agent_action: Prompt-lab work item started
agent_action: Pinned repository checkout verified
agent_action: I'll explore the repository first to understand its architecture, then research pro...
agent_action: Read /home/user/.claude/projects/-home-user--morphiq-repo-cache-7fb85a258e97bea51379688cfe2be27237f87370027d28f8790b1cd56651bf1e/memory/MEMORY.md
command: find /home/user/worktrees/attempt-81e802f7-0a6b-4660-99f7-5a4eeed5a844-cap-0 -maxdepth 2 -type f \( -name "README*" -o -name "pyproject.toml" -o -name "setup.py" -o -name "package.json" -o -name "*.toml" \) | head -20
agent_action: Read README.md
agent_action: Read pyproject.toml
command: ls -la /home/user/worktrees/attempt-81e802f7-0a6b-4660-99f7-5a4eeed5a844-cap-0/src/soleclaw/
agent_action: Glob src/soleclaw/**/*.py
agent_action: Read src/soleclaw/core/bridge.py
agent_action: Read src/soleclaw/tools/sdk_tools.py
agent_action: Read src/soleclaw/tools/library/registry.py
agent_action: Read src/soleclaw/core/context.py
agent_action: Read src/soleclaw/forge/engine.py
agent_action: Read src/soleclaw/config/schema.py
agent_action: Read src/soleclaw/tools/library/runner.py
agent_action: Read src/soleclaw/core/bootstrap.py
agent_action: Read src/soleclaw/channels/telegram.py
agent_action: Read src/soleclaw/cli/commands.py
command: git log --oneline -20
command: grep -r "httpx\|aiohttp\|requests" pyproject.toml src/
command: find . -name "*.py" -type f | head -1 | xargs wc -l && find src -name "*.py" -type f | xargs wc -l | tail -1
agent_action: Read src/soleclaw/core/context.py
agent_action: Read src/soleclaw/memory/base.py
agent_action: Grep claude_agent_sdk
agent_action: Read src/soleclaw/skills/loader.py
command: find /home/user/worktrees/attempt-81e802f7-0a6b-4660-99f7-5a4eeed5a844-cap-0 -name "SKILL.md" -o -name "*.md" | head -10
agent_action: Read src/soleclaw/skills/builtin/forge/SKILL.md
agent_action: Read src/soleclaw/skills/builtin/memory/SKILL.md
command: grep -r "ClaudeAgentOptions\|create_sdk_mcp_server\|@tool" src/soleclaw --include="*.py" -n | head -20
command: find /home/user/worktrees/attempt-81e802f7-0a6b-4660-99f7-5a4eeed5a844-cap-0 -path "*/tool-library/*/tool.py" | head -1 | xargs cat 2>/dev/null | head -50
command: find /home/user/worktrees/attempt-81e802f7-0a6b-4660-99f7-5a4eeed5a844-cap-0 -path "*/tool-library/*/manifest.json" | head -1 | xargs cat 2>/dev/null
agent_action: Read src/soleclaw/tools/library/schema.py
command: grep -r "run_user_tool\|LibraryRegistry\|ALL_TOOLS" src/soleclaw --include="*.py" -n | head -30
command: grep -A 5 "Available User Tools" /home/user/worktrees/attempt-81e802f7-0a6b-4660-99f7-5a4eeed5a844-cap-0/src/soleclaw/core/context.py
command: grep -r "tool-library" /home/user/worktrees/attempt-81e802f7-0a6b-4660-99f7-5a4eeed5a844-cap-0/src/soleclaw --include="*.py" -n | head -15
agent_action: Read src/soleclaw/channels/manager.py
command: grep -r "set_channel_context" /home/user/worktrees/attempt-81e802f7-0a6b-4660-99f7-5a4eeed5a844-cap-0/src --include="*.py" -n
command: grep -r "httpx\|aiohttp\|requests" /home/user/worktrees/attempt-81e802f7-0a6b-4660-99f7-5a4eeed5a844-cap-0/src --include="*.py" -A 2 -B 2
command: grep -r "ClaudeSDKClient\|query\|connect\|disconnect" /home/user/worktrees/attempt-81e802f7-0a6b-4660-99f7-5a4eeed5a844-cap-0/src/soleclaw/core/bridge.py -n
agent_action: Now I understand the repo: **Soleclaw**, a Python self-evolving assistant on the An...
agent_action: Let me consult the actual documentation for the leading candidates in parallel.
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
search: Anthropic Claude Agent SDK native web search tool server-side 2026
agent_action: Let me fetch the Exa docs (redirected) and Anthropic's native web search tool refer...
url: https://exa.ai/docs/reference/getting-started
url: https://platform.claude.com/docs/en/agents-and-tools/tool-use/web-search-tool
agent_action: ## Recommendation: Anthropic's native `web_search` server tool (+ `web_fetch`) Beca...
result: Selected unknown