Commit Graph
10 Commits
Author SHA1 Message Date
Steven EubankandClaude Sonnet 4.6 4730e3a640 docs: remove Generalist monitoring agent (#50784)
The Generalist is too broad and doesn't do any one thing well. Removing
it to focus on dogfooding the four targeted agents (Health, Security,
Performance, Capacity) before revisiting a combined agent.

https://github.com/supabase/supabase/pull/50396 new PR since this one
became messy with many upstream changes

## Problem

I don't like the generalist

## Solution

I am removing the generalist

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| unique phrase from the change |
| Docs |
[/docs/guides/your-page](https://supabase.com/docs/guides/your-page) |
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| unique phrase from the change |
| Studio | [/dashboard](https://supabase.com/dashboard) |
[/dashboard](https://studio-git-branch-name-supabase.vercel.app/dashboard)
| unique phrase from the change |
| Design system | [/design-system](https://supabase.com/design-system) |
[/design-system](https://design-system-git-branch-name-supabase.vercel.app/design-system)
| unique phrase from the change |
| UI library | [/library](https://supabase.com/library) |
[/library](https://ui-library-git-branch-name-supabase.vercel.app/library)
| unique phrase from the change |
| Knowledge base |
[/kb/guides/your-page](https://supabase.com/kb/guides/your-page) |
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| unique phrase from the change |
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<!-- ## Additional context

Optionally add any other context or screenshots.

-->

## Review instructions

Simply removing generalist:

https://supabase.com/docs/guides/observability/automate-with-agents

<img width="305" height="339" alt="image"
src="https://github.com/user-attachments/assets/bb537038-799f-4ec6-a357-c4cb3c552cba"
/>

So generalist will be no mas

## Checklist

Check all before review:

- [x] I have read
[CONTRIBUTING.md](https://github.com/supabase/supabase/blob/master/CONTRIBUTING.md)
- [x] If I wrote a new docs topic or edited an existing topic, I used
the `/write-the-docs` or `/edit-the-docs` skill, which references
[WORD_LIST](https://github.com/supabase/supabase/blob/master/apps/docs/WORD_LIST.md)
and the docs
[CONTRIBUTING](https://github.com/supabase/supabase/blob/master/apps/docs/CONTRIBUTING.md)
guide


<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->

## Summary by CodeRabbit

* **Documentation**
* Removed the combined Generalist monitoring guide and its navigation
entry. Separate guides for health, security, performance, and usage
monitoring remain.
* The Generalist agent card and combined monitoring prompt are no longer
available.

<!-- end of auto-generated comment: release notes by coderabbit.ai -->

Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-09-23 15:31:35 +02:00
Saxon FletcherandClaude Opus 5 91e23a0f2d docs: define detection checks and specialist monitoring prompts (#50075)
## I have read the
[CONTRIBUTING.md](https://github.com/supabase/supabase/blob/master/CONTRIBUTING.md)
file.

Yes.

## What kind of change does this PR introduce?

Documentation update.

## What is the current behavior?

Specialist monitoring prompts leave some comparison windows, baselines,
thresholds, and missing-data behavior undefined. This can produce
reports or forecasts without sufficient evidence.

## What is the new behavior?

Detection checks define inputs, comparison windows, thresholds, units,
missing-data behavior, and next investigation steps. Query regressions
require comparable snapshots and reset history; capacity forecasts
require saved measurements and a matching confirmed limit.

Health, Security, Performance, and Capacity prompts fetch and follow the
shared detection checks automatically. They record finding, clear, or
unable to assess, preserve alert state, and suppress unchanged repeats.
Missing history or failed access cannot become a healthy result.

Specialist pages retain their diagrams and the sections What it watches,
When it watches, What it will output, and Set up the agent. Setup
explains the necessary documentation access and saved state; optional
links explain report triggers. Prompt and provider setup tabs remain
available in HTML and Markdown. The Hire an agent overview and
Generalist page and prompt remain unchanged.

Prompt Markdown exports use the Markdown serializer to safely contain
nested code fences, preserving the full Generalist prompt and its SQL
examples. Both prompt exporters have parser-based round-trip coverage.

