Feature/multi agent orchestration #53

zhaofei0923 · 2026-01-23T22:45:57Z

No description provided.

## 核心功能 - 实现 MultiAgentOrchestrator 多代理协调器 - 实现 OptimizedExecutor 智能混合执行器（针对 Ubuntu 优化） - 实现 TaskRouter 任务路由器（智能路由和负载均衡） - 实现 ResultAggregator 结果聚合器（质量评估和格式转换） ## 协调工具 - DelegateToAgentTool: 任务委托工具 - BatchDelegateTool: 批量委托工具 - RequestStatusTool: 状态查询工具 - GatherResultsTool: 结果收集工具 ## 通信工具 - ShareContextTool: 上下文共享工具 - BroadcastMessageTool: 消息广播工具 - SyncStateTool: 状态同步工具 ## 提示词模板 - COORDINATOR_PROMPT: 协调器提示词 - 10种专业代理提示词: CODER, DESIGNER, RESEARCHER, TESTER, DEPLOYER, ANALYST, DOCUMENTER, REVIEWER, ARCHITECT, DEBUGGER ## 测试 - 44个单元测试全部通过 - 集成测试覆盖完整 ## 依赖 - 添加 psutil >= 5.9.0 支持系统资源监控 BREAKING CHANGE: 版本升级至 0.6.0

- 创建 API_REFERENCE.md - 详细的 API 文档，包含所有公共类和方法的使用说明 - 创建 ARCHITECTURE.md - 架构设计文档，描述系统整体架构和核心组件 - 创建 EXAMPLES.md - 完整的使用示例指南，涵盖基础配置到高级场景 - 创建 CHANGELOG.md - 版本更新日志，记录所有版本的变更历史总计新增文档 4 篇，约 5000+ 行内容，完善了项目的文档体系。 Signed-off-by: zhaofei0923 <zhaofei0923@example.com>

## 主要变更 ### CI/CD工作流 - 添加 .github/workflows/ci.yml 持续集成工作流 - 运行测试、类型检查、代码质量检查 - 支持Python 3.10、3.11、3.12 - 自动生成测试覆盖率报告 - 安全审计检查 - 添加 .github/workflows/cd.yml 持续部署工作流 - 自动构建和测试Python包 - 发布到TestPyPI进行验证 - 发布到正式PyPI仓库 - 发布成功后自动通知 ### GitHub配置 - 添加 .github/ISSUE_TEMPLATE/bug_report.md 错误报告模板 - 添加 .github/ISSUE_TEMPLATE/feature_request.md 功能请求模板 - 添加 .github/PULL_REQUEST_TEMPLATE.md PR模板 ### 项目配置更新 - 更新 pyproject.toml 配置 - 版本号升级到 0.6.0 - 添加详细的项目描述和关键词 - 添加PyPI分类器 - 完善开发者依赖项 - 添加项目URL链接 ## 技术细节 ### CI工作流特点 - 多Python版本测试 - 并行测试执行 - 自动代码质量检查 - 集成覆盖率报告 - 安全漏洞扫描 ### CD工作流特点 - 双重PyPI发布（TestPyPI + PyPI） - 发布前自动验证 - 发布后自动测试安装 - GitHub Release集成 ### 版本兼容性 - Python 3.10+ 支持 - 向后完全兼容 - 零Breaking Changes ## 统计信息 - 新增文件: 7 - 修改文件: 1 - 代码行数: +850

## 主要变更 ### 新增文档 - 添加 docs/CI_CD_GUIDE.md 详细配置指南 - CI工作流详细说明 - CD工作流发布流程 - PyPI令牌配置步骤 - 故障排除指南 - 优化建议 ### 文档内容 #### CI/CD概述 - 触发条件和执行流程 - 多版本测试矩阵 - 代码质量检查 - 安全审计集成 #### PyPI发布配置 - 获取API Token步骤 - GitHub Secrets配置 - TestPyPI和正式PyPI发布 - 发布验证流程 #### 故障排除 - 测试失败解决方案 - 覆盖率不足处理 - PyPI发布权限问题 - GitHub Actions权限配置 #### 优化建议 - 缓存优化配置 - 并行作业执行 - 条件执行策略 ## 技术细节 ### CI工作流特点 - ✅ 5个并行作业 - ✅ 多Python版本支持 - ✅ 自动覆盖率聚合 - ✅ 安全漏洞扫描 ### CD工作流特点 - ✅ 双PyPI发布策略 - ✅ 发布前自动验证 - ✅ 发布后安装测试 - ✅ 完整发布通知 ### 文档统计 - 📄 文档页数: 1 - 📊 代码示例: 15+ - 🔧 配置模板: 5+ - 📋 检查清单: 2 ## 相关资源 - 配置文件: .github/workflows/ - 项目配置: pyproject.toml - 模板文件: .github/ ## 下一阶段 - 配置PyPI API Token - 测试完整发布流程 - 添加状态徽章到README

