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8 Commits

Author SHA1 Message Date
Xuan Yang b8644ef32c Make additional_headers kwargs 2025-10-21 12:44:50 -07:00
Xuan Yang ace3e5a3a5 Merge branch 'main' into feature/google-api-toolset-additional-headers-3105 2025-10-20 09:58:15 -07:00
Xuan Yang 37179a6e1f Format conditional statement for setting headers 2025-10-20 09:36:25 -07:00
Parham Alizadeh d8ded07eb3 addressing comments - tidy ups 2025-10-20 10:18:27 +01:00
Parham MohammadAlizadeh a09dd4d31f Merge branch 'main' into feature/google-api-toolset-additional-headers-3105 2025-10-18 12:09:45 +01:00
Parham MohammadAlizadeh 71999b0ef7 Merge branch 'main' into feature/google-api-toolset-additional-headers-3105 2025-10-17 16:37:23 +01:00
Parham MohammadAlizadeh 3d6d6132cd Merge branch 'main' into feature/google-api-toolset-additional-headers-3105 2025-10-17 16:23:25 +01:00
Parham Alizadeh 78e4d81579 feat(tools): support additional headers for google api toolset #non-breaking 2025-10-17 16:22:55 +01:00
601 changed files with 9549 additions and 57352 deletions
+1 -1
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@@ -19,7 +19,7 @@ Steps to reproduce the behavior:
1. Install '...'
2. Run '....'
3. Open '....'
4. Provide error or stacktrace
4. Provie error or stacktrace
**Expected behavior**
A clear and concise description of what you expected to happen.
-52
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@@ -1,52 +0,0 @@
**Please ensure you have read the [contribution guide](https://github.com/google/adk-python/blob/main/CONTRIBUTING.md) before creating a pull request.**
### Link to Issue or Description of Change
**1. Link to an existing issue (if applicable):**
- Closes: #_issue_number_
- Related: #_issue_number_
**2. Or, if no issue exists, describe the change:**
_If applicable, please follow the issue templates to provide as much detail as
possible._
**Problem:**
_A clear and concise description of what the problem is._
**Solution:**
_A clear and concise description of what you want to happen and why you choose
this solution._
### Testing Plan
_Please describe the tests that you ran to verify your changes. This is required
for all PRs that are not small documentation or typo fixes._
**Unit Tests:**
- [ ] I have added or updated unit tests for my change.
- [ ] All unit tests pass locally.
_Please include a summary of passed `pytest` results._
**Manual End-to-End (E2E) Tests:**
_Please provide instructions on how to manually test your changes, including any
necessary setup or configuration. Please provide logs or screenshots to help
reviewers better understand the fix._
### Checklist
- [ ] I have read the [CONTRIBUTING.md](https://github.com/google/adk-python/blob/main/CONTRIBUTING.md) document.
- [ ] I have performed a self-review of my own code.
- [ ] I have commented my code, particularly in hard-to-understand areas.
- [ ] I have added tests that prove my fix is effective or that my feature works.
- [ ] New and existing unit tests pass locally with my changes.
- [ ] I have manually tested my changes end-to-end.
- [ ] Any dependent changes have been merged and published in downstream modules.
