BrowsingCode

AI coding assistants need relevant codebase context, but they don't know where to look. BrowsingCode automatically indexes repositories and retrieves the exact functions, classes, and documentation your LLM needs.

Ask questions in natural language, get structured code context back

01Try it yourself
01
How does LangChain implement retrieval chains?

Explore how retrieval-augmented generation chains are constructed, from document loaders to vector store integration.

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02
Show me how LlamaIndex builds a query engine

Walk through the pipeline from index creation to query engine instantiation and response synthesis.

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03
How does MLflow track experiment metrics?

Understand the logging API, metric storage backends, and how runs are organized within experiments.

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04
How does LangChain handle tool calling for agents?

Discover how agents bind tools to LLMs, parse structured output, and execute multi-step tool calls.

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02The Method

BrowsingCode uses a three-stage pipeline to transform raw codebases into searchable context. The offline indexing runs weekly, while retrieval and augmentation happen in real-time per query.

Stage 01Offline (Index)
  • Scan repository
  • Parse AST trees
  • Extract code headers
  • Embed metadata tags
Stage 02Search
  • Enrich query
  • Search code objects
  • Rerank retrieved objects
  • Append source url's
Stage 03Generate
  • Append relevant code headers
  • Generate answer
WeeklyIndex refresh cycle
~5sAverage search time
~5k tokensAverage context tokens
03Interactive Context Builder

Try the context retriever below. Enter queries to gather relevant files, and get grounded answers. The interface displays token counts and context boundaries in real-time.

04Product Demo

Watch this demonstration to see BrowsingCode in action. Learn how to gather context, manage token budgets, and integrate with your coding workflow.

Context Gathering Demo
3:42

Learn to build precise context snapshots for your agent. See how BrowsingCode gathers, scores, and packages relevant code files within your token budget.

06Contact

Questions about BrowsingCode? Want to discuss integration or contribute to the project?