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 "rg -n \"agent|openai|anthropic|llm|search|retriev|web|browser|tool|model|rag|vector|crawl|scrape\" -S . -g '"'!*node_modules*'"' -g '"'!*.lock'"'"
command: /bin/bash -lc "rg -n \"agent|openai|anthropic|llm|search|retriev|web|browser|tool|model|rag|vector|crawl|scrape\" -S . -g '"'!*node_modules*'"' -g '"'!*.lock'"'"
command: /bin/bash -lc "pwd && rg --files -g '"'!*node_modules*'"' -g '"'!*.png'"' -g '"'!*.jpg'"' -g '"'!*.jpeg'"' -g '"'!*.gif'"' -g '"'!*.lock'"' | head -200"
command: /bin/bash -lc "pwd && rg --files -g '"'!*node_modules*'"' -g '"'!*.png'"' -g '"'!*.jpg'"' -g '"'!*.jpeg'"' -g '"'!*.gif'"' -g '"'!*.lock'"' | head -200"
command: /bin/bash -lc "find . -maxdepth 2 -type f \\( -name 'README*' -o -name 'package.json' -o -name 'pyproject.toml' -o -name 'requirements*.txt' -o -name 'go.mod' -o -name 'Cargo.toml' -o -name '.env*' \\) -print"
command: /bin/bash -lc "find . -maxdepth 2 -type f \\( -name 'README*' -o -name 'package.json' -o -name 'pyproject.toml' -o -name 'requirements*.txt' -o -name 'go.mod' -o -name 'Cargo.toml' -o -name '.env*' \\) -print"
agent_action: `rg` is not installed in this environment, so I’m falling back to `find`/`grep`. I’...
command: /bin/bash -lc "find . -maxdepth 4 -type f | sed 's#"'^./##'"' | sort | head -300"
command: /bin/bash -lc "find . -maxdepth 4 -type f | sed 's#"'^./##'"' | sort | head -300"
command: /bin/bash -lc "sed -n '1,240p' README.md"
command: /bin/bash -lc "sed -n '1,240p' README.md"
command: /bin/bash -lc "grep -RInE \"agent|openai|anthropic|llm|search|retriev|web|browser|tool|model|rag|vector|crawl|scrape\" . --exclude-dir=.git --exclude='*.lock' --exclude='*.png' --exclude='*.jpg' --exclude='*.jpeg' --exclude='*.gif' | head -300"
command: /bin/bash -lc "grep -RInE \"agent|openai|anthropic|llm|search|retriev|web|browser|tool|model|rag|vector|crawl|scrape\" . --exclude-dir=.git --exclude='*.lock' --exclude='*.png' --exclude='*.jpg' --exclude='*.jpeg' --exclude='*.gif' | head -300"
command: /bin/bash -lc "sed -n '1,220p' requirements.server.txt && sed -n '1,220p' requirements.client.txt"
command: /bin/bash -lc "sed -n '1,220p' requirements.server.txt && sed -n '1,220p' requirements.client.txt"
agent_action: The repo is a FastAPI + Streamlit PDF RAG app using LangChain Classic, Chroma, BM25...
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' server/main.py"
command: /bin/bash -lc "sed -n '1,220p' server/main.py"
command: /bin/bash -lc "sed -n '1,220p' server/modules/vectorstore.py"
command: /bin/bash -lc "sed -n '1,220p' server/modules/vectorstore.py"
command: /bin/bash -lc "sed -n '1,180p' server/config.py && sed -n '1,160p' client/main.py"
command: /bin/bash -lc "sed -n '1,180p' server/config.py && sed -n '1,160p' client/main.py"
search: Linkup search API licensed sources documentation retrieval API AI trusted sources
url: https://docs.linkup.so/
url: https://docs.linkup.so/
search: Linkup premium sources licensed content partners trusted sources AI search API
search: OpenAI API web search tool documentation sources citations search context size
url: https://docs.perplexity.ai/docs/sonar/quickstart
url: https://docs.linkup.so/pages/documentation/endpoints/search/overview
url: https://docs.linkup.so/pages/sdk/js/js
url: https://docs.linkup.so/pages/integrations/langchain
agent_action: The important repo constraint is that the current answer path is a LangChain `Retri...
command: /bin/bash -lc "nl -ba server/main.py | sed -n '109,142p'"
command: /bin/bash -lc "nl -ba server/main.py | sed -n '109,142p'"
command: /bin/bash -lc "nl -ba server/modules/llm.py | sed -n '1,80p'"
command: /bin/bash -lc "nl -ba server/modules/llm.py | sed -n '1,80p'"
command: /bin/bash -lc "nl -ba requirements.server.txt | sed -n '1,40p'"
command: /bin/bash -lc "nl -ba requirements.server.txt | sed -n '1,40p'"
url: https://techcrunch.com/2024/11/28/linkup-connects-llms-with-premium-content-sources-legally/
agent_action: **Recommendation** Choose **Linkup**. This repo’s backend is already a LangChain RA...
result: Selected unknown