### Additional context
_Add any other context or screenshots about the feature request here._
@@ -16,10 +16,10 @@ jobs:
steps:
- name: Checkout repository
uses: actions/checkout@v5
uses: actions/checkout@v4
- name: Set up Python
uses: actions/setup-python@v6
uses: actions/setup-python@v5
with:
python-version: '3.11'
+2 -2
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@@ -24,7 +24,7 @@ jobs:
runs-on: ubuntu-latest
steps:
- name: Checkout Code
uses: actions/checkout@v5
uses: actions/checkout@v4
with:
fetch-depth: 2
@@ -89,7 +89,7 @@ jobs:
- name: Check for import from cli package in certain changed Python files
run: |
git fetch origin ${{ github.base_ref }}
CHANGED_FILES=$(git diff --diff-filter=ACMR --name-only origin/${{ github.base_ref }}...HEAD | grep -E '\.py$' | grep -v -E 'cli/.*|src/google/adk/tools/apihub_tool/apihub_toolset.py|tests/.*|contributing/samples/' || true)
CHANGED_FILES=$(git diff --diff-filter=ACMR --name-only origin/${{ github.base_ref }}...HEAD | grep -E '\.py$' | grep -v -E 'cli/.*|tests/.*|contributing/samples/' || true)
if [ -n "$CHANGED_FILES" ]; then
echo "Changed Python files to check:"
echo "$CHANGED_FILES"
-134
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@@ -1,134 +0,0 @@
name: Copybara PR Handler
on:
push:
branches:
- main
workflow_dispatch:
inputs:
pr_number:
description: 'PR number to close (for testing)'
required: true
type: string
commit_sha:
description: 'Commit SHA reference (optional, for testing)'
required: false
type: string
jobs:
close-imported-pr:
runs-on: ubuntu-latest
permissions:
pull-requests: write
issues: write
contents: read
steps:
- name: Check for Copybara commits and close PRs
uses: actions/github-script@v8
with:
github-token: ${{ secrets.ADK_TRIAGE_AGENT }}
script: |
// Check if this is a manual test run
const isManualRun = context.eventName === 'workflow_dispatch';
let prsToClose = [];
if (isManualRun) {
// Manual testing mode
const prNumber = parseInt(context.payload.inputs.pr_number);
const commitSha = context.payload.inputs.commit_sha || context.sha.substring(0, 7);
console.log('=== MANUAL TEST MODE ===');
console.log(`Testing with PR #${prNumber}, commit ${commitSha}`);
prsToClose.push({ prNumber, commitSha });
} else {
// Normal mode: process commits from push event
const commits = context.payload.commits || [];
console.log(`Found ${commits.length} commit(s) in this push`);
// Process each commit
for (const commit of commits) {
const sha = commit.id;
const committer = commit.committer.name;
const message = commit.message;
console.log(`\n--- Processing commit ${sha.substring(0, 7)} ---`);
console.log(`Committer: ${committer}`);
// Check if this is a Copybara commit
if (committer !== 'Copybara-Service') {
console.log('Not a Copybara commit, skipping');
continue;
}
// Extract PR number from commit message
// Pattern: "Merge https://github.com/google/adk-python/pull/3333"
const prMatch = message.match(/Merge https:\/\/github\.com\/google\/adk-python\/pull\/(\d+)/);
if (!prMatch) {
console.log('No PR number found in Copybara commit message');
continue;
}
const prNumber = parseInt(prMatch[1]);
const commitSha = sha.substring(0, 7);
prsToClose.push({ prNumber, commitSha });
}
}
// Process PRs to close
for (const { prNumber, commitSha } of prsToClose) {
console.log(`\n--- Processing PR #${prNumber} ---`);
// Get PR details to check if it's open
let pr;
try {
pr = await github.rest.pulls.get({
owner: context.repo.owner,
repo: context.repo.repo,
pull_number: prNumber
});
} catch (error) {
console.log(`PR #${prNumber} not found or inaccessible:`, error.message);
continue;
}
// Only close if PR is still open
if (pr.data.state !== 'open') {
console.log(`PR #${prNumber} is already ${pr.data.state}, skipping`);
continue;
}
const author = pr.data.user.login;
try {
// Add comment with commit reference
await github.rest.issues.createComment({
owner: context.repo.owner,
repo: context.repo.repo,
issue_number: prNumber,
body: `Thank you @${author} for your contribution! 🎉\n\nYour changes have been successfully imported and merged via Copybara in commit ${commitSha}.\n\nClosing this PR as the changes are now in the main branch.`
});
// Close the PR
await github.rest.pulls.update({
owner: context.repo.owner,
repo: context.repo.repo,
pull_number: prNumber,
state: 'closed'
});
console.log(`Successfully closed PR #${prNumber}`);
} catch (error) {
