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 ...
command: find /home/user/worktrees/attempt-fbaeff6b-56c7-4edc-b6e6-0ae95e89800d-cap-0 -maxdepth 2 -type f \( -name "README*" -o -name "*.json" -o -name "*.toml" -o -name "*.mod" -o -name "*.yaml" -o -name "*.yml" \) | head -20
agent_action: Read README.md
agent_action: Read pyproject.toml
agent_action: Glob package.json
command: ls -la /home/user/worktrees/attempt-fbaeff6b-56c7-4edc-b6e6-0ae95e89800d-cap-0/ | head -30
command: find /home/user/worktrees/attempt-fbaeff6b-56c7-4edc-b6e6-0ae95e89800d-cap-0/src -type f -name "*.py" | head -30
agent_action: Grep MCP|tool|plugin|integration|search|tavily|serper|fetch|rag|embedding
command: ls -la /home/user/worktrees/attempt-fbaeff6b-56c7-4edc-b6e6-0ae95e89800d-cap-0/src
agent_action: Read src/mcp
command: ls -la /home/user/worktrees/attempt-fbaeff6b-56c7-4edc-b6e6-0ae95e89800d-cap-0/src/mcp/
agent_action: Read src/mcp/decorators.py
agent_action: Read src/mcp/tooling.py
command: ls -la /home/user/worktrees/attempt-fbaeff6b-56c7-4edc-b6e6-0ae95e89800d-cap-0/src/mcp/tools/
command: find /home/user/worktrees/attempt-fbaeff6b-56c7-4edc-b6e6-0ae95e89800d-cap-0/src/mcp/tools -name "*.py" -type f | head -15
agent_action: Read src/mcp/tools/weather/__init__.py
command: grep -r "openai\|claude\|llm\|model" /home/user/worktrees/attempt-fbaeff6b-56c7-4edc-b6e6-0ae95e89800d-cap-0/src --include="*.py" | grep -i "import\|provider\|key" | head -20
agent_action: Read src/mcp/tools/camera/vl_camera.py
command: grep -r "OPENAI_API_KEY\|API_KEY\|env\|config" /home/user/worktrees/attempt-fbaeff6b-56c7-4edc-b6e6-0ae95e89800d-cap-0/src --include="*.py" | grep -v "test" | head -15
agent_action: Read main.py
command: find /home/user/worktrees/attempt-fbaeff6b-56c7-4edc-b6e6-0ae95e89800d-cap-0/src/utils -name "*.py" -type f
agent_action: Read src/utils/config_manager.py
agent_action: Read LICENSE
command: grep -r "search\|tavily\|serper\|bing\|google\|fetch\|crawl\|rag\|embedding" /home/user/worktrees/attempt-fbaeff6b-56c7-4edc-b6e6-0ae95e89800d-cap-0/src --include="*.py" | head -10
agent_action: Read src/mcp/tools/weather/weather_tools.py
agent_action: Read src/core/protocol_manager.py
command: cat /home/user/worktrees/attempt-fbaeff6b-56c7-4edc-b6e6-0ae95e89800d-cap-0/README.md | head -50
agent_action: Repo profile is clear: **py-xiaozhi**, a Python async (aiohttp) voice-assistant fra...
agent_action: I'll dispatch research agents to actually consult provider documentation in paralle...
url: https://docs.tavily.com/documentation/api-reference/endpoint/search
url: https://docs.exa.ai/reference/getting-started
url: https://api-dashboard.search.brave.com/app/documentation/web-search/get-started
url: https://serper.dev/
url: https://docs.perplexity.ai/getting-started/overview
url: https://exa.ai/docs/reference/getting-started
url: https://docs.tavily.com/documentation/quickstart
url: https://api-dashboard.search.brave.com/app/documentation/web-search/pricing
url: https://serper.dev/playground
url: https://exa.ai/docs/reference/answer
url: https://docs.perplexity.ai/getting-started/models
url: https://exa.ai/docs/reference/pricing
url: https://docs.tavily.com/documentation/api-credits
search: Brave Search API pricing Free plan Data for AI 1000 requests per month queries per ...
url: https://serper.dev/pricing
url: https://docs.perplexity.ai/getting-started/pricing
url: https://exa.ai/docs/reference/rate-limits
search: Exa.ai pricing free credits $10 search $5 per 1000 contents per 1000 answer cost 2026
search: Tavily API rate limits requests per minute dev plan production plan 100 RPM
search: serper.dev pricing 2500 free credits cost per 1000 queries api.serper.dev X-API-KEY...
url: https://exa.ai/pricing?tab=api
agent_action: ## Recommendation: **Tavily** For py-xiaozhi specifically — a Python async voice as...
result: Selected unknown