agent_action: Prompt-lab work item started
agent_action: Pinned repository checkout verified
agent_action: I’ll inspect the repo first to understand the agent stack and integration constrain...
command: /bin/bash -lc "pwd && rg --files -g '"'!*node_modules*'"' -g '"'!*.png'"' -g '"'!*.jpg'"' -g '"'!*.jpeg'"' -g '"'!*.gif'"' | head -200"
command: /bin/bash -lc "pwd && rg --files -g '"'!*node_modules*'"' -g '"'!*.png'"' -g '"'!*.jpg'"' -g '"'!*.jpeg'"' -g '"'!*.gif'"' | head -200"
command: /bin/bash -lc 'git status --short'
command: /bin/bash -lc 'git status --short'
command: /bin/bash -lc "rg -n \"agent|openai|anthropic|llm|model|tool|search|retriev|web|browser|rag|vector|embedding|langchain|llama|ai\" -S . -g '"'!*node_modules*'"' -g '"'!dist'"' -g '"'!build'"'"
command: /bin/bash -lc "rg -n \"agent|openai|anthropic|llm|model|tool|search|retriev|web|browser|rag|vector|embedding|langchain|llama|ai\" -S . -g '"'!*node_modules*'"' -g '"'!dist'"' -g '"'!build'"'"
agent_action: `rg` is not installed in this container, so I’m falling back to `find` and `grep`. ...
command: /bin/bash -lc "find . -path './node_modules' -prune -o -path './.git' -prune -o -path './dist' -prune -o -path './build' -prune -o -type f | sed 's#"'^./##'"' | head -300"
command: /bin/bash -lc "find . -path './node_modules' -prune -o -path './.git' -prune -o -path './dist' -prune -o -path './build' -prune -o -type f | sed 's#"'^./##'"' | head -300"
command: /bin/bash -lc "find . -path './node_modules' -prune -o -path './.git' -prune -o -path './dist' -prune -o -path './build' -prune -o -type f -print0 | xargs -0 grep -nEi \"agent|openai|anthropic|llm|model|tool|search|retriev|web|browser|rag|vector|embedding|langchain|llama|ai\" 2>/dev/null | head -300"
command: /bin/bash -lc "find . -path './node_modules' -prune -o -path './.git' -prune -o -path './dist' -prune -o -path './build' -prune -o -type f -print0 | xargs -0 grep -nEi \"agent|openai|anthropic|llm|model|tool|search|retriev|web|browser|rag|vector|embedding|langchain|llama|ai\" 2>/dev/null | head -300"
command: /bin/bash -lc "find . -maxdepth 3 \\( -name package.json -o -name pyproject.toml -o -name requirements.txt -o -name README.md -o -name Cargo.toml -o -name go.mod -o -name pnpm-lock.yaml -o -name yarn.lock -o -name package-lock.json \\) -print"
command: /bin/bash -lc "find . -maxdepth 3 \\( -name package.json -o -name pyproject.toml -o -name requirements.txt -o -name README.md -o -name Cargo.toml -o -name go.mod -o -name pnpm-lock.yaml -o -name yarn.lock -o -name package-lock.json \\) -print"
agent_action: The repository is a Python package built around `claude-agent-sdk` with an in-proce...
command: /bin/bash -lc "sed -n '1,240p' README.md"
command: /bin/bash -lc "sed -n '1,240p' README.md"
command: /bin/bash -lc "sed -n '1,220p' src/soleclaw/tools/library/runner.py && sed -n '1,220p' src/soleclaw/tools/library/schema.py"
command: /bin/bash -lc "sed -n '1,220p' src/soleclaw/tools/library/runner.py && sed -n '1,220p' src/soleclaw/tools/library/schema.py"
command: /bin/bash -lc "sed -n '1,140p' pyproject.toml && sed -n '1,140p' src/soleclaw/config/schema.py"
command: /bin/bash -lc "sed -n '1,140p' pyproject.toml && sed -n '1,140p' src/soleclaw/config/schema.py"
command: /bin/bash -lc "sed -n '1,260p' src/soleclaw/core/bridge.py"
command: /bin/bash -lc "sed -n '1,260p' src/soleclaw/core/bridge.py"
command: /bin/bash -lc "sed -n '1,260p' src/soleclaw/tools/sdk_tools.py"
command: /bin/bash -lc "sed -n '1,260p' src/soleclaw/tools/sdk_tools.py"
agent_action: This looks like a good fit for a first-class built-in MCP tool: the agent already e...
search: Tavily API official docs search extract python current web search AI agents
url: https://docs.tavily.com/
url: https://docs.tavily.com/
search: site:docs.tavily.com rate limits API credits Tavily docs
url: https://docs.exa.ai/
url: https://exa.ai/docs/reference/contents-api-guide
url: https://exa.ai/pricing
url: https://api-dashboard.search.brave.com/app/documentation/web-search/get-started
search: 'citations' in https://docs.perplexity.ai/docs/sonar/quickstart
url: https://docs.perplexity.ai/docs/sonar/quickstart
url: https://docs.perplexity.ai/docs/sonar/models
agent_action: I’ve verified the finalists’ current docs. The deciding point is that this repo sho...
command: /bin/bash -lc "nl -ba README.md | sed -n '20,35p;93,116p'"
command: /bin/bash -lc "nl -ba README.md | sed -n '20,35p;93,116p'"
command: /bin/bash -lc "nl -ba src/soleclaw/tools/sdk_tools.py | sed -n '1,120p'"
command: /bin/bash -lc "nl -ba src/soleclaw/tools/sdk_tools.py | sed -n '1,120p'"
command: /bin/bash -lc "nl -ba src/soleclaw/core/bridge.py | sed -n '78,162p'"
command: /bin/bash -lc "nl -ba src/soleclaw/core/bridge.py | sed -n '78,162p'"
command: /bin/bash -lc "nl -ba pyproject.toml | sed -n '1,22p'"
command: /bin/bash -lc "nl -ba pyproject.toml | sed -n '1,22p'"
agent_action: **Recommendation** Choose **Brave Search API, specifically the LLM Context endpoint...
result: Selected unknown