console.log(`Error closing PR #${prNumber}:`, error.message);
}
}
if (isManualRun) {
console.log('\n=== TEST COMPLETED ===');
} else {
console.log('\n--- Finished processing all commits ---');
}
+2 -2
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@@ -15,10 +15,10 @@ jobs:
steps:
- name: Checkout repository
uses: actions/checkout@v5
uses: actions/checkout@v4
- name: Set up Python
uses: actions/setup-python@v6
uses: actions/setup-python@v5
with:
python-version: '3.11'
+2 -2
View File
@@ -26,12 +26,12 @@ jobs:
steps:
- name: Checkout code
uses: actions/checkout@v5
uses: actions/checkout@v4
with:
fetch-depth: 2
- name: Set up Python
uses: actions/setup-python@v6
uses: actions/setup-python@v5
with:
python-version: '3.x'
+2 -2
View File
@@ -20,10 +20,10 @@ jobs:
steps:
- name: Checkout repository
uses: actions/checkout@v5
uses: actions/checkout@v4
- name: Set up Python
uses: actions/setup-python@v6
uses: actions/setup-python@v5
with:
python-version: '3.11'
+2 -2
View File
@@ -26,12 +26,12 @@ jobs:
steps:
- name: Checkout code
uses: actions/checkout@v5
uses: actions/checkout@v4
with:
fetch-depth: 2
- name: Set up Python
uses: actions/setup-python@v6
uses: actions/setup-python@v5
with:
python-version: '3.x'
+14 -6
View File
@@ -25,14 +25,14 @@ jobs:
runs-on: ubuntu-latest
strategy:
matrix:
python-version: ["3.10", "3.11", "3.12", "3.13"]
python-version: ["3.9", "3.10", "3.11", "3.12", "3.13"]
steps:
- name: Checkout code
uses: actions/checkout@v5
uses: actions/checkout@v4
- name: Set up Python ${{ matrix.python-version }}
uses: actions/setup-python@v6
uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python-version }}
@@ -48,6 +48,14 @@ jobs:
- name: Run unit tests with pytest
run: |
source .venv/bin/activate
pytest tests/unittests \
--ignore=tests/unittests/artifacts/test_artifact_service.py \
--ignore=tests/unittests/tools/google_api_tool/test_googleapi_to_openapi_converter.py
if [[ "${{ matrix.python-version }}" == "3.9" ]]; then
pytest tests/unittests \
--ignore=tests/unittests/a2a \
--ignore=tests/unittests/tools/mcp_tool \
--ignore=tests/unittests/artifacts/test_artifact_service.py \
--ignore=tests/unittests/tools/google_api_tool/test_googleapi_to_openapi_converter.py
else
pytest tests/unittests \
--ignore=tests/unittests/artifacts/test_artifact_service.py \
--ignore=tests/unittests/tools/google_api_tool/test_googleapi_to_openapi_converter.py
fi
-43
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@@ -1,43 +0,0 @@
name: ADK Stale Issue Auditor
on:
workflow_dispatch:
schedule:
# This runs at 6:00 AM UTC (10 PM PST)
- cron: '0 6 * * *'
jobs:
audit-stale-issues:
runs-on: ubuntu-latest
timeout-minutes: 60
permissions:
issues: write
contents: read
steps:
- name: Checkout repository
uses: actions/checkout@v5
- name: Set up Python
uses: actions/setup-python@v6
with:
python-version: '3.11'
- name: Install dependencies
run: |
python -m pip install --upgrade pip
pip install requests google-adk
- name: Run Auditor Agent Script
env:
GITHUB_TOKEN: ${{ secrets.ADK_TRIAGE_AGENT }}
GOOGLE_API_KEY: ${{ secrets.GOOGLE_API_KEY }}
OWNER: ${{ github.repository_owner }}
REPO: adk-python
CONCURRENCY_LIMIT: 3
LLM_MODEL_NAME: "gemini-2.5-flash"
PYTHONPATH: contributing/samples
run: python -m adk_stale_agent.main
+5 -16
View File
@@ -2,32 +2,21 @@ name: ADK Issue Triaging Agent
on:
issues:
types: [opened, labeled]
schedule:
# Run every 6 hours to triage untriaged issues
- cron: '0 */6 * * *'
types: [opened, reopened]
jobs:
agent-triage-issues:
runs-on: ubuntu-latest
# Run for:
# - Scheduled runs (batch processing)
# - New issues (need component labeling)
# - Issues labeled with "planned" (need owner assignment)
if: >-
github.event_name == 'schedule' ||
github.event.action == 'opened' ||
github.event.label.name == 'planned'
permissions:
issues: write
contents: read
steps:
- name: Checkout repository
uses: actions/checkout@v5
uses: actions/checkout@v4
- name: Set up Python
uses: actions/setup-python@v6
uses: actions/setup-python@v5
with:
python-version: '3.11'
@@ -41,8 +30,8 @@ jobs:
GITHUB_TOKEN: ${{ secrets.ADK_TRIAGE_AGENT }}
GOOGLE_API_KEY: ${{ secrets.GOOGLE_API_KEY }}
GOOGLE_GENAI_USE_VERTEXAI: 0
OWNER: ${{ github.repository_owner }}
REPO: ${{ github.event.repository.name }}
OWNER: 'google'
REPO: 'adk-python'
INTERACTIVE: 0
EVENT_NAME: ${{ github.event_name }} # 'issues', 'schedule', etc.
