1154 Commits

Author SHA1 Message Date
Kristopher Overholt 8e08defc69 Fix search not returning results on the home page (#1719) 2026-05-04 15:32:19 -05:00
Joe Fernandez 0e83bbe813 Update ambient-agents.md (#1715)
Add version tag support and make intro more understandable and less market-y
2026-05-04 20:18:17 +00:00
ahmed-3li 012d5c4de9 docs: add Markifact MCP integration (#1720)
* docs: add Markifact MCP integration

Adds the Markifact MCP server (https://api.markifact.com/mcp) as an ADK integration with both Local (mcp-remote OAuth) and Remote (Streamable HTTP + bearer) connection patterns for Python and TypeScript.

* Formatting and edits

* Markifact site is returning an error with our link checker CI

Rejected status code: 429 Too Many Requests (configurable with "accept" option)

* Remove unneeded URL that is also failing link checker

---------

Co-authored-by: Kristopher Overholt <koverholt@google.com>
2026-05-04 12:51:14 -05:00
Kristopher Overholt 7e3b386339 Remove metrics page that documents unreleased functionality (#1712)
The metrics module and has not shiipped in any stable ADK
Python release. The page will be restored once a release
includes metrics support.
2026-04-30 16:48:29 -05:00
mhenc dd4420907d Update documentation for setting up logging in ADK (#1704)
* Update documentation for setting logging in ADK

* Added OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT to Python and ADK web

* Small formatting issue

* Fix logging docs: bugs, heading structure, and copy-paste errors

- Fix os.environ assignment crash: bool True to string "true"
- Fix two errors: "traces"/"metrics" changed to "logs"
- Fix heading hierarchy: Python and Go setup as sibling h3 sections
- Add intro text under Python and Go programmatic setup headings
- Restore Go launcher CLI example that was removed in restructure
- Remove TypeScript and Java from language tags
- Remove redundant sentences in intro and Python setup sections

* Improve logging docs formatting and trim debugging example

- Convert blockquote notes to MkDocs admonitions
- Remove horizontal rules between sections
- Trim debugging example: trim redundant steps and log output
- Clean up section headings

---------

Co-authored-by: Kristopher Overholt <koverholt@google.com>
2026-04-30 13:12:48 -05:00
Kathy Wu adbdcf57f5 Update sign up account type to Google account in express mode docs (#1706) 2026-04-29 08:54:31 -07:00
Kristopher Overholt 5b7e2ddb2a Update integration docs to use gemini-flash-latest model consistently (#1702) 2026-04-28 16:27:12 -05:00
Kristopher Overholt e5d509d0ea Update more product names (Agent Runtime, Knowledge Engine, Agent Retrieval) (#1701)
* Rename RAG Engine to Knowledge Engine across docs

* Fix remaining Agent Engine / Reasoning Engine product names

* Rename Vector Search 2.0 to Agent Retrieval in grounding docs
2026-04-28 16:26:45 -05:00
Kristopher Overholt f4b604260d Fix RequestInput prose to not imply @node is required (#1692)
Co-authored-by: Joe Fernandez <joefernandez@users.noreply.github.com>
2026-04-28 16:26:11 -05:00
Kristopher Overholt e9a6dcaf99 Fix TypeScript snippet rendering on Skills page (#1690)
Co-authored-by: Joe Fernandez <joefernandez@users.noreply.github.com>
2026-04-28 16:25:25 -05:00
George Weale 78dbb440e0 docs(memory): refresh against current adk-python APIs (#1700)
* docs(memory): refresh against current adk-python APIs

The memory page has drifted from the implementation. The MultiMemoryAgent
example raises ValueError on construction (assigning to a Pydantic model
with extra="forbid"), the auto-save callback reaches into the private
_invocation_context attribute when public Context.add_session_to_memory()
exists, and the API surface description is missing add_events_to_memory,
add_memory, and the third memory service (VertexAiRagMemoryService).

* Update product names

---------

Co-authored-by: Kristopher Overholt <koverholt@google.com>
2026-04-28 13:40:25 -05:00
Isaac Alejandro Blanco 32ca424b35 Update A Simple Math Toolset example code (#1697)
* fix: working code for the new version

* fix: typos

* fix: lint

* Fix import paths, remove trailing underscore from prefix, and replace Runner with InMemoryRunner/run_debug for a self-contained runnable example.

