KnownsKnowns/Docs

Code Intelligence

Code-aware indexing, search, symbols, deps, and graph workflows introduced in the v0.18 series

Code Intelligence

Knowns includes a code-awareness layer so agents can reason from real files and symbols instead of guessing from task and doc text alone.

What It Provides

  • AST-based indexing for supported source files
  • Dedicated code workflows for ingesting, watching, searching, and inspecting dependencies
  • Code-aware graph exploration in the Web UI
  • MCP code tools for structured agent retrieval
  • Structural knowledge retrieval (v0.20) — relation-aware traversal across entities and graph edges

This feature is opt-in. If you never index code, your existing task/doc/memory workflows keep working normally.

Core Flow

bash
# Build the initial code index
knowns code ingest

# Keep code index fresh while you work
knowns code watch

# Discover likely entry points
knowns code search "oauth login"

# Inspect indexed symbols in a scope
knowns code symbols

# Inspect raw code relationships
knowns code deps

When you need code context, use this order:

  1. knowns code search for entry-point discovery
  2. knowns code symbols to verify what was indexed in a file or scope
  3. knowns code deps to inspect raw relationships

That order matches the imported learnings for the v0.18 code graph work: search is best for discovery, symbols verify parser/index output, and deps confirm relationships.

What Gets Indexed

The imported AST Code Intelligence spec describes these capabilities:

  • Functions, methods, classes, interfaces, and file-level entries can become code chunks
  • Relationship edges such as calls, imports, and contains are stored for later graph and dependency exploration
  • Supported languages include Go, TypeScript, JavaScript, and Python
  • Browser watch mode can keep the UI server and file watching in the same workflow

Web UI Support

The v0.18.0 release also introduced a dedicated Code Graph experience in the Web UI:

  • Show or hide code nodes separately from tasks, docs, and memories
  • Explore code-connected project context visually
  • Use graph details and relationships to jump from knowledge to implementation

For the browser workflow, see Web UI.

MCP Tools

Agents can use the code-aware MCP tools directly (v0.20 consolidated format):

TypeScript
// Search for code symbols
code({ action: "search", query: "oauth login" })

// Inspect symbols in a file or scope
code({ action: "symbols", path: "src/auth/" })

// Inspect dependency edges
code({ action: "deps", type: "imports" })

// Get graph data for exploration
code({ action: "graph" })

These are a better fit for machine-readable code exploration than trying to force code results into generic text search.

  • MCP Integration - structured tools for code-aware agent workflows
  • Web UI - code graph, workspace switching, and richer chat UI
  • Semantic Search - search and retrieval behavior across docs, tasks, and memory
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