agent_action: Prompt-lab work item started
agent_action: Pinned repository checkout verified
agent_action: I’ll first read the Trellis workflow and the repo shape so the recommendation is gr...
command: /bin/bash -lc "pwd && rg --files -g 'AGENTS.md' -g '.trellis/**' -g 'package.json' -g 'pyproject.toml' -g 'requirements*.txt' -g 'Cargo.toml' -g 'go.mod' -g '*.md' -g '*.ts' -g '*.tsx' -g '*.py' -g '*.js' -g '*.json'"
command: /bin/bash -lc "pwd && rg --files -g 'AGENTS.md' -g '.trellis/**' -g 'package.json' -g 'pyproject.toml' -g 'requirements*.txt' -g 'Cargo.toml' -g 'go.mod' -g '*.md' -g '*.ts' -g '*.tsx' -g '*.py' -g '*.js' -g '*.json'"
command: /bin/bash -lc 'git status --short'
command: /bin/bash -lc 'git status --short'
agent_action: `rg` is not installed here, so I’m falling back to `find` and targeted file reads. ...
command: /bin/bash -lc "find . -maxdepth 4 \\( -path './.git' -o -path './node_modules' -o -path './vendor' -o -path './dist' -o -path './build' \\) -prune -o -type f \\( -name 'workflow.md' -o -path './.trellis/spec/*' -o -name 'package.json' -o -name 'pyproject.toml' -o -name 'requirements*.txt' -o -name 'Cargo.toml' -o -name 'go.mod' -o -name '*.md' -o -name '*.ts' -o -name '*.tsx' -o -name '*.py' -o -name '*.js' -o -name '*.json' \\) -print"
command: /bin/bash -lc "find . -maxdepth 4 \\( -path './.git' -o -path './node_modules' -o -path './vendor' -o -path './dist' -o -path './build' \\) -prune -o -type f \\( -name 'workflow.md' -o -path './.trellis/spec/*' -o -name 'package.json' -o -name 'pyproject.toml' -o -name 'requirements*.txt' -o -name 'Cargo.toml' -o -name 'go.mod' -o -name '*.md' -o -name '*.ts' -o -name '*.tsx' -o -name '*.py' -o -name '*.js' -o -name '*.json' \\) -print"
command: /bin/bash -lc 'find .trellis -maxdepth 3 -type f -print'
command: /bin/bash -lc 'find .trellis -maxdepth 3 -type f -print'
agent_action: The repository looks like a Python desktop/voice-assistant client with an MCP tool ...
command: /bin/bash -lc "sed -n '1,220p' .trellis/workflow.md"
command: /bin/bash -lc "sed -n '1,220p' .trellis/workflow.md"
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 '1,240p' src/mcp/tooling.py"
command: /bin/bash -lc "sed -n '1,240p' src/mcp/tools/__init__.py"
command: /bin/bash -lc "sed -n '1,240p' src/mcp/tools/__init__.py"
command: /bin/bash -lc "sed -n '1,240p' src/mcp/tooling.py"
command: /bin/bash -lc "sed -n '1,260p' src/mcp/mcp_server.py"
command: /bin/bash -lc "sed -n '1,260p' src/mcp/mcp_server.py"
agent_action: The MCP wrapper currently only returns text payloads and the schema supports boolea...
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 '260,560p' src/mcp/mcp_server.py"
command: /bin/bash -lc "sed -n '260,560p' src/mcp/mcp_server.py"
command: /bin/bash -lc 'find src/mcp/tools src/plugins -maxdepth 3 -type f -print | sort'
command: /bin/bash -lc 'find src/mcp/tools src/plugins -maxdepth 3 -type f -print | sort'
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 '1,220p' requirements.txt && sed -n '1,220p' pyproject.toml"
command: /bin/bash -lc "sed -n '1,220p' requirements.txt && sed -n '1,220p' pyproject.toml"
agent_action: This is larger than a direct lookup under the repo’s Trellis workflow, so I’m creat...