## Additional context

Full docs suite: 215 passed, 2 skipped against a freshly reset
disposable Supabase stack. Typecheck, targeted ESLint, formatting, and
guides Markdown generation also pass after the export fix.

Earlier validation: production docs build, docs typecheck, targeted
ESLint, formatting, and guides Markdown generation pass. All four
specialist exports contain their diagrams, setup sections, enhanced
prompts, and provider instructions. The Health page diagram and setup
tab were checked in the browser. Changed pages have no MDX lint
violations; existing repository-wide violations remain.

The unchanged detection SQL was previously smoke-tested in a disposable
sandbox. Hosted MCP runs, scheduler persistence, notifications, and
agent evals are outside this validation. Evals remain outside this
change.

Stage 3 of 3; depends on stage 2.

Stack: #50073 → #50074 → #50075.



<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit

- **Documentation**
- Reworked observability guidance around hourly, read-only monitoring
checks.
- Updated health, security, performance, and usage monitors to identify
new findings, data gaps, regressions, and resource growth.
- Added clearer setup instructions for linked documentation, saved
measurements, and alert state.
- Replaced the issue-detection guide with standardized outcomes:
finding, clear, or unable to assess.
- Added explicit thresholds, evidence details, investigation links, and
verification steps for turning detections into diagnoses.
- **Improvements**
- Standardized monitoring prompts and presentation across supported
agent types.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->

---------

Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
2026-09-17 08:48:51 +10:00
Saxon FletcherandClaude Opus 5 32341830b3 docs: organize observability by task and move SQL logs to Explorer (#50074)
## I have read the
[CONTRIBUTING.md](https://github.com/supabase/supabase/blob/master/CONTRIBUTING.md)
file.

Yes.

## What kind of change does this PR introduce?

Documentation update.

## What is the current behavior?

The observability overview and access page overlap; configuration
interrupts querying; related guides send log queries to the old editor.

## What is the new behavior?

The observability overview and navigation follow the same four sections:
Read project data, Detect and diagnose, Hire an agent, and Configure and
export. The overview absorbs the redundant access page, with permanent
redirects for both HTML and Markdown URLs.

“Query logs with SQL” owns ClickHouse querying through MCP, the
Management API, and Explorer with query source Logs. Logging
configuration moves to its own guide; sources, captured headers, and
limits live in the field reference. Inspection links to canonical
diagnostic SQL. Related Storage and database guides use the replacement
Explorer workflow and retain existing anchors where headings move.

## Additional context

Validation: Markdown generation, docs typecheck, targeted ESLint,
formatting, and content-listing tests. Browser overview/navigation
checked; old HTML and Markdown URLs return 308, and the new
configuration page returns 200 in both formats. Three ClickHouse
examples and the Postgres configuration query ran in a disposable
container sandbox. Changed pages have no MDX lint violations;
repository-wide existing failures remain.

Self-review: the Management API request was verified against its
published schema but not sent to a hosted project. Realtime ingestion
and hosted logging configuration still need a hosted smoke check. No
compatibility path for the deprecated logs engine is documented.

Stage 2 of 3; depends on stage 1.


Stack: #50073 → #50074 → #50075.

Production docs build also passes at the stack tip after standard
reference generation.



<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit

- **Documentation**
- Reorganized observability guidance around reading data, detecting
issues, diagnosing problems, agent setup, and exporting data.
  - Added a guide for configuring Postgres and Realtime logging.
- Updated log investigation instructions to use Explorer, SQL queries,
and clearer filters.
  - Added log source, field, and captured-header references.
  - Improved advisor guidance and database performance troubleshooting.
  - Added redirects for moved observability content.

- **Accessibility**
- Improved screen-reader labels for copy and feature-selection controls.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->

---------

Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
2026-09-16 17:03:43 +10:00
e0280cb650 docs: restructure observability navigation and overview (#49505)
<!-- CURSOR_AGENT_PR_BODY_BEGIN -->
## Stack

Draft stack extracted from `docs/monitoring`. Merge bottom-up. The
troubleshooting *catalog* rewrite (`content/troubleshooting` and the
Diagnosing UI) stays out of scope.