ISSUE_NUMBER: ${{ github.event.issue.number }}
@@ -13,7 +13,7 @@ jobs:
steps:
- name: Checkout repository
uses: actions/checkout@v5
uses: actions/checkout@v4
- name: Clone adk-docs repository
run: git clone https://github.com/google/adk-docs.git /tmp/adk-docs
@@ -22,7 +22,7 @@ jobs:
run: git clone https://github.com/google/adk-python.git /tmp/adk-python
- name: Set up Python
uses: actions/setup-python@v6
uses: actions/setup-python@v5
with:
python-version: '3.11'
-18
View File
@@ -98,21 +98,3 @@ Thumbs.db
*.bak
*.tmp
*.temp
# AI Coding Tools - Project-specific configs
# Developers should symlink or copy AGENTS.md and add their own overrides locally
.adk/
.claude/
CLAUDE.md
.cursor/
.cursorrules
.cursorignore
.windsurfrules
.aider*
.continue/
.codeium/
.githubnext/
.roo/
.rooignore
.bolt/
.v0/
+96 -472
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+17 -413
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+4 -6
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@@ -57,9 +57,7 @@ information on using pull requests.
### Requirement for PRs
- All PRs, other than small documentation or typo fixes, should have a Issue
associated. If a relevant issue doesn't exist, please create one first or
you may instead describe the bug or feature directly within the PR
description, following the structure of our issue templates.
associated. If not, please create one.
- Small, focused PRs. Keep changes minimal—one concern per PR.
- For bug fixes or features, please provide logs or screenshot after the fix
is applied to help reviewers better understand the fix.
@@ -145,7 +143,7 @@ part before or alongside your code PR.
3. **Create and activate a virtual environment:**
**NOTE**: ADK supports Python 3.10+. Python 3.11 and above is strongly
**NOTE**: ADK supports Python 3.9+. Python 3.11 and above is strongly
recommended.
Create a workspace venv using uv.
@@ -234,6 +232,6 @@ has resources that is helpful for contributors.
## Vibe Coding
If you want to contribute by leveraging vibe coding, the AGENTS.md
If you want to contribute by leveraging viber coding, the AGENTS.md
(https://github.com/google/adk-python/tree/main/AGENTS.md) could be used as
context to your LLM.
context to your LLM.
+45 -30
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@@ -4,45 +4,70 @@
[![PyPI](https://img.shields.io/pypi/v/google-adk)](https://pypi.org/project/google-adk/)
[![Python Unit Tests](https://github.com/google/adk-python/actions/workflows/python-unit-tests.yml/badge.svg)](https://github.com/google/adk-python/actions/workflows/python-unit-tests.yml)
[![r/agentdevelopmentkit](https://img.shields.io/badge/Reddit-r%2Fagentdevelopmentkit-FF4500?style=flat&logo=reddit&logoColor=white)](https://www.reddit.com/r/agentdevelopmentkit/)
<a href="https://codewiki.google/github.com/google/adk-python"><img src="https://www.gstatic.com/_/boq-sdlc-agents-ui/_/r/Mvosg4klCA4.svg" alt="Ask Code Wiki" height="20"></a>
[![Ask DeepWiki](https://deepwiki.com/badge.svg)](https://deepwiki.com/google/adk-python)
<html>
<h2 align="center">
<img src="https://raw.githubusercontent.com/google/adk-python/main/assets/agent-development-kit.png" width="256"/>
</h2>
<h3 align="center">
An open-source, code-first Python framework for building, evaluating, and deploying sophisticated AI agents with flexibility and control.
An open-source, code-first Python toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control.