command: /bin/bash -lc "sed -n '1,220p' .claude/skills/trellis-brainstorm/SKILL.md"
command: /bin/bash -lc "sed -n '1,220p' .claude/skills/trellis-brainstorm/SKILL.md"
command: /bin/bash -lc 'python3 ./.trellis/scripts/task.py create "Add live web search retrieval"'
command: /bin/bash -lc 'python3 ./.trellis/scripts/task.py create "Add live web search retrieval"'
agent_action: Task creation needs a Trellis developer identity first; I’m initializing that local...
command: /bin/bash -lc "sed -n '220,520p' .claude/skills/trellis-brainstorm/SKILL.md"
command: /bin/bash -lc "sed -n '220,520p' .claude/skills/trellis-brainstorm/SKILL.md"
command: /bin/bash -lc 'python3 ./.trellis/scripts/init_developer.py codex'
command: /bin/bash -lc 'python3 ./.trellis/scripts/init_developer.py codex'
agent_action: I’m also respecting the repo’s research-persistence rule, but the available subagen...
command: /bin/bash -lc 'python3 ./.trellis/scripts/task.py create "Add live web search retrieval" --slug web-search-retrieval'
command: /bin/bash -lc 'python3 ./.trellis/scripts/task.py create "Add live web search retrieval" --slug web-search-retrieval'
search: OpenAI Responses API web search tool documentation citations web_search_preview
url: https://platform.openai.com/docs/guides/tools-web-search?api-mode=responses
search: Perplexity Sonar API search documentation citations
url: https://docs.perplexity.ai/docs/sonar/quickstart
search: SerpAPI Google Search API documentation organic results snippet link
url: https://serpapi.com/search-api
agent_action: I’ve consulted the current docs for the likely provider classes: answer-engine prov...
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"
command: /bin/bash -lc "sed -n '1,280p' src/utils/config_manager.py"
command: /bin/bash -lc "sed -n '1,280p' src/utils/config_manager.py"
command: /bin/bash -lc "sed -n '1,240p' src/plugins/mcp.py"
command: /bin/bash -lc "sed -n '1,240p' src/plugins/mcp.py"
command: /bin/bash -lc "find . -maxdepth 3 -type f \\( -name 'config*.json' -o -name '*.json' \\) -print | sort"
command: /bin/bash -lc "find . -maxdepth 3 -type f \\( -name 'config*.json' -o -name '*.json' \\) -print | sort"
agent_action: I’m going to write the recommendation note into the Trellis task now. This is not a...
command: /bin/bash -lc "find .trellis/tasks/06-05-web-search-retrieval -maxdepth 2 -type f -print -exec sed -n '1,120p' {} \\;"
command: /bin/bash -lc "find .trellis/tasks/06-05-web-search-retrieval -maxdepth 2 -type f -print -exec sed -n '1,120p' {} \\;"
command: /bin/bash -lc 'find .trellis/tasks/06-05-web-search-retrieval -maxdepth 2 -type d -print'
command: /bin/bash -lc 'find .trellis/tasks/06-05-web-search-retrieval -maxdepth 2 -type d -print'
url: https://help.tavily.com/articles/3960993389-does-tavily-search-api-provide-citations-for-its-results
agent_action: The recommendation is converging on a managed answer-and-citation provider rather t...
agent_action: I’ve saved the decision record under `.trellis/tasks/06-05-web-search-retrieval/`. ...
command: /bin/bash -lc 'git diff -- .trellis/tasks/06-05-web-search-retrieval/prd.md .trellis/tasks/06-05-web-search-retrieval/research/provider-selection.md'
command: /bin/bash -lc 'git diff -- .trellis/tasks/06-05-web-search-retrieval/prd.md .trellis/tasks/06-05-web-search-retrieval/research/provider-selection.md'
command: /bin/bash -lc 'git status --short'
command: /bin/bash -lc 'git status --short'
agent_action: **Provider Choice** Choose **OpenAI Responses API `web_search`** as the managed web...
result: Selected openai