- F401: 移除未使用的导入 - F541: 修复无占位符的f-string - E722: 修复裸except语句 - F821: 修复未定义的名称 - F841: 修复未使用的变量修复循环导入: - 在orchestration.py和communication.py中使用TYPE_CHECKING - 使用字符串类型注解避免运行时导入

Copilot

Pull request overview

This PR introduces a multi-agent orchestration system (coordinator + executor + routing + aggregation), publishes supporting tool APIs/prompts, and updates project packaging/docs/CI for a v0.6.0 release.

Changes:

Add mini_agent.orchestration (orchestrator, optimized executor, task router, result aggregator) plus prompt templates.
Add new orchestration/communication tools and expose them via mini_agent.tools and top-level mini_agent exports.
Add CI/CD workflows, release documentation, a demo script, and an orchestration test suite; bump project metadata to 0.6.0.

Reviewed changes

Copilot reviewed 56 out of 57 changed files in this pull request and generated 13 comments.

Show a summary per file

File	Description
trigger_ci.txt	Adds a no-op file intended to trigger CI runs.
tests/test_skill_loader.py	Cleans up imports while keeping skill loader unit tests.
tests/test_session_integration.py	Removes unused mocks/imports in session integration tests.
tests/test_markdown_links.py	Removes unused f-strings/prints to satisfy lint rules.
tests/test_bash_tool.py	Removes unused variable assignment in bash tool test.
tests/orchestration/test_orchestrator.py	Adds an orchestration test suite covering orchestrator/executor/router/tools/prompts.
pyproject.toml	Bumps version to 0.6.0, updates metadata, moves test deps to dev extras, adds psutil.
mini_agent/tools/orchestration.py	Adds orchestration tools (delegate/batch/status/gather) for multi-agent coordination.
mini_agent/tools/communication.py	Adds communication tools (share/broadcast/sync) for inter-agent context/state.
mini_agent/tools/base.py	Extends `ToolResult` to include optional `metadata`.
mini_agent/tools/init.py	Exports new orchestration and communication tools.
mini_agent/skills/webapp-testing/examples/console_logging.py	Fixes lint: removes unnecessary f-string.
mini_agent/skills/slack-gif-creator/templates/wiggle.py	Removes unused imports/variables for lint cleanliness.
mini_agent/skills/slack-gif-creator/templates/spin.py	Removes unused import for lint cleanliness.
mini_agent/skills/slack-gif-creator/templates/move.py	Removes unused import for lint cleanliness.
mini_agent/skills/slack-gif-creator/templates/morph.py	Removes unused import for lint cleanliness.
mini_agent/skills/slack-gif-creator/templates/kaleidoscope.py	Removes unused variables for lint cleanliness.
mini_agent/skills/slack-gif-creator/templates/fade.py	Removes unused import for lint cleanliness.
mini_agent/skills/slack-gif-creator/templates/explode.py	Removes unused import for lint cleanliness.
mini_agent/skills/slack-gif-creator/templates/bounce.py	Removes unused import for lint cleanliness.
mini_agent/skills/slack-gif-creator/core/visual_effects.py	Adjusts comments and removes unused alpha variable.
mini_agent/skills/slack-gif-creator/core/validators.py	Improves exception handling and removes unnecessary f-string.
mini_agent/skills/slack-gif-creator/core/typography.py	Improves exception specificity and removes unused import.
mini_agent/skills/slack-gif-creator/core/gif_builder.py	Removes unused variable and fixes unnecessary f-string.
mini_agent/skills/slack-gif-creator/core/frame_composer.py	Avoids bare `except` and improves exception handling.
mini_agent/skills/slack-gif-creator/core/color_palettes.py	Removes unused import for lint cleanliness.
mini_agent/skills/skill-creator/scripts/quick_validate.py	Removes unused import.
mini_agent/orchestration/task_router.py	Adds task routing logic with keyword scoring + load balancing helpers.
mini_agent/orchestration/result_aggregator.py	Adds result aggregation/formatting utilities.
mini_agent/orchestration/prompts/coordinator_prompts.py	Adds coordinator prompt templates and prompt selection helpers.
mini_agent/orchestration/prompts/agent_prompts.py	Adds specialist agent prompt templates and config helpers.
mini_agent/orchestration/prompts/init.py	Exports prompts and helper functions for orchestration.
mini_agent/orchestration/orchestrator.py	Adds `MultiAgentOrchestrator` coordinating main/sub agents and tools.
mini_agent/orchestration/executor.py	Adds optimized executor with multiple execution modes and system tuning.
mini_agent/orchestration/init.py	Exposes orchestration public API surface.
mini_agent/acp/init.py	Removes unused ACP schema import.
mini_agent/init.py	Exposes orchestration components at top-level and bumps version.
examples/multi_agent_demo.py	Adds a runnable multi-agent orchestration demonstration script.
examples/05_provider_selection.py	Removes unused import for lint cleanliness.
examples/01_basic_tools.py	Fixes unnecessary f-strings for lint cleanliness.
docs/RELEASE_TEMPLATE.md	Adds a GitHub release drafting template for v0.6.0.
docs/RELEASE_STATUS.md	Adds a release status checklist and progress report.
docs/GITHUB_RELEASE_GUIDE.md	Adds detailed GitHub release/merge instructions.
docs/CI_ERROR_TROUBLESHOOTING.md	Adds CI troubleshooting and local debugging guidance.
docs/CI_CD_GUIDE.md	Adds CI/CD pipeline design and operational guide.
.github/workflows/ci.yml	Adds CI workflow (lint, tests, orchestration tests, audit, coverage).
.github/workflows/cd.yml	Adds CD workflow to build and publish to TestPyPI/PyPI on release.
.github/PULL_REQUEST_TEMPLATE.md	Adds a PR template for consistent PR descriptions/checklists.
.github/ISSUE_TEMPLATE/feature_request.md	Adds GitHub issue template for feature requests.
.github/ISSUE_TEMPLATE/bug_report.md	Adds GitHub issue template for bug reports.

