Engineering
Introducing Vorpal
Vorpal parses your code, connects definitions across files, and keeps the results ready for your next question.
28 min read
Code intelligence
Vorpal
Code intelligence, swift and sharp.
A codebase, understood through its structure. Knowledge graphs, structural search, and hybrid semantic search in one binary.
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What it does
Vorpal turns source code into a queryable knowledge graph. Ask who calls a function, what implements an interface, or where a behavior lives. Its 49 built-in tree-sitter grammars extract definitions and relationships, while confidence labels make the limits of resolution visible.
The same engine combines structural search and rewriting with hybrid semantic search. Use the CLI directly, connect a coding agent through MCP, or work through the Python, Node.js, and WebAssembly packages. Incremental indexing keeps repeated exploration practical as a repository changes.
01
Follow the structure
Explore callers, references, imports, implementations, and types through relationships extracted from the syntax tree.
02
Search with context
Combine name matching, semantic similarity, and graph signals, or match precise code shapes with structural patterns.
03
Meet agents where they work
Expose code intelligence through a built-in MCP server, with source spans and compact, paginated query results.
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