---------

Co-authored-by: Kristopher Overholt <koverholt@google.com>
2026-04-28 13:14:58 -05:00
mhenc f68cf78ddc Add documentation pages for metrics and traces (#1686)
* Add documementation pages for metrics and traces

* First round of review

* Updated versions tag

* Update docs/observability/metrics.md

Co-authored-by: Kristopher Overholt <koverholt@google.com>

* Update docs/observability/traces.md

Co-authored-by: Kristopher Overholt <koverholt@google.com>

* Update docs/observability/traces.md

Co-authored-by: Kristopher Overholt <koverholt@google.com>

* Update docs/observability/metrics.md

Co-authored-by: Kristopher Overholt <koverholt@google.com>

* Update docs/observability/traces.md

Co-authored-by: Kristopher Overholt <koverholt@google.com>

* Update docs/observability/traces.md

Co-authored-by: Kristopher Overholt <koverholt@google.com>

* Update docs/observability/metrics.md

Co-authored-by: Kristopher Overholt <koverholt@google.com>

* Update docs/observability/traces.md

Co-authored-by: Kristopher Overholt <koverholt@google.com>

* Update docs/observability/traces.md

Co-authored-by: Kristopher Overholt <koverholt@google.com>

* Update docs/observability/metrics.md

Co-authored-by: Kristopher Overholt <koverholt@google.com>

* Added information about traces and metrics to observability/index.md

* Minor link and formatting edits

---------

Co-authored-by: Kristopher Overholt <koverholt@google.com>
2026-04-28 12:18:36 -05:00
Artsiom Shut 5875db6423 Document Agent Skills feature in ADK Go (#1687)
* Document Agent Skills feature in ADK Go

* Address PR comments.

---------

Co-authored-by: Kristopher Overholt <koverholt@google.com>
2026-04-28 12:07:09 -05:00
Sam Brenner 13c442e03c add in datadog integration docs (#1699) 2026-04-28 11:54:54 -05:00
David Ditzenberger 7f7e59e090 Fix typo: 'notes' to 'nodes' in data-handling.md (#1695) 2026-04-27 20:38:06 -05:00
shiva-guntoju-09 511376abdc docs(integrations): add Cisco AI Defense integration page (#1672)
* docs(integrations): add Cisco AI Defense integration page

Add documentation for the Cisco AI Defense plugin for Google ADK,
providing runtime LLM and MCP tool inspection with monitor and enforce
modes. Includes logo asset and code examples for both plugin and
callback approaches.

Resolves #1665

Made-with: Cursor

* Formatting and copy edits

---------

Co-authored-by: Kristopher Overholt <koverholt@google.com>
2026-04-27 17:36:53 -05:00
Kristopher Overholt 0942b60c15 Update Java ADK dependency versions to 1.2.0 (#1691) 2026-04-27 13:31:29 -05:00
Hai-Yuan Cao e156364b54 Close code-doc parity gaps for BigQuery Agent Analytics plugin (#1689)
- Add A2A_INTERACTION event type, view (v_a2a_interaction), and docs section
- Add TRANSFER_A2A tool origin to provenance table
- Add cache_metadata, usage_cached_tokens, context_cache_hit_rate to
  v_llm_response view columns
- Document all BigQueryAgentAnalyticsPlugin constructor parameters
  including the credentials parameter for non-ADC auth
- Add multiprocessing/fork safety guidance (spawn recommendation,
  Gunicorn patterns)
- Update auto-created view count from 15 to 16

Reviewed against adk-python@7de5bc5 (2026-04-25).
2026-04-27 13:08:55 -05:00
Maciej Szwaja d6dffcfab3 chore: update ADK Java doc to version 1.2.0 (#1688)
Co-authored-by: Kristopher Overholt <koverholt@google.com>
2026-04-27 12:18:51 -05:00
Pier Paolo Ippolito 37ea617394 fix/coding with ai inaccuracies (#1683)
* fix: correct agents-cli skill names and deployment targets in Coding with AI tutorial

- Fix skill names to match actual agents-cli implementation:
  - google-agents-cli-adk-deploy → google-agents-cli-deploy
  - google-agents-cli-adk-dev → google-agents-cli-workflow
  - google-agents-cli-adk-eval → google-agents-cli-eval
  - google-agents-cli-adk-observe → google-agents-cli-observability
  - google-agents-cli-adk-scaffold → google-agents-cli-scaffold
  - Add missing google-agents-cli-publish skill
- Add GKE as deployment target (was missing from deploy command description)
- Fix publish destination: 'Agent Store' → 'Gemini Enterprise'
- Reorder skills to match canonical order from agents-cli

* docs: use full branding 'Agents CLI in Agent Platform' in intro paragraphs

Use the full product name 'Agents CLI in Agent Platform' in introductory
paragraphs and first mentions, then shorten to 'Agents CLI' in subsequent
prose references. Command names and code blocks remain as 'agents-cli'.