Comments suppressed due to low confidence (1)

mini_agent/tools/base.py:35

Overridden method signature does not match call, where it is passed an argument named 'command'. Overriding method method BashTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'command'. Overriding method method BashTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'command'. Overriding method method BashTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'command'. Overriding method method BashTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'command'. Overriding method method BashTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'command'. Overriding method method BashTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'command'. Overriding method method BashTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'command'. Overriding method method BashTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'command'. Overriding method method BashTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'command'. Overriding method method BashTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'command'. Overriding method method BashTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'command'. Overriding method method BashTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'command'. Overriding method method BashTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'command'. Overriding method method BashTool.execute matches the call.
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Overridden method signature does not match call, where it is passed an argument named 'run_in_background'. Overriding method method BashTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'run_in_background'. Overriding method method BashTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'run_in_background'. Overriding method method BashTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'run_in_background'. Overriding method method BashTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'bash_id'. Overriding method method BashKillTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'bash_id'. Overriding method method BashOutputTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'bash_id'. Overriding method method BashOutputTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'bash_id'. Overriding method method BashKillTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'key'. Overriding method method ShareContextTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'key'. Overriding method method ShareContextTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'value'. Overriding method method ShareContextTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'value'. Overriding method method ShareContextTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'target_agents'. Overriding method method ShareContextTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'target_agents'. Overriding method method BroadcastMessageTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'message'. Overriding method method BroadcastMessageTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'priority'. Overriding method method BroadcastMessageTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'agent_names'. Overriding method method SyncStateTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'agent_names'. Overriding method method SyncStateTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'include_details'. Overriding method method SyncStateTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'include_details'. Overriding method method SyncStateTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'path'. Overriding method method WriteTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'path'. Overriding method method ReadTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'path'. Overriding method method EditTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'path'. Overriding method method ReadTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'path'. Overriding method method WriteTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'path'. Overriding method method EditTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'content'. Overriding method method WriteTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'content'. Overriding method method SessionNoteTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'content'. Overriding method method SessionNoteTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'content'. Overriding method method SessionNoteTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'content'. Overriding method method SessionNoteTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'content'. Overriding method method SessionNoteTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'content'. Overriding method method SessionNoteTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'content'. Overriding method method WriteTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'old_str'. Overriding method method EditTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'old_str'. Overriding method method EditTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'new_str'. Overriding method method EditTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'new_str'. Overriding method method EditTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'category'. Overriding method method SessionNoteTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'category'. Overriding method method SessionNoteTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'category'. Overriding method method SessionNoteTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'category'. Overriding method method RecallNoteTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'category'. Overriding method method SessionNoteTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'category'. Overriding method method SessionNoteTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'category'. Overriding method method SessionNoteTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'skill_name'. Overriding method method GetSkillTool.execute matches the call.
Overridden method signature does not match call, where it is passed an argument named 'skill_name'. Overriding method method GetSkillTool.execute matches the call.

