agent_action: Prompt-lab work item started
agent_action: Pinned repository checkout verified
agent_action: I’ll first map how this repo’s agent is structured and where web retrieval would pl...
command: /bin/bash -lc 'git status --short'
command: /bin/bash -lc 'git status --short'
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 "rg -n \"agent|search|retriev|browser|web|tool|openai|anthropic|llm|model|function\" -S . -g '"'!*node_modules*'"' -g '"'!*.lock'"' -g '"'!dist'"' | head -240"
command: /bin/bash -lc "rg -n \"agent|search|retriev|browser|web|tool|openai|anthropic|llm|model|function\" -S . -g '"'!*node_modules*'"' -g '"'!*.lock'"' -g '"'!dist'"' | head -240"
agent_action: `rg` isn’t installed in this environment, so I’m falling back to `find`/`grep` and ...
command: /bin/bash -lc "grep -RInE \"agent|search|retriev|browser|web|tool|openai|anthropic|llm|model|function\" . --exclude-dir=.git --exclude-dir=node_modules --exclude-dir=dist --exclude='*.lock' | head -260"
command: /bin/bash -lc "grep -RInE \"agent|search|retriev|browser|web|tool|openai|anthropic|llm|model|function\" . --exclude-dir=.git --exclude-dir=node_modules --exclude-dir=dist --exclude='*.lock' | head -260"
command: /bin/bash -lc "find . -path './node_modules' -prune -o -path './.git' -prune -o -path './dist' -prune -o -type f | sed 's#"'^./##'"' | head -240"
command: /bin/bash -lc "find . -path './node_modules' -prune -o -path './.git' -prune -o -path './dist' -prune -o -type f | sed 's#"'^./##'"' | head -240"
command: /bin/bash -lc "find . -maxdepth 2 -type f \\( -name 'package.json' -o -name 'pyproject.toml' -o -name 'requirements*.txt' -o -name 'README*' -o -name 'Cargo.toml' -o -name 'go.mod' -o -name '*.csproj' \\) -print"
command: /bin/bash -lc "find . -maxdepth 2 -type f \\( -name 'package.json' -o -name 'pyproject.toml' -o -name 'requirements*.txt' -o -name 'README*' -o -name 'Cargo.toml' -o -name 'go.mod' -o -name '*.csproj' \\) -print"
agent_action: The app is a small Python RAG stack rather than a general tool-calling agent: FastA...
command: /bin/bash -lc "sed -n '1,220p' server/modules/llm.py"
command: /bin/bash -lc "sed -n '1,220p' server/modules/llm.py"
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' server/main.py"
command: /bin/bash -lc "sed -n '1,220p' server/main.py"
command: /bin/bash -lc "sed -n '1,180p' server/config.py && sed -n '1,220p' requirements.server.txt"
command: /bin/bash -lc "sed -n '1,180p' server/config.py && sed -n '1,220p' requirements.server.txt"
command: /bin/bash -lc "sed -n '1,220p' server/modules/vectorstore.py"
command: /bin/bash -lc "sed -n '1,220p' server/modules/vectorstore.py"
search: Tavily API documentation AI search extract LangChain retriever
url: https://docs.tavily.com/
url: https://docs.tavily.com/
search: LangChain Python TavilySearchResults docs Tavily search tool
search: Tavily API pricing 1000 free searches month docs
agent_action: The key integration point is `server/modules/llm.py`: today the answer chain has ex...
command: /bin/bash -lc "nl -ba server/modules/llm.py | sed -n '1,90p'"
command: /bin/bash -lc "nl -ba server/modules/llm.py | sed -n '1,90p'"
command: /bin/bash -lc "nl -ba server/config.py | sed -n '1,45p'"
command: /bin/bash -lc "nl -ba server/config.py | sed -n '1,45p'"
command: /bin/bash -lc "nl -ba server/main.py | sed -n '109,145p'"
command: /bin/bash -lc "nl -ba server/main.py | sed -n '109,145p'"
command: /bin/bash -lc "nl -ba server/modules/vectorstore.py | sed -n '88,130p'"
command: /bin/bash -lc "nl -ba server/modules/vectorstore.py | sed -n '88,130p'"
url: https://docs.tavily.com/guides/api-credits
url: https://docs.firecrawl.dev/api-reference/endpoint/search
url: https://brave.com/search/api/
url: https://serpapi.com/search-api
search: '$75' in https://serpapi.com/pricing
agent_action: **Provider I’d choose: Tavily.** This repo is a Python/FastAPI LangChain RAG app us...
result: Selected unknown