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Comparison · Analytics
Calibre vs Keboola
A side-by-side editorial comparison of Calibre and Keboola — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:mcp
Calibre vs Keboola: at a glance
What is Calibre?
Calibre MCP lets your coding agent read RUM and Lighthouse data, then fix the slow code
Calibre now ships a read-only MCP server that gives Claude Code, Cursor, Codex, Copilot, Claude and ChatGPT access to an account's RUM, CrUX and Synthetic data, included on every plan with nothing to install. It lands days after Test Agents moved to Chrome 156 and Lighthouse 13.6.0, which added audits for how AI agents read pages. Admins can disable MCP per organisation and revoke connections, and the Company-plan audit log records them.
What is Keboola?
Keboola connects GitHub organizations once, ending personal tokens for private repos.
Keboola now lets a GitHub organization connect once through the Keboola GitHub App, so dbt, Custom Python and Apps can clone private repositories without personal access tokens. It follows a run of governance work: Branched Storage enabled on all stacks from November 2, a read-only query_data tool in the MCP server, patched data app images, and scheduled cleanup of idle workspaces.
Calibre vs Keboola: editorial side-by-side
Calibre
6.3ANALYTICS
Calibre MCP lets your coding agent read RUM and Lighthouse data, then fix the slow code
◆ Current state
Calibre now ships a read-only MCP server that gives Claude Code, Cursor, Codex, Copilot, Claude and ChatGPT access to an account's RUM, CrUX and Synthetic data, included on every plan with nothing to install. It lands days after Test Agents moved to Chrome 156 and Lighthouse 13.6.0, which added audits for how AI agents read pages. Admins can disable MCP per organisation and revoke connections, and the Company-plan audit log records them.
◆ Where it's heading
Calibre is turning its monitoring data into something agents act on rather than something people read in dashboards. The summer work on deployment markers, all-pages aggregates and the audit log built the context and governance an agent needs: which deploy, which page, who connected. Expect the remaining surface to follow the same path, with agents both querying performance and being measured by it.
◆ Prediction
The likely next step is write access or deploy-linked workflows over MCP, such as an agent opening a fix tied to a regression marker, since the current server is explicitly read-only and the launch frames fixing as the goal.
Keboola
5.0ANALYTICS
Keboola connects GitHub organizations once, ending personal tokens for private repos.
◆ Current state
Keboola now lets a GitHub organization connect once through the Keboola GitHub App, so dbt, Custom Python and Apps can clone private repositories without personal access tokens. It follows a run of governance work: Branched Storage enabled on all stacks from November 2, a read-only query_data tool in the MCP server, patched data app images, and scheduled cleanup of idle workspaces.
◆ Where it's heading
Most recent releases remove risky defaults: shared tokens, write access for AI agents, stale workspaces and unpatched images. Keboola is tightening the platform for larger teams and agent use rather than adding new components.
◆ Prediction
Expect more credential and permission cleanups, such as other app-based integrations replacing tokens, and the February 2027 removal of emailed API tokens to go ahead.
Alternatives to Calibre and Keboola
Other Analytics products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Calibre or Keboola.
Delta Lake
Delta Lake's public stream is release mechanics; Kernel builds now carry a 4.5.0 label.
Grafana Loki
Loki 4.0 RC strips out legacy storage backends and the simple scalable mode.
OpenObserve
OpenObserve 1.2.0-rc1 opens a metrics v2 cycle with chart alerts and forecasts.
dbt Core
dbt-core 1.13 drops Python 3.10 and learns to tolerate v2-only project config.
Chord
Chord adds Amazon Conversions API to its CDP destinations as the catalog keeps widening.
See all Calibre alternatives → · See all Keboola alternatives →
Recent activity from Calibre and Keboola
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2d agoKeboolaConnect GitHub repositories without personal tokens
- 2d agoCalibreCalibre MCP: connect your coding agent to your performance data ⚡
- 5d agoCalibreChrome 156 & Lighthouse 13.6.0
- 6d agoKeboolaSecurity Update for Python/JS and Streamlit Data Apps
- 7d agoKeboolaBranched Storage is being enabled on all projects
- 9d agoKeboolaSwitch Keboola to Dark Mode
- 9d agoKeboolaDark mode for the Keboola interface
- 10d agoKeboolaUnused Workspaces Will Be Cleaned Up Automatically
- 1mo agoCalibreCore Web Vitals Test, now with ad metrics
- 2mo agoCalibreSynthetic Metrics: All pages, segmented by Test Profile and Deployment
- 2mo agoCalibreSee the performance impact of every website deployment
- 3mo agoCalibreMonitor Single Page App performance with soft navigations
Frequently asked questions
What is the difference between Calibre and Keboola?
Both compete on the same themes — mcp — within Analytics. Calibre is currently shipping more aggressively (velocity 6.3 vs 5.0), with 1 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Calibre better than Keboola?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Calibre is currently shipping more aggressively (velocity 6.3 vs 5.0), with 1 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to Calibre?
Top Calibre alternatives in Analytics are ranked by recent ship velocity. Browse the "Calibre alternatives" section above for the current picks, or visit /alternatives/calibreapp for the full list with editorial commentary on each.
What are the best alternatives to Keboola?
Top Keboola alternatives in Analytics are ranked by recent ship velocity. Browse the "Keboola alternatives" section above for the current picks, or visit /alternatives/keboola for the full list with editorial commentary on each.