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feat: Integrate AIC Semantic Graphing & Rich Skeletons #89

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feat: Integrate AIC Semantic Graphing & Rich Skeletons #89

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@nan-bit nan-bit commented Jan 28, 2026

Overview

This PR integrates AIC (AI Compiler) into the Conductor workflow to address performance and scalability issues when working with large "brownfield" projects. It introduces semantic indexing and rich skeletons to optimize token usage and context depth.

Key Features

  • Semantic Dependency Graph: A local SQLite-based index that maps file relationships, enabling intelligent context retrieval.
  • Rich Skeletons: Compressed representations of source code that preserve API contracts (signatures, docstrings, etc.) while discarding implementation logic, reducing context size by ~90%.
  • MCP Server Integration: AIC is integrated as a local Model Context Protocol (MCP) server for seamless tool access.

Implementation Details

  • Added the core module (Skeletonizer, DB layer, and CLI).
  • Updated the /conductor:setup command to perform initial semantic indexing.
  • Enhanced /conductor:newTrack and /conductor:implement to utilize skeletons instead of raw source files.
  • Added tests for multi-language support (TypeScript, Go, Python) and dependency resolution.

Fixes

Closes #64

nan-bit added 10 commits January 28, 2026 15:03
@nan-bit
feat: integrate AIC semantic graph indexing into conductor workflow
60821ac 
- Bootstrapped AIC core (Skeletonizer, DB Layer, CLI)
- Updated '/conductor:setup' to build a semantic dependency graph at project startup
- Enhanced '/conductor:newTrack' and '/conductor:implement' to use token-efficient Rich Skeletons
- Updated documentation with patent references and packaging configuration
@nan-bit
feat: add filesystem tools to aic server and bump version to 0.1.3
3ffd6ed
@nan-bit
docs: update README to reflect MCP architecture and tools
0cac609
@nan-bit
fix(aic): rename tools, fix indexing scope, and add universal file su…
1578c2f 
…pport
@nan-bit
docs: add testing and usage guide
348ffde
@nan-bit
docs: remove outdated and incorrect testing instructions
b401249
@nan-bit
refactor: remove mcp dependency and implement zero-dep server
9e0dfb4
@nan-bit
feat: integrate AIC MCP server and cleanup redundant files
ad6516b
@nan-bit
feat(aic): refactor MCP server to use official FastMCP SDK
b4efce7
@nan-bit
feat(aic): add TypeScript and Go support with refined dependency reso…
0d183d6 
…lution
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feat: Integrate Semantic Graphing & Rich Skeletons for Context Efficiency

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