Changes:
- coding-with-ai.md: First mention uses full branding
- agents-cli.md: Title and intro paragraph use full branding
- index.md: Deployment path description uses full branding
- All subsequent prose references use 'Agents CLI' instead of 'agents-cli'
- Command references and code blocks unchanged (still 'agents-cli')
2026-04-27 08:14:17 -07:00
Anastasia 0cd4f6a538 Add ambient agents documentation for Golang (#1649)
* Add ambient agents documentation for Golang

* Minor edits

---------

Co-authored-by: Kristopher Overholt <koverholt@google.com>
Co-authored-by: Karol Piotrowicz <karol.piotrowicz@gmail.com>
2026-04-24 14:34:39 +02:00
Kristopher Overholt 0d58537cf3 ADK 2.0 Docs: Replace BaseNode subclassing with @node decorator in dynamic workflow examples (#1680)
* ADK 2.0 Docs: Replace BaseNode subclassing with @node decorator in dynamic workflow examples

* Add retry config to limit link checker CI test
2026-04-22 15:25:26 -07:00
Samarth Nimade 1dc7d2d2fc docs: Override _run_impl instead of run in GetInput (#1679)
The 'run' is marked as @final in BaseNode class's implementation and hence can not be be overridden in the child class. Moreover, there is a method _run_impl() specifically for overriding. 

Overriding run directly bypasses the logic that converts raw return values into Event objects. This causes downstream failures in _track_event_in_context, which expects a valid Event type Object.

The _run_impl is called inside the run method.
The  _run_impl can return any value and this value is appropriately converted to Event Object by run method. 

This change moves the custom logic for GetInput into _run_impl, allowing the base class to correctly wrap the yielded request in an Event object before it is tracked by the workflow loop.
2026-04-22 14:56:23 -07:00
Pier Paolo Ippolito 8bbf83f0a7 Add agents-cli docs, replace Agent Starter Pack references (#1677)
* Rename asp.md to agents-cli.md and update redirects

- Renamed docs/deploy/agent-runtime/asp.md to agents-cli.md
- Updated navigation reference in mkdocs.yml
- Added redirect rule: agent-runtime/asp.md → agents-cli.md
- Updated existing redirect: agent-engine/asp.md → agents-cli.md

The 'asp' name no longer makes sense as a page name now that we're
referencing Agent Starter Pack / agents-cli directly.

Note: This applies on top of PR #1673 which renamed:
- 'agent-engine' directory → 'agent-runtime'
- 'Agent Engine' product → 'Agent Runtime'

* Complete migration from Agent Starter Pack to agents-cli

This commit completes the migration from "Agent Starter Pack (ASP)"
terminology to "agents-cli" across documentation and updates references
to align with the new Agent Platform tooling.

Changes:
- Updated docs/deploy/agent-runtime/agents-cli.md: Replaced all "Agent
  Starter Pack" and "ASP" references with "agents-cli", updated commands
  from 'uvx agent-starter-pack enhance --adk -d agent_engine' to
  'agents-cli scaffold enhance --deployment-target agent_engine', and
  updated all documentation links to point to google.github.io/agents-cli/

- Updated docs/tutorials/coding-with-ai.md: Replaced "ADK Dev Skills"
  section with "agents-cli" section, changed installation from
  'npx skills add google/adk-docs/skills -y -g' to
  'uvx google-agents-cli setup', updated skill names table to new
  agents-cli skill names, and added CLI commands table

- Updated docs/deploy/agent-runtime/index.md: Changed "Agent Starter Pack
  deployment" to "agents-cli deployment" and updated reference from
  "The Agent Starter Pack (ASP)" to "agents-cli in Agent Platform"

- Deleted docs/skills/ directory: Skills have been migrated to the
  agents-cli repository

* Fix agents-cli deployment instructions to use correct CLI commands

Replace incorrect make command references with agents-cli deploy and agents-cli infra single-project. Update deployment workflow to reflect actual agents-cli usage.