1. #49503 move inspect and advisors
2. #49501 split Studio logs from ClickHouse queries
3. #49500 treat reports as signal dashboards
4. #49502 add Observe the data hub
5. #49506 add agent setup components
6. #49504 add hire-an-agent templates
7. **#49505** restructure observability nav, overview, Detecting, and
flatten Observe the data ← **this PR**

## I have read the
[CONTRIBUTING.md](https://github.com/supabase/supabase/blob/master/CONTRIBUTING.md)
file.

YES

## What kind of change does this PR introduce?

Docs update. Top layer in the observability stack.

## What is the current behavior?

The section is still titled Monitoring and Debugging, with a Debugging /
Monitoring split that does not match the new pages. The debugging guide
is still the master layer-isolation + symptom table. Observe the data is
split into “what data” vs “where to observe it,” which duplicates the
source pages.

## What is the new behavior?

- Section title is Observability
- Overview groups Observe the data, Detect and resolve, Hire an agent,
and Export
- **Observe the data is flattened by source.** Logs, Metrics API,
Database, Advisors, and Reports each list where to read that source.
There is no separate MCP/API/CLI/Studio nav group.
- **Observe vs Detecting:** Observe is the catalog (what exists, how to
access it). Detecting is how to *use* those sources to pick up a Health
/ Security / Performance / Usage signal. Named errors skip to
Diagnosing.
- Studio Logs sits under Logs. Reports sits beside the other sources.
- Troubleshooting stays in the global menu and also appears as
Diagnosing under Detect and resolve

## Additional context

This is the last PR in the stack. Together the seven PRs reconstruct the
`docs/monitoring` observability IA and guide content, without shipping
the troubleshooting catalog overhaul.
<!-- CURSOR_AGENT_PR_BODY_END -->

<div><a
href="https://cursor.com/agents/bc-a3cb5ece-925b-4046-b58a-5d69e9a9d794?cursor_ref=pr_footer&cursor_cta=open_in_web"><picture><source
media="(prefers-color-scheme: dark)"
srcset="https://cursor.com/assets/images/open-in-web-dark.png"><source
media="(prefers-color-scheme: light)"
srcset="https://cursor.com/assets/images/open-in-web-light.png"><img
alt="Open in Web" width="114" height="28"
src="https://cursor.com/assets/images/open-in-web-dark.png"></picture></a>&nbsp;<a
href="https://cursor.com/background-agent?bcId=bc-a3cb5ece-925b-4046-b58a-5d69e9a9d794&cursor_ref=pr_footer&cursor_cta=open_in_cursor"><picture><source
media="(prefers-color-scheme: dark)"
srcset="https://cursor.com/assets/images/open-in-cursor-dark.png"><source
media="(prefers-color-scheme: light)"
srcset="https://cursor.com/assets/images/open-in-cursor-light.png"><img
alt="Open in Cursor" width="131" height="28"
src="https://cursor.com/assets/images/open-in-cursor-dark.png"></picture></a>&nbsp;</div>

---------

Co-authored-by: Cursor Agent <cursoragent@cursor.com>
Co-authored-by: Saxon Fletcher <SaxonF@users.noreply.github.com>
Co-authored-by: Nik Richers <nik@validmind.ai>
2026-09-04 13:38:39 +10:00
6f2effd9e2 docs: add hire-an-agent templates for observability routines (#49504)
<!-- CURSOR_AGENT_PR_BODY_BEGIN -->
## Stack

Draft stack extracted from `docs/monitoring`. Merge bottom-up.
Troubleshooting / debugging-guide rewrite is out of scope.

1. #49503 move inspect and advisors
2. #49501 split Studio logs from ClickHouse queries
3. #49500 treat reports as signal dashboards
4. #49502 add Observe the data hub
5. #49506 add agent setup components
6. **#49504** add hire-an-agent templates ← **this PR**
7. #49505 restructure observability nav and overview

## I have read the
[CONTRIBUTING.md](https://github.com/supabase/supabase/blob/master/CONTRIBUTING.md)
file.

YES

## What kind of change does this PR introduce?

Docs update. Sixth layer in the observability stack.

## What is the current behavior?

Humans and agents have no packaged, copy-paste observability routines to
run in their own harness.

