly depends on the service you need and the rights you are willing to grant.
Are these servers free?
92% declare an open-source licence and are free to use. 10 need an API key: the connected service may be paid.
Does a generated chart validate the analysis?
No. You still need to check source data, filters, aggregations, and the chosen representation. A readable chart may hide an incorrect metric definition. Ask the agent to explain transformations and compare the output with known examples before relying on it for a decision or sharing it with others.
How does this differ from a database server?
A platform server may expose product-specific models, metrics, pipelines, or visualization functions. A database server often focuses on schemas and queries. Their capabilities can overlap, and neither category guarantees a particular access level. Choose based on the operations you need and the permissions available in your working environment.
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Neutrality. No affiliate links. No vendor pays to be reviewed, rated or ranked. Reviews are directed by François Chollet, neutral and factual, and every data point is dated and sourced. How we score