agent_action: Prompt-lab work item started
agent_action: Pinned repository checkout verified
agent_action: Trellis SessionStart 已注入:workflow、当前任务状态、开发者身份、git 状态、active tasks、spec 索引已加载。 Let ...
agent_action: Read /home/user/worktrees/attempt-c569d86f-d7c1-4142-8e6f-3a61fb15a399-cap-1
command: git log --oneline -20
command: ls -la
agent_action: Read README.md
agent_action: Read pyproject.toml
command: find /home/user/worktrees/attempt-c569d86f-d7c1-4142-8e6f-3a61fb15a399-cap-1/src -type f -name "*.py" | head -30
agent_action: Glob src/mcp/**/*.py
command: find /home/user/worktrees/attempt-c569d86f-d7c1-4142-8e6f-3a61fb15a399-cap-1/src -type d | head -20
agent_action: Grep src
agent_action: Read src/mcp/mcp_server.py
agent_action: Read src/mcp/tools/weather/weather_tools.py
agent_action: Read src/bootstrap/container.py
agent_action: Read src/mcp/decorators.py
agent_action: Read src/utils/config_manager.py
command: grep -r "aiohttp\|httpx\|requests\|fetch" /home/user/worktrees/attempt-c569d86f-d7c1-4142-8e6f-3a61fb15a399-cap-1/src --include="*.py" | head -15
agent_action: Read src/activation/service.py
agent_action: Read src/protocols
command: find /home/user/worktrees/attempt-c569d86f-d7c1-4142-8e6f-3a61fb15a399-cap-1/src/protocols -type f -name "*.py" | head -10
agent_action: Read src/protocols/protocol.py
agent_action: Read main.py
command: find /home/user/worktrees/attempt-c569d86f-d7c1-4142-8e6f-3a61fb15a399-cap-1 -name "openai" -o -name "anthropic" 2>/dev/null | head -5
command: grep -r "openai\|anthropic" /home/user/worktrees/attempt-c569d86f-d7c1-4142-8e6f-3a61fb15a399-cap-1 --include="*.py" --include="*.toml" | head -5
command: ls -la /home/user/worktrees/attempt-c569d86f-d7c1-4142-8e6f-3a61fb15a399-cap-1/src/plugins/
agent_action: Read src/mcp/tools/weather/__init__.py
agent_action: Read src/mcp/tools/camera/vl_camera.py
agent_action: Read src/plugins/mcp.py
command: grep -r "API_KEY\|TOKEN\|SECRET" /home/user/worktrees/attempt-c569d86f-d7c1-4142-8e6f-3a61fb15a399-cap-1/src --include="*.py" | head -10
agent_action: Read src/protocols/websocket_protocol.py
command: find /home/user/worktrees/attempt-c569d86f-d7c1-4142-8e6f-3a61fb15a399-cap-1/src/mcp/tools -type f -name "*.py" | wc -l
agent_action: Good — it's **py-xiaozhi**, an async Python voice-assistant with an MCP tool regist...
url: https://docs.tavily.com/documentation/api-reference/introduction
url: https://docs.tavily.com/sdk/python/quick-start
url: https://docs.exa.ai/reference/getting-started
search: Exa API documentation 2026 endpoints search contents answer findSimilar python SDK ...
url: https://docs.perplexity.ai/getting-started/overview
url: https://docs.perplexity.ai/getting-started/models
url: https://docs.tavily.com/documentation/api-reference/endpoint/search
url: https://docs.tavily.com/sdk/python/reference
url: https://api-dashboard.search.brave.com/app/documentation/web-search/get-started
search: Brave Search API documentation 2026 endpoints summarizer pricing data for AI
url: https://exa.ai/docs/reference/getting-started
url: https://exa.ai/docs/reference/quickstart
url: https://docs.perplexity.ai/llms.txt
url: https://docs.perplexity.ai/api-reference/chat-completions-post
url: https://docs.tavily.com/documentation/api-credits
search: Tavily pricing free tier monthly credits 2026 plan Researcher
url: https://exa.ai/docs/sdks/python-sdk-specification
url: https://exa.ai/docs/reference/answer
search: Exa API pricing free tier credits 2026 per search per page
url: https://api-dashboard.search.brave.com/documentation/pricing
url: https://brave.com/search/api/
url: https://docs.perplexity.ai/docs/sonar/openai-compatibility.md
url: https://github.com/tavily-ai/tavily-python
search: Tavily 2025 2026 new features crawl map research API launch changelog
url: https://docs.perplexity.ai/docs/getting-started/pricing.md
url: https://exa.ai/pricing
url: https://github.com/exa-labs/exa-py
url: https://exa.ai/blog/exa-api-2-0
url: https://api-dashboard.search.brave.com/app/documentation/web-search/get-started
url: https://brave.com/learn/best-search-api-2026/
url: https://docs.perplexity.ai/docs/sdk/overview.md
url: https://docs.perplexity.ai/changelog/changelog
search: Brave Search API official Python SDK async httpx REST-only 2026
url: https://docs.perplexity.ai/docs/sdk/best-practices.md
agent_action: ## Recommendation: **Tavily** For py-xiaozhi specifically — an async Python (3.10–3...
result: Selected unknown