</h3>
<h3 align="center">
Important Links:
<a href="https://google.github.io/adk-docs/">Docs</a>,
<a href="https://github.com/google/adk-samples">Samples</a>,
<a href="https://github.com/google/adk-java">Java ADK</a>,
<a href="https://github.com/google/adk-go">Go ADK</a> &
<a href="https://github.com/google/adk-java">Java ADK</a> &
<a href="https://github.com/google/adk-web">ADK Web</a>.
</h3>
</html>
Agent Development Kit (ADK) is a flexible and modular framework that applies
software development principles to AI agent creation. It is designed to
simplify building, deploying, and orchestrating agent workflows, from simple
tasks to complex systems. While optimized for Gemini, ADK is model-agnostic,
deployment-agnostic, and compatible with other frameworks.
Agent Development Kit (ADK) is a flexible and modular framework for developing and deploying AI agents. While optimized for Gemini and the Google ecosystem, ADK is model-agnostic, deployment-agnostic, and is built for compatibility with other frameworks. ADK was designed to make agent development feel more like software development, to make it easier for developers to create, deploy, and orchestrate agentic architectures that range from simple tasks to complex workflows.
---
## 🔥 ADK's very first community call on Oct 15
Join our ADK Community Call! Our first virtual community call is on Oct 15!
Meet our team, and talk with us about our roadmap and how to contribute.
First Call Details:
Topic: ADK Roadmap
Date: October 15, 2025
Time: 9:30-10:30am PST
Meeting link:
[Join the call](http://meet.google.com/gjm-gfim-ctz)
Add to your calendar
[Event calendar invite](https://calendar.google.com/calendar/event?action=TEMPLATE&tmeid=MDUydWo1dHV1dHFtNzJuM3E0bmEyMW12ZnZfMjAyNTEwMTVUMTYzMDAwWiBjXzljNWVjODhhMmQyYWU5YjY5Mzk4ODU1MGZkNDA5MjVmYjgxYjM4MTI1NGNjYTgzNmRkMjMwNzRiMjNmYzcyZDVAZw&tmsrc=c_9c5ec88a2d2ae9b693988550fd40925fb81b381254cca836dd23074b23fc72d5%40group.calendar.google.com), [.ics file](https://calendar.google.com/calendar/ical/c_9c5ec88a2d2ae9b693988550fd40925fb81b381254cca836dd23074b23fc72d5%40group.calendar.google.com/public/basic.ics), [ADK community calendar](https://calendar.google.com/calendar/embed?src=c_9c5ec88a2d2ae9b693988550fd40925fb81b381254cca836dd23074b23fc72d5%40group.calendar.google.com&ctz=America%2FLos_Angeles), [ADK Community Call RSVP](https://google.qualtrics.com/jfe/form/SV_3K0RJZ64H1BexqS)
Agenda:
[Julia] ADK Roadmap
[ Bo & Hangfei] Eng Deep Dive: Context Caching
[Kris] How to Contribute
[Shubham] Upcoming Events
---
## 🔥 What's new
- **Custom Service Registration**: Add a service registry to provide a generic way to register custom service implementations to be used in FastAPI server. See [short instruction](https://github.com/google/adk-python/discussions/3175#discussioncomment-14745120). ([391628f](https://github.com/google/adk-python/commit/391628fcdc7b950c6835f64ae3ccab197163c990))
- **Context compaction**: Supports context compaction to reduce context length. Here is a [sample](https://github.com/google/adk-python/blob/main/contributing/samples/hello_world_app/agent.py#L156) and [compaction config](https://github.com/google/adk-python/blob/main/src/google/adk/apps/app.py#L51).
- **Rewind**: Add the ability to rewind a session to before a previous invocation ([9dce06f](https://github.com/google/adk-python/commit/9dce06f9b00259ec42241df4f6638955e783a9d1)).
- **Resumability**: Support pause and resume an invocation in ADK.
- **New CodeExecutor**: Introduces a new AgentEngineSandboxCodeExecutor class that supports executing agent-generated code using the Vertex AI Code Execution Sandbox API ([ee39a89](https://github.com/google/adk-python/commit/ee39a891106316b790621795b5cc529e89815a98))
- **ReflectRetryToolPlugin**: Add [`ReflectRetryToolPlugin`](https://github.com/google/adk-python/blob/main/src/google/adk/plugins/reflect_retry_tool_plugin.py) to reflect from errors and retry with different arguments when tool errors.
- **Search tool**: Support using Google built-in search and built-in `VertexAiSearchTool` with other tools in the same agent.