* Update navigation to use agents-cli instead of Agent Starter Pack

Replace "Agent Starter Pack" with "agents-cli" in the navigation menu. Redirects from old ASP URLs are already in place.

* Restore docs/skills/index.md - Agent Skills documentation

This file documents the Agent Skills feature (agentskills.io specification),
not ADK Dev Skills. It was mistakenly deleted in the ASP → agents-cli migration.

Agent Skills are a general ADK feature where agents can use modular,
self-contained units of functionality based on the Agent Skill specification.

* Fix terminology: Agent Engine runtime → Agent Runtime runtime

Update deployment path description to use consistent "Agent Runtime runtime"
terminology instead of "Agent Engine runtime".

* Fix broken agents-cli documentation links

Replace broken links to /guide/ (which 404s) with correct links to main
documentation page. The /guide/ URL is a directory listing that doesn't
exist in the agents-cli docs structure.

Changes:
- Line 31: "Development guide" link → "Guide" pointing to main docs
- Line 221: "Development guide" link → "agents-cli documentation" pointing to main docs

Both now correctly point to https://google.github.io/agents-cli/

* Delete ADK Dev Skills directory - migrated to agents-cli

Remove the entire skills/ directory containing ADK Dev Skills. These
skills have been migrated to the agents-cli repository and are now
distributed as part of the agents-cli package.

Users should now install skills via:
  uvx google-agents-cli setup

Instead of the old method:
  npx skills add google/adk-docs/skills -y -g

Deleted skills (now available in agents-cli):
- adk-dev-guide → google-agents-cli-workflow
- adk-cheatsheet → google-agents-cli-adk-code
- adk-eval-guide → google-agents-cli-eval
- adk-deploy-guide → google-agents-cli-deploy
- adk-observability-guide → google-agents-cli-observability
- adk-scaffold → google-agents-cli-scaffold

Total: 19 files removed across 6 skill directories

* Remove skills CI checks

---------

Co-authored-by: Kristopher Overholt <koverholt@google.com>
2026-04-22 08:03:04 -07:00
Kristopher Overholt 93bab068f8 Fix landing page language tabs breaking after SPA navigation (#1678) 2026-04-22 07:52:59 -07:00
Kristopher Overholt 2b1d247d63 Update banner for ADK 2.0 Beta and TypeScript 1.0 (#1676) 2026-04-22 06:43:15 -07:00
Kristopher Overholt e31c7906ca Update ADK 2.0 docs: fix code examples, alpha to beta, and cleanup (#1675)
* Correct code examples and API references in ADK 2.0 workflow docs

* Update Alpha to Beta

* Remove warning
2026-04-22 06:22:38 -07:00
Kristopher Overholt aed33a42c5 Add links to Agent Identity Authentication Manager user guides (#1674) 2026-04-22 05:50:06 -07:00
Kathy Wu 32b773f3f6 Add agent registry integration docs (#1477)
* Add agent registry integration docs

* LInk fixs for agent-registry.md

remove "/adk-docs/" prefixes

* Add auth samples

* Add optional dependencies to agent registry docs

* Updates and formatting

---------

Co-authored-by: Joe Fernandez <joefernandez@users.noreply.github.com>
Co-authored-by: Kristopher Overholt <koverholt@google.com>
2026-04-22 05:40:16 -07:00
Kristopher Overholt 1214ad915a Update product names in docs (#1673)
* Update names in docs

* Update names in docs

* Code formatting

* Format notebooks

* Update names in docs

* Update names in docs

* Update names in code samples

* Update names in docs

* Update names in docs

* Update names in docs

* Update names in docs

* Update names in docs

* Update names in docs

* Update names in docs

* Update names in docs

* Update icon

* Update names in docs

* Update names in docs
2026-04-22 05:10:38 -07:00
Toni Klopfenstein 0f9f80ce5a Adding Skills snippets for Typescript (#1668)
* initial TS skills samples addtions

* fixing script dependencies, models, and agent functionality

* fixing Python snippet model name

* fixing package.jsson paths

---------

Co-authored-by: Kristopher Overholt <koverholt@google.com>
2026-04-21 17:53:04 -07:00
Toni Klopfenstein ae78cb4eed Adding confirmation Typescript snippets (#1669)
* Adding initial confirmation js snippets

