agent_action: Prompt-lab work item started
agent_action: Pinned repository checkout verified
agent_action: I’ll inspect the repo and Trellis guidance first so the recommendation is tied to t...
command: /bin/bash -lc "pwd && rg --files -g 'AGENTS.md' -g '.trellis/**' -g 'package.json' -g 'pyproject.toml' -g 'README*' -g 'src/**' -g 'app/**' -g 'lib/**' -g 'server/**' -g 'agents/**' -g '.agents/**' -g '.codex/**'"
command: /bin/bash -lc "pwd && rg --files -g 'AGENTS.md' -g '.trellis/**' -g 'package.json' -g 'pyproject.toml' -g 'README*' -g 'src/**' -g 'app/**' -g 'lib/**' -g 'server/**' -g 'agents/**' -g '.agents/**' -g '.codex/**'"
command: /bin/bash -lc 'git status --short'
command: /bin/bash -lc 'git status --short'
agent_action: `rg` is not installed in this workspace, so I’m falling back to `find`/shell reads....
command: /bin/bash -lc "find . -maxdepth 3 \\( -path './.git' -o -path './node_modules' -o -path './.venv' -o -path './dist' -o -path './build' \\) -prune -o -type f \\( -name 'AGENTS.md' -o -path './.trellis/*' -o -name 'package.json' -o -name 'pyproject.toml' -o -name 'README*' -o -name 'tsconfig.json' -o -name 'requirements*.txt' -o -name 'Cargo.toml' -o -name 'go.mod' \\) -print"
command: /bin/bash -lc "find . -maxdepth 3 \\( -path './.git' -o -path './node_modules' -o -path './.venv' -o -path './dist' -o -path './build' \\) -prune -o -type f \\( -name 'AGENTS.md' -o -path './.trellis/*' -o -name 'package.json' -o -name 'pyproject.toml' -o -name 'README*' -o -name 'tsconfig.json' -o -name 'requirements*.txt' -o -name 'Cargo.toml' -o -name 'go.mod' \\) -print"
command: /bin/bash -lc "find . -maxdepth 3 \\( -path './.git' -o -path './node_modules' -o -path './.venv' -o -path './dist' -o -path './build' \\) -prune -o -type f -print | head -250"
command: /bin/bash -lc "find . -maxdepth 3 \\( -path './.git' -o -path './node_modules' -o -path './.venv' -o -path './dist' -o -path './build' \\) -prune -o -type f -print | head -250"
agent_action: I’ve found a Python desktop/voice-agent codebase with an MCP/plugin layer, which is...
command: /bin/bash -lc "sed -n '1,220p' README.md"
command: /bin/bash -lc "sed -n '1,220p' README.md"
command: /bin/bash -lc "sed -n '1,240p' .trellis/workflow.md"
command: /bin/bash -lc "sed -n '1,240p' .trellis/workflow.md"
command: /bin/bash -lc "sed -n '1,240p' src/mcp/tooling.py"
command: /bin/bash -lc "sed -n '1,240p' src/mcp/tooling.py"
command: /bin/bash -lc "sed -n '1,220p' pyproject.toml"
command: /bin/bash -lc "sed -n '1,220p' pyproject.toml"
command: /bin/bash -lc "sed -n '1,240p' src/mcp/mcp_server.py"
command: /bin/bash -lc "sed -n '1,240p' src/mcp/mcp_server.py"
command: /bin/bash -lc "sed -n '1,220p' requirements.txt"
command: /bin/bash -lc "sed -n '1,220p' requirements.txt"
agent_action: Trellis classifies implementation as a task, but your current ask is framed as rese...