## What is the new behavior?

- Hire an agent hub plus Doctor, Security officer, Personal trainer, and
Accountant
- Each page is a prompt + schedule + harness setup (Claude, Codex,
Cursor)
- MCP security guidance covers unattended read-only monitoring on
production

## Additional context

These pages are the agent-facing templates from the prototype. #49505
puts them in the Observability overview and sidebar.
<!-- CURSOR_AGENT_PR_BODY_END -->

<div><a
href="https://cursor.com/agents/bc-a3cb5ece-925b-4046-b58a-5d69e9a9d794?cursor_ref=pr_footer&cursor_cta=open_in_web"><picture><source
media="(prefers-color-scheme: dark)"
srcset="https://cursor.com/assets/images/open-in-web-dark.png"><source
media="(prefers-color-scheme: light)"
srcset="https://cursor.com/assets/images/open-in-web-light.png"><img
alt="Open in Web" width="114" height="28"
src="https://cursor.com/assets/images/open-in-web-dark.png"></picture></a>&nbsp;<a
href="https://cursor.com/background-agent?bcId=bc-a3cb5ece-925b-4046-b58a-5d69e9a9d794&cursor_ref=pr_footer&cursor_cta=open_in_cursor"><picture><source
media="(prefers-color-scheme: dark)"
srcset="https://cursor.com/assets/images/open-in-cursor-dark.png"><source
media="(prefers-color-scheme: light)"
srcset="https://cursor.com/assets/images/open-in-cursor-light.png"><img
alt="Open in Cursor" width="131" height="28"
src="https://cursor.com/assets/images/open-in-cursor-dark.png"></picture></a>&nbsp;</div>

---------

Co-authored-by: Cursor Agent <cursoragent@cursor.com>
Co-authored-by: Saxon Fletcher <SaxonF@users.noreply.github.com>
Co-authored-by: Steven Eubank <eubank.steven88@gmail.com>
2026-09-04 13:38:38 +10:00
4c716df063 docs: add Observe the data hub for logs, metrics, and advisors (#49502)
<!-- CURSOR_AGENT_PR_BODY_BEGIN -->
## Stack

Draft stack extracted from `docs/monitoring`. Merge bottom-up.
Troubleshooting / debugging-guide rewrite is out of scope.

1. #49503 move inspect and advisors
2. #49501 split Studio logs from ClickHouse queries
3. #49500 treat reports as signal dashboards
4. **#49502** add Observe the data hub ← **this PR**
5. #49506 add agent setup components
6. #49504 add hire-an-agent templates
7. #49505 restructure observability nav and overview

## I have read the
[CONTRIBUTING.md](https://github.com/supabase/supabase/blob/master/CONTRIBUTING.md)
file.

YES

## What kind of change does this PR introduce?

Docs update. Fourth layer in the observability stack.

## What is the current behavior?

There is no single page that maps what you can observe (logs, metrics,
database, advisors) to where you query it (MCP, API, CLI, Studio).

## What is the new behavior?

Adds `/guides/monitoring-and-debugging/access-data` as that hub, with
content listings and nav. Inspect and Query and filter logs now point
here for MCP/CLI context.

## Additional context

This page is the spine of the new observability IA. Later PRs add agent
templates and restructure the sidebar around it.
<!-- CURSOR_AGENT_PR_BODY_END -->

<div><a
href="https://cursor.com/agents/bc-a3cb5ece-925b-4046-b58a-5d69e9a9d794?cursor_ref=pr_footer&cursor_cta=open_in_web"><picture><source
media="(prefers-color-scheme: dark)"
srcset="https://cursor.com/assets/images/open-in-web-dark.png"><source
media="(prefers-color-scheme: light)"
srcset="https://cursor.com/assets/images/open-in-web-light.png"><img
alt="Open in Web" width="114" height="28"
src="https://cursor.com/assets/images/open-in-web-dark.png"></picture></a>&nbsp;<a
href="https://cursor.com/background-agent?bcId=bc-a3cb5ece-925b-4046-b58a-5d69e9a9d794&cursor_ref=pr_footer&cursor_cta=open_in_cursor"><picture><source
media="(prefers-color-scheme: dark)"
srcset="https://cursor.com/assets/images/open-in-cursor-dark.png"><source
media="(prefers-color-scheme: light)"
srcset="https://cursor.com/assets/images/open-in-cursor-light.png"><img
alt="Open in Cursor" width="131" height="28"
src="https://cursor.com/assets/images/open-in-cursor-dark.png"></picture></a>&nbsp;</div>