* updating confirmation tools examples to output text response to user to improve test flow

* fixing boolean_confirmation failure to deny excessive requests

---------

Co-authored-by: Kristopher Overholt <koverholt@google.com>
2026-04-21 17:52:17 -07:00
Toni Klopfenstein 85a187b518 updating limitations doc for Typescript (#1666) 2026-04-21 17:35:07 -07:00
Kristopher Overholt 7d55e35bf4 Update Python API reference docs for ADK 1.31.0 (#1663) 2026-04-21 01:21:34 -07:00
Kristopher Overholt 9c8e4daecc docs(integrations): add database memory service page (#1664)
* docs(integrations): add database memory service page

* Fix broken links on n8n integration page
2026-04-21 01:19:00 -07:00
Anmol Jaiswal ae4ecf456b docs(integrations): add Database Memory Service (#1662)
* docs(integrations): add Database Memory Service

Add a new integration entry for adk-database-memory, a drop-in durable
BaseMemoryService for the Python ADK backed by any async SQLAlchemy
dialect (SQLite, PostgreSQL, MySQL/MariaDB).

Repo: https://github.com/anmolg1997/adk-database-memory
Package: adk-database-memory on PyPI (Apache 2.0)

This fills the gap between InMemoryMemoryService (ephemeral, for dev)
and VertexAiMemoryBankService (managed GCP) for self-hosted durable
memory on the database the user already runs.

* Update formatting and wording

---------

Co-authored-by: Kristopher Overholt <koverholt@google.com>
2026-04-21 01:00:33 -07:00
Pat Sukprasert 1b35d1482a docs: add MLflow AI Gateway model provider page (#1661)
* docs: add MLflow AI Gateway model provider page

Adds a model provider page showing how to connect ADK agents to
MLflow AI Gateway via the LiteLlm wrapper with a custom api_base.

* docs: add Create Endpoint screenshot

* docs: move MLflow AI Gateway to integrations section

Per reviewer feedback: move the gateway page from agents/models/ to
integrations/ as a standalone integration page. Rename the existing
MLflow tracing page catalog_title to "MLflow Tracing" to distinguish
the two entries.

* Remove nav entry for integrations

* Additional cleanup / redirects / renames

* Additional edits

---------

Co-authored-by: Kristopher Overholt <koverholt@google.com>
2026-04-20 18:37:35 -07:00
Drew Hoskins 63a9a5264f Doc Temporal support for adk web (#1659)
* Doc Temporal support for

* Formatting

---------

Co-authored-by: Kristopher Overholt <koverholt@google.com>
2026-04-17 17:25:38 -05:00
Kristopher Overholt 32fe745055 Update CLI reference docs for ADK 1.31.0 (#1657) 2026-04-17 15:24:39 -05:00
Kristopher Overholt c5c960be1e Update Python REST API reference docs for ADK 1.31.0 (#1658) 2026-04-17 15:07:51 -05:00
Kristopher Overholt fb0c030110 Switch link checkers (#1646)
* Switch link checker CI job

* Update

* Updates

* Update config

* Switch images to MD image syntax

* Update timeout settings

* Fix tools links

* Update links

* Update index files in config

* Fix more links

* Fix link; add ignores

* Fix more links

* Fix more links
2026-04-17 13:05:08 -07:00
Meet Modi 575fadc788 docs: add model tiers, call transfer, voicemail to AgentPhone tools (#1656) 2026-04-17 14:45:51 -05:00
Kristopher Overholt be8c8fca4e Fix links to API server docs in Ambient Agent page (#1642) 2026-04-16 20:45:15 +02:00
Kathy Wu 2c14900e4b Update skills docs now that script execution is supported (#1647)
* Update skills docs to state script execution is supported

* Fix line spacing

---------

Co-authored-by: Kristopher Overholt <koverholt@google.com>
2026-04-15 17:34:15 -05:00
Anubhav Dhawan 3ae3563f05 docs: Update toolbox links to the new docsite URL (#1572)
* docs: Update toolbox links to the new docsite URL

* docs: Update repo URL

* docs: Fix broken links
2026-04-15 16:22:11 -05:00
Haiyuan Cao 7d943aa6ab Clarify usage of BigQuery Agent Analytics SDK (#1644)
Updated the section on consuming logged data to clarify the use of the BigQuery Agent Analytics SDK and its example notebook for visualizing performance data.
2026-04-15 13:12:00 -05:00
dependabot[bot] 9edc834103 chore(deps): bump the pip group across 4 directories with 1 update (#1641)
* chore(deps): bump the pip group across 4 directories with 1 update