command: /bin/bash -lc 'find .trellis/spec -maxdepth 4 -type f -print'
command: /bin/bash -lc 'find .trellis/spec -maxdepth 4 -type f -print'
command: /bin/bash -lc "find src/mcp src/plugins src/protocols src/utils src/bootstrap -maxdepth 3 -type f -name '*.py' -print"
command: /bin/bash -lc "find src/mcp src/plugins src/protocols src/utils src/bootstrap -maxdepth 3 -type f -name '*.py' -print"
command: /bin/bash -lc "sed -n '220,520p' src/mcp/mcp_server.py"
command: /bin/bash -lc "sed -n '220,520p' src/mcp/mcp_server.py"
command: /bin/bash -lc "grep -R \"@.*mcp\\|register\\|add_common_tools\\|McpServer\\|ConfigManager\\|openai\\|aiohttp\\|requests\\|tool\" -n src | head -300"
command: /bin/bash -lc "grep -R \"@.*mcp\\|register\\|add_common_tools\\|McpServer\\|ConfigManager\\|openai\\|aiohttp\\|requests\\|tool\" -n src | head -300"
command: /bin/bash -lc "sed -n '1,260p' src/plugins/mcp.py"
command: /bin/bash -lc "sed -n '1,260p' src/plugins/mcp.py"
command: /bin/bash -lc "sed -n '1,240p' src/mcp/decorators.py"
command: /bin/bash -lc "sed -n '1,240p' src/mcp/decorators.py"
command: /bin/bash -lc "sed -n '1,220p' .trellis/spec/backend/index.md"
command: /bin/bash -lc "sed -n '1,220p' .trellis/spec/backend/index.md"
command: /bin/bash -lc "sed -n '1,260p' .trellis/spec/backend/mcp-tool-pattern.md"
command: /bin/bash -lc "sed -n '1,260p' .trellis/spec/backend/mcp-tool-pattern.md"
command: /bin/bash -lc "sed -n '1,260p' src/utils/config_manager.py"
command: /bin/bash -lc "sed -n '1,260p' src/utils/config_manager.py"
command: /bin/bash -lc "sed -n '1,220p' .trellis/spec/backend/asyncio-guidelines.md"
command: /bin/bash -lc "sed -n '1,220p' .trellis/spec/backend/asyncio-guidelines.md"
command: /bin/bash -lc "find . -maxdepth 3 \\( -path './.git' -o -path './node_modules' -o -path './.venv' \\) -prune -o -type f \\( -iname '*config*' -o -name '*.json' -o -name '*.yaml' -o -name '*.yml' -o -name '*.toml' \\) -print | head -200"
command: /bin/bash -lc "find . -maxdepth 3 \\( -path './.git' -o -path './node_modules' -o -path './.venv' \\) -prune -o -type f \\( -iname '*config*' -o -name '*.json' -o -name '*.yaml' -o -name '*.yml' -o -name '*.toml' \\) -print | head -200"
command: /bin/bash -lc "sed -n '1,260p' src/mcp/tools/weather/weather_tools.py"
command: /bin/bash -lc "sed -n '1,260p' src/mcp/tools/weather/weather_tools.py"
search: Tavily API docs search extract agent search current web information
search: Perplexity Sonar API documentation search web citations
search: DataForSEO SERP API documentation Google organic results
agent_action: The repo already depends on `aiohttp`, `requests`, and `openai`, and MCP tools are ...
command: /bin/bash -lc "sed -n '1,180p' /home/user/.codex/skills/.system/openai-docs/SKILL.md"
command: /bin/bash -lc "sed -n '1,180p' /home/user/.codex/skills/.system/openai-docs/SKILL.md"
command: /bin/bash -lc 'find .codex .agents -maxdepth 4 -type f -print 2>/dev/null | head -100'
command: /bin/bash -lc 'find .codex .agents -maxdepth 4 -type f -print 2>/dev/null | head -100'
search: site:developers.openai.com web search tool Responses API OpenAI docs
url: https://developers.openai.com/api/docs/guides/tools-web-search
search: 'Web search allows' in https://developers.openai.com/api/docs/guides/tools-web-search
search: Microsoft Bing Search APIs retirement grounding with Bing Search documentation 2025
url: https://developers.openai.com/api/docs/models/o3-pro
url: https://docs.tavily.com/documentation/api-reference/endpoint/search
search: 'The search endpoint lets you intelligently search' in https://docs.exa.ai/referenc...
search: Google Programmable Search JSON API documentation custom search
url: https://serper.dev/
search: 'JSON output includes structured data' in https://serpapi.com/search-api
search: Jina AI Reader Search API s.jina.ai documentation
url: https://docs.valyu.ai/home
search: 'Available APIs' in https://help.kagi.com/kagi/api/overview.html
agent_action: **Recommendation** I’d choose **Tavily** as the first provider to add. For this rep...
result: Selected unknown