---------

Co-authored-by: Cursor Agent <cursoragent@cursor.com>
Co-authored-by: Saxon Fletcher <SaxonF@users.noreply.github.com>
2026-09-04 13:38:37 +10:00
5a676e2a86 docs: split Studio logs from ClickHouse log queries (#49501)
<!-- CURSOR_AGENT_PR_BODY_BEGIN -->
## Stack

Draft stack extracted from `docs/monitoring`. Merge bottom-up.
Troubleshooting / debugging-guide rewrite is out of scope.

1. #49503 move inspect and advisors
2. **#49501** split Studio logs from ClickHouse queries ← **this PR**
3. #49500 treat reports as signal dashboards
4. #49502 add Observe the data hub
5. #49506 add agent setup components
6. #49504 add hire-an-agent templates
7. #49505 restructure observability nav and overview

## I have read the
[CONTRIBUTING.md](https://github.com/supabase/supabase/blob/master/CONTRIBUTING.md)
file.

YES

## What kind of change does this PR introduce?

Docs update. Second layer in the observability stack.

## What is the current behavior?

`/guides/monitoring-and-debugging/logs` mixes the Studio Logs UI with
ClickHouse query syntax, sources, and recording extra events.

## What is the new behavior?

- Logs is the Studio interface guide (filters, log types, inspecting a
row)
- Query and filter logs (`advanced-log-filtering`) owns ClickHouse SQL,
sources, MCP/API/CLI access, and recording extra Postgres/API/Realtime
events
- Log field reference explains `log_attributes` query paths
- Nav labels and cross-links follow the new titles

## Additional context

Forward links to the later Observe the data hub are added in #49502.

## Self-review

- Existing `#querying-with-the-logs-explorer` and
`#configuring-pgauditlog` anchors now live on Query and filter logs
- Debugging-guide links that pointed at the old Logs Explorer heading
were retargeted so they still resolve
<!-- CURSOR_AGENT_PR_BODY_END -->

<div><a
href="https://cursor.com/agents/bc-a3cb5ece-925b-4046-b58a-5d69e9a9d794?cursor_ref=pr_footer&cursor_cta=open_in_web"><picture><source
media="(prefers-color-scheme: dark)"
srcset="https://cursor.com/assets/images/open-in-web-dark.png"><source
media="(prefers-color-scheme: light)"
srcset="https://cursor.com/assets/images/open-in-web-light.png"><img
alt="Open in Web" width="114" height="28"
src="https://cursor.com/assets/images/open-in-web-dark.png"></picture></a>&nbsp;<a
href="https://cursor.com/background-agent?bcId=bc-a3cb5ece-925b-4046-b58a-5d69e9a9d794&cursor_ref=pr_footer&cursor_cta=open_in_cursor"><picture><source
media="(prefers-color-scheme: dark)"
srcset="https://cursor.com/assets/images/open-in-cursor-dark.png"><source
media="(prefers-color-scheme: light)"
srcset="https://cursor.com/assets/images/open-in-cursor-light.png"><img
alt="Open in Cursor" width="131" height="28"
src="https://cursor.com/assets/images/open-in-cursor-dark.png"></picture></a>&nbsp;</div>

---------

Co-authored-by: Cursor Agent <cursoragent@cursor.com>
Co-authored-by: Saxon Fletcher <SaxonF@users.noreply.github.com>
Co-authored-by: Nik Richers <nik@validmind.ai>
2026-09-04 13:38:36 +10:00
Jordi Enric 68ac0e319b docs: link query optimization guide from monitoring page (#48935)
Adds a Query optimization card to the Monitoring listing on
/docs/guides/monitoring-and-debugging, pointing at
/docs/guides/database/query-optimization.