Bumps the pip group with 1 update in the /examples/python/agent-samples/youtube_shorts_assistant directory: [google-adk](https://github.com/google/adk-python).
Bumps the pip group with 1 update in the /examples/python/snippets/streaming/adk-streaming-ws directory: [google-adk](https://github.com/google/adk-python).
Bumps the pip group with 1 update in the /examples/python/snippets/streaming/adk-streaming-ws/app directory: [google-adk](https://github.com/google/adk-python).
Bumps the pip group with 1 update in the /examples/python/snippets/streaming/adk-streaming/app directory: [google-adk](https://github.com/google/adk-python).


Updates `google-adk` from 0.1.0 to 1.28.1
- [Release notes](https://github.com/google/adk-python/releases)
- [Changelog](https://github.com/google/adk-python/blob/main/CHANGELOG.md)
- [Commits](https://github.com/google/adk-python/compare/v0.1.0...v1.28.1)

Updates `google-adk` from 1.17.0 to 1.28.1
- [Release notes](https://github.com/google/adk-python/releases)
- [Changelog](https://github.com/google/adk-python/blob/main/CHANGELOG.md)
- [Commits](https://github.com/google/adk-python/compare/v0.1.0...v1.28.1)

Updates `google-adk` from 1.17.0 to 1.28.1
- [Release notes](https://github.com/google/adk-python/releases)
- [Changelog](https://github.com/google/adk-python/blob/main/CHANGELOG.md)
- [Commits](https://github.com/google/adk-python/compare/v0.1.0...v1.28.1)

Updates `google-adk` from 1.10.0 to 1.28.1
- [Release notes](https://github.com/google/adk-python/releases)
- [Changelog](https://github.com/google/adk-python/blob/main/CHANGELOG.md)
- [Commits](https://github.com/google/adk-python/compare/v0.1.0...v1.28.1)

---
updated-dependencies:
- dependency-name: google-adk
  dependency-version: 1.28.1
  dependency-type: direct:production
  dependency-group: pip
- dependency-name: google-adk
  dependency-version: 1.28.1
  dependency-type: direct:production
  dependency-group: pip
- dependency-name: google-adk
  dependency-version: 1.28.1
  dependency-type: direct:production
  dependency-group: pip
- dependency-name: google-adk
  dependency-version: 1.28.1
  dependency-type: direct:production
  dependency-group: pip
...

Signed-off-by: dependabot[bot] <support@github.com>

* Remove version pins from samples

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Kristopher Overholt <koverholt@google.com>
2026-04-15 09:58:13 -05:00
Haiyuan Cao 9df5ed7719 Revise BigQuery Agent Analytics documentation (#1637)
Updated documentation for the BigQuery Agent Analytics plugin, removing outdated preview release information and adding links to the SDK and dashboard notebook.

Co-authored-by: Kristopher Overholt <koverholt@google.com>
2026-04-15 09:37:56 -05:00
eliasecchig f3f466fe29 Add ambient agents documentation (#1630)
* Add ambient agents documentation

Document how to build event-driven ambient agents using ADK trigger
endpoints and the /run endpoint. Covers Pub/Sub, Eventarc (Standard
and Advanced), Cloud Scheduler, concurrency control, retry logic,
session lifecycle, and deployment to Cloud Run.

* Address reviewer feedback: clarify event processing flow

- Move "How events are processed" higher, right after trigger endpoints
  intro, so the mental model comes before setup instructions
- Reword step 5: explicitly describe status code behavior (200 = ack,
  500 = retry) instead of vague "determines whether to retry"
- Clarify that trigger endpoints auto-create sessions without needing
  the --auto_create_session flag
- Restructure heading hierarchy under "Using trigger endpoints"

* Address reviewer feedback from koverholt

- Use named sections (--8<-- [start/end]) in code snippets to hide
  license headers in doc embeds
- Change model to gemini-flash-latest alias
- Restructure: show example agent first, then enable instructions,
  then "Try it locally" with step-by-step commands and curl test
- Fix port consistency (curl uses 8000 matching adk api_server default)
- Add curl example for /run endpoint

---------

Co-authored-by: Kristopher Overholt <koverholt@google.com>
2026-04-15 09:26:16 -05:00