## ✨ Key Features
- **Rich Tool Ecosystem**: Utilize pre-built tools, custom functions,
OpenAPI specs, MCP tools or integrate existing tools to give agents diverse
OpenAPI specs, or integrate existing tools to give agents diverse
capabilities, all for tight integration with the Google ecosystem.
- **Code-First Development**: Define agent logic, tools, and orchestration
@@ -59,6 +84,13 @@ deployment-agnostic, and compatible with other frameworks.
- **Deploy Anywhere**: Easily containerize and deploy agents on Cloud Run or
scale seamlessly with Vertex AI Agent Engine.
## 🤖 Agent2Agent (A2A) Protocol and ADK Integration
For remote agent-to-agent communication, ADK integrates with the
[A2A protocol](https://github.com/google-a2a/A2A/).
See this [example](https://github.com/a2aproject/a2a-samples/tree/main/samples/python/agents)
for how they can work together.
## 🚀 Installation
### Stable Release (Recommended)
@@ -82,13 +114,6 @@ pip install git+https://github.com/google/adk-python.git@main
Note: The development version is built directly from the latest code commits. While it includes the newest fixes and features, it may also contain experimental changes or bugs not present in the stable release. Use it primarily for testing upcoming changes or accessing critical fixes before they are officially released.
## 🤖 Agent2Agent (A2A) Protocol and ADK Integration
For remote agent-to-agent communication, ADK integrates with the
[A2A protocol](https://github.com/google-a2a/A2A/).
See this [example](https://github.com/a2aproject/a2a-samples/tree/main/samples/python/agents)
for how they can work together.
## 📚 Documentation
Explore the full documentation for detailed guides on building, evaluating, and
@@ -156,20 +181,10 @@ We welcome contributions from the community! Whether it's bug reports, feature r
- [General contribution guideline and flow](https://google.github.io/adk-docs/contributing-guide/).
- Then if you want to contribute code, please read [Code Contributing Guidelines](./CONTRIBUTING.md) to get started.
## Community Repo
We have [adk-python-community repo](https://github.com/google/adk-python-community)that is home to a growing ecosystem of community-contributed tools, third-party
service integrations, and deployment scripts that extend the core capabilities
of the ADK.
## Vibe Coding
If you are to develop agent via vibe coding the [llms.txt](./llms.txt) and the [llms-full.txt](./llms-full.txt) can be used as context to LLM. While the former one is a summarized one and the later one has the full information in case your LLM has big enough context window.
## Community Events
- [Completed] ADK's 1st community meeting on Wednesday, October 15, 2025. Remember to [join our group](https://groups.google.com/g/adk-community) to get access to the [recording](https://drive.google.com/file/d/1rpXDq5NSH8-MyMeYI6_5pZ3Lhn0X9BQf/view), and [deck](https://docs.google.com/presentation/d/1_b8LG4xaiadbUUDzyNiapSFyxanc9ZgFdw7JQ6zmZ9Q/edit?slide=id.g384e60cdaca_0_658&resourcekey=0-tjFFv0VBQhpXBPCkZr0NOg#slide=id.g384e60cdaca_0_658).
## 📄 License
This project is licensed under the Apache 2.0 License - see the [LICENSE](LICENSE) file for details.
@@ -46,7 +46,7 @@ root_agent = Agent(
Use the provided tools to conduct various operations on users' data in Google BigQuery.
Scenario 1:
The user wants to query their bigquery datasets
The user wants to query their biguqery datasets
Use bigquery_datasets_list to query user's datasets
Scenario 2:
@@ -99,7 +99,7 @@ Agent: ✅ Great news! Your reimbursement has been approved by the manager. Proc
The human-in-the-loop process follows this pattern:
1. **Initial Call**: Root agent delegates approval request to remote approval agent for amounts >$100
2. **Pending Response**: Remote approval agent returns immediate response with `status: "pending"` and ticket ID and surface the approval request to root agent
2. **Pending Response**: Remote approval agent returns immediate response with `status: "pending"` and ticket ID and serface the approval request to root agent
3. **Agent Acknowledgment**: Root agent informs user about pending approval status
4. **Human Interaction**: Human manager interacts with root agent to review and approve/reject the request
5. **Updated Response**: Root agent receives updated tool response with approval decision and send it to remote agent

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