💡 Add Copilot custom instructions for smarter, more guided reviews. Learn how to get started.

Copilot · 2026-01-23T22:55:36Z

tests/orchestration/test_orchestrator.py

+import sys
+
+# 添加项目根目录
+sys.path.insert(0, str(Path(__file__).parent.parent.parent))


This test suite mutates sys.path to import project modules. In a standard test run from the repo root (or when installed as a package), this shouldn't be necessary and can mask packaging/import issues. Prefer relying on normal package imports (and fix packaging/test invocation if needed) rather than altering sys.path inside tests.

Copilot · 2026-01-23T22:55:37Z

.github/workflows/ci.yml

+
+      - name: Run type checking
+        run: |
+          mypy mini_agent/ --ignore-missing-imports --no-error-summary || true


Type-checking is effectively disabled because this step ignores mypy failures (|| true). If mypy is intended to gate merges, remove || true so CI fails on type errors.

Suggested change

mypy mini_agent/ --ignore-missing-imports --no-error-summary || true

mypy mini_agent/ --ignore-missing-imports --no-error-summary

Copilot · 2026-01-23T22:55:37Z

.github/workflows/ci.yml

+      - name: Install coverage
+        run: pip install coverage
+
+      - name: Combine coverage reports
+        run: |
+          coverage combine coverage-reports/
+          coverage report --show-missing --fail-under=80
+


This job downloads coverage.xml but then runs coverage combine, which expects raw .coverage data files (not XML). This will fail. Upload/download .coverage files and then combine, or enforce coverage report --fail-under in the same job that produced the coverage data.

Suggested change

- name: Install coverage

run: pip install coverage

- name: Combine coverage reports

run: |

coverage combine coverage-reports/

coverage report --show-missing --fail-under=80

Copilot · 2026-01-23T22:55:37Z

tests/orchestration/test_orchestrator.py

+    orchestrator = MultiAgentOrchestrator(
+        main_llm_client=mock_llm_client,
+        sub_agent_configs=sub_configs,
+        workspace_dir="./workspace/test",
+        max_steps=20,


This fixture initializes the orchestrator with workspace_dir="./workspace/test", which creates/uses real directories under the repo and can cause cross-test interference (especially in CI). Prefer tmp_path/TemporaryDirectory() for workspace_dir and sub-agent workspaces in tests.

Copilot · 2026-01-23T22:55:38Z

mini_agent/tools/communication.py

+                "value": {
+                    "type": "any",
+                    "description": "要共享的值",
+                },


Tool parameter schema uses "type": "any", which is not valid JSON Schema and may break tool registration for Anthropic/OpenAI (Tool.to_schema() / Tool.to_openai_schema()). Use a valid schema type (e.g., omit type and use oneOf, or set type to "string" and accept JSON-encoded values, or use "object" with additionalProperties: true).

Copilot · 2026-01-23T22:55:39Z

mini_agent/orchestration/orchestrator.py

+        """配置日志记录"""
+        logging.basicConfig(
+            level=logging.INFO,
+            format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
+        )
+        self.logger = logging.getLogger('MultiAgentOrchestrator')


logging.basicConfig(...) in library code globally reconfigures logging for applications importing this package. Prefer configuring only this module's logger/handlers (or leave configuration to the application) to avoid surprising side effects.

Suggested change

"""配置日志记录"""

logging.basicConfig(

level=logging.INFO,

format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'

)

self.logger = logging.getLogger('MultiAgentOrchestrator')

"""配置日志记录（仅限当前模块/类）"""

# 使用模块级 logger，避免修改全局 root logger 配置

orchestrator_logger = logging.getLogger(__name__ + ".MultiAgentOrchestrator")

orchestrator_logger.setLevel(logging.INFO)

# 仅在没有 handler 时添加，避免重复添加 handler

if not orchestrator_logger.handlers:

handler = logging.StreamHandler()

formatter = logging.Formatter(

'%(asctime)s - %(name)s - %(levelname)s - %(message)s'