<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->

## Summary by CodeRabbit

* **Documentation**
* Added a “Query optimization” entry to the telemetry monitoring
content.
* Links readers to guidance on analyzing database indexes and query
plans.

<!-- end of auto-generated comment: release notes by coderabbit.ai -->
2026-08-12 00:31:14 +08:00
Joshen Lim 5b301e1ffa Add docs for diagnosing stuck and blocked queries (#48920)
## Context

Related to the dashboard work for [Database
Connections](https://github.com/orgs/supabase/discussions/48639) -
updates the "Connection Management" docs page to include a section about
"Diagnosing stuck and blocked queries". Content is intentionally
agnostic to the UI, but more focused on Postgres.

Preview:
https://docs-cdukolvgy-supabase.vercel.app/docs/guides/database/connection-management

Covers the following sub-topics:
- Reading a session's state
- Finding out what's blocking a query
- How to stop the session responsible
- Small footer to link to the dashboard's Database Connections page

Also adding a cross-reference in 2 areas
- Troubleshooting: How to check if my queries are being blocked by other
queries
- Monitoring and Debugging MDX -> Related to observability skills

<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit

* **Documentation**
* Expanded connection-management guidance with clearer explanations of
session states.
* Added instructions for diagnosing stuck or blocked queries,
identifying blocking sessions and chains, and choosing when to cancel or
terminate them.
* Documented required permissions and available dashboard tools for
managing sessions.
* Added cross-references and telemetry updates to make troubleshooting
guidance easier to discover.
* Clarified how to use PostgreSQL activity information when
investigating blocked queries.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
2026-08-11 07:09:43 -06:00
bf5a729f2d docs(telemetry): rename section and restructure as Monitoring and Debugging (#48243)
## Summary

- Renames the **Telemetry** nav section to **Monitoring and Debugging**
(nav label + sidebar title)
- Rewrites the section overview (`telemetry.mdx`) as a clean navigation
page using `ContentListings` — three panels (Debugging / Monitoring / AI
& automation) with no how-to prose
- Adds new `telemetry.data.ts` content-listings data file with three
groups registered in `index.ts`
- Adds a new **Debugging** guide (`debugging.mdx`) — request-stack
model, symptom-to-layer router with troubleshooting links for every
service, logging guidance
- Adds cross-links between `debugging.mdx`, `logs.mdx`, and
`advanced-log-filtering.mdx`
- Adds a new **AI agents and MCP** page (`ai-agents.mdx`) — MCP tools
table, `get_logs` usage, debugging skill workflow
- Restructures sidebar into three groups: **Debugging** / **Monitoring**
/ **AI & automation**

## Motivation

- No central entry point existed for debugging — content was scattered
across products with no index
- The overview page had almost no links for agents to follow
- The section name "Telemetry" caused confusion (also used for CLI usage
telemetry)
- Unblocks the `supabase` debugging skill, which routes agents to this
section as its source of truth

## Test plan

- [ ] `/docs/guides/telemetry` — three ContentListings panels render, no
prose how-to text
- [ ] `/docs/guides/telemetry.md` (markdown) — clean link list,
navigable by LLMs
- [ ] `/docs/guides/telemetry/debugging` — renders correctly, symptom
table links resolve
- [ ] `/docs/guides/telemetry/ai-agents` — new page renders correctly
- [ ] Sidebar shows 3 groups: Debugging / Monitoring / AI & automation
- [ ] All cross-links between debugging, logs, and
advanced-log-filtering resolve


<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit

## Summary

- **New Features**
- Added new documentation coverage for AI agent–assisted monitoring and
debugging, including an observability-driven troubleshooting workflow.

- **Documentation**
- Updated the “Telemetry” area to “Monitoring and Debugging” with a
refreshed landing page and reorganized sections (Debugging, Monitoring,
and AI).
- Revised the debugging and logs guides to improve step-by-step guidance
and highlight advanced log filtering.

- **Navigation**
- Renamed and restructured the top-level navigation entry to reflect the
new Monitoring and Debugging content layout.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->

---------

Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-authored-by: Jeremias Menichelli <jmenichelli@gmail.com>
2026-07-30 15:19:00 +02:00