Analytics
MCPs for data analytics, BI, and dashboards
TL;DR
Analytics MCP servers expose data warehouses, BI dashboards, and product analytics to agents. They let an agent answer 'how's the business doing' by pulling live data and synthesizing a narrative. Combine with database + messaging MCPs for auto-generated exec reports.
About Analytics
Analytics MCPs connect agents to data warehouses (DuckDB, ClickHouse, BigQuery), BI tools (Grafana, Metabase, Looker), and product analytics (PostHog, Mixpanel, Amplitude). Agents can query, chart, and narrate data in natural language.
Common use cases
- Generate a weekly business summary from product analytics
- Build ad-hoc cohort analyses by natural-language description
- Auto-create Grafana dashboards from a description
- Investigate anomalies by letting an agent drill into the data
- Power 'ask your data' chatbots for non-technical users
Related recipes
Data Lake Queries
Query Parquet files directly from S3 using DuckDB without any ETL. Results are returned in seconds for ad-hoc analytics.
Database Monitoring Dashboard
Stream Postgres metrics — query latency, lock waits, vacuum stats — into Grafana for a live operations dashboard.
Analytics Dashboard
Connect ClickHouse to Grafana to build real-time analytics dashboards over billions of events with sub-second query times.
Related tags
Frequently asked questions
Can agents write SQL on their own?
Yes — modern LLMs write surprisingly good SQL, especially when the MCP exposes schema metadata. Always scope to read-only for safety.
Do analytics MCPs support charts?
Grafana, Metabase, and Looker MCPs can create/update dashboards. DuckDB/ClickHouse return raw data the agent can then render.
How do I handle large result sets?
Add LIMIT clauses, ask the agent to summarize first, or use streaming responses. Never dump 100k rows into the LLM context.
Can agents join data across warehouses?
Yes — DuckDB is often used as the federation layer. It can query Postgres, S3 Parquet, and ClickHouse in a single SQL statement.
Install Analytics MCPs
Browse the full directory or explore all tags to find the right MCPs for your stack.