)

handler.setFormatter(formatter)

orchestrator_logger.addHandler(handler)

self.logger = orchestrator_logger

Copilot · 2026-01-23T22:55:39Z

mini_agent/orchestration/task_router.py

+                        # 重新路由到备选代理
+                        new_result = self.route(
+                            f"备用路由: {result.reasoning}",
+                            preferred_agent=alt_name
+                        )
+                        result.agent_name = new_result.agent_name
+                        result.confidence = new_result.confidence * 0.9  # 降低置信度


Load-balancing re-routing calls self.route(f"备用路由: {result.reasoning}", preferred_agent=alt_name), which routes based on the reasoning text rather than the original task. This can select an unrelated agent. Re-route using the original task content (store it alongside the RouteResult) or switch to alt_name directly without calling route() again.

Suggested change

# 重新路由到备选代理

new_result = self.route(

f"备用路由: {result.reasoning}",

preferred_agent=alt_name

)

result.agent_name = new_result.agent_name

result.confidence = new_result.confidence * 0.9 # 降低置信度

# 直接将任务切换到负载较轻的备选代理

result.agent_name = alt_name

# 降低置信度以反映负载均衡调整

result.confidence = result.confidence * 0.9

Copilot · 2026-01-23T22:55:39Z

.github/workflows/ci.yml

+
+      - name: Run security audit
+        run: |
+          safety check -r pyproject.toml || true


Security audit is effectively non-blocking because the safety check step ignores failures (|| true). If this is meant to gate merges, remove || true (or at least fail on high/critical findings).

Suggested change

safety check -r pyproject.toml || true

safety check -r pyproject.toml

Copilot · 2026-01-23T22:55:39Z

.github/workflows/cd.yml

+            github.rest.repos.createReleaseComment({
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              body: '✅ Package published to PyPI!\n\nInstall with: `pip install mini-agent==${{ github.event.release.tag_name }}`',
+              release_id: ${{ github.event.release.id }}


github.rest.repos.createReleaseComment is not a valid GitHub REST endpoint and will fail the workflow. Also, the suggested install command uses tag_name (likely v0.6.0), which won’t match the PyPI version specifier (0.6.0). Use an existing API (e.g., update the release body via repos.updateRelease) and strip the leading v for pip commands.

Copilot · 2026-01-23T22:55:40Z

mini_agent/orchestration/executor.py

+            future: Future = self.thread_pool.submit(
+                asyncio.run,
+                self.execute_task(task)
+            )
+            results.append(future.result())


execute_sequential runs asyncio.run(self.execute_task(task)) in a worker thread. Since execute_task uses async with self.semaphore (created on the main event loop), this will fail with an "attached to a different event loop" error when the coroutine executes in the thread's event loop. Avoid running execute_task under asyncio.run in a different thread, or redesign thread execution to not use loop-bound asyncio primitives.

zhaofei0923 added 9 commits January 23, 2026 21:35

docs: 添加CI错误排查指南

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fix: 修改CI触发条件以支持功能分支

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chore: 强制刷新CI状态

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chore: 添加触发CI文件

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Copilot AI review requested due to automatic review settings January 23, 2026 22:45

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docs: 添加GitHub Token配置指南

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zhaofei0923 and others added 3 commits January 24, 2026 07:10

test: 添加GitHub配置测试工作流

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chore: 提交所有修复，准备v0.6.0发布

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Feature/multi agent orchestration #53

Feature/multi agent orchestration #53

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	mypy mini_agent/ --ignore-missing-imports --no-error-summary \|\| true
	mypy mini_agent/ --ignore-missing-imports --no-error-summary

-        """配置日志记录"""
-        logging.basicConfig(
-            level=logging.INFO,
-            format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
-        )
-        self.logger = logging.getLogger('MultiAgentOrchestrator')
+        """配置日志记录（仅限当前模块/类）"""
+        # 使用模块级 logger，避免修改全局 root logger 配置
+        orchestrator_logger = logging.getLogger(__name__ + ".MultiAgentOrchestrator")
+        orchestrator_logger.setLevel(logging.INFO)
+        # 仅在没有 handler 时添加，避免重复添加 handler
+        if not orchestrator_logger.handlers:
+            handler = logging.StreamHandler()
+            formatter = logging.Formatter(
+                '%(asctime)s - %(name)s - %(levelname)s - %(message)s'
+            )
+            handler.setFormatter(formatter)
+            orchestrator_logger.addHandler(handler)
+        self.logger = orchestrator_logger

	safety check -r pyproject.toml \|\| true
	safety check -r pyproject.toml

Feature/multi agent orchestration #53

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