AI Agent with Architectural Memory

by davidangularme

271 downloads
Not rated
GitHub

About

Gives any AI coding agent persistent codebase understanding. 5 tools: analyze impact (FREE), generate tests and code (PRO, 40x fewer tokens). Works with Cursor, Claude Code, VS Code, Windsurf, Cline, JetBrains.

Details

Author
davidangularme
Downloads
271
Categories
AI, Developer Tools

- Persistent codebase understanding via TransitionGraph, IdeaGraph, and WorldModel
- Zero LLM token cost for impact analysis
- 40× fewer tokens for test and code generation (PRO)
- Compatible with Cursor, Claude Code, VS Code, Windsurf, Cline, JetBrains
- Built by Catalyst AI Research, Haifa

Setting up with Highlight

This MCP is not yet compatible with Highlight’s one-click setup. However, you can still use it with Highlight by following these steps:

  1. Download and install Highlight from highlightai.com/download
  2. Navigate to the plugins tab and select "Add Custom Plugin"
  3. Configure the plugin with the settings below
    Plugin Name AI Agent with Architectural Memory
    Command (node, npx, python, etc.)

    Please refer to the README for specific instructions on how to obtain API keys or other required environment variables.

  4. Enable "Start Automatically" if you want the plugin to start when Highlight launches

From the repository

Install Hokmah and configure it to integrate with your coding environment. It works with Cursor, Claude Code, VS Code, Windsurf, Cline, and JetBrains. No specific CLI commands or config keys are documented in the README.

hokmah_analyze

Analyze impact of a code change. Returns risk score, affected files, related commits. FREE — zero LLM tokens.

hokmah_generate_tests

Generate tests from the architectural graph. 40x fewer tokens. PRO — requires API key.

hokmah_generate_code

Generate code with architectural memory. Reduces hallucination via graph context. PRO — requires API key.

hokmah_connect_project

Connect a GitHub repo to Hokmah. Builds TransitionGraph + IdeaGraph + WorldModel from commit history. FREE.

hokmah_connect_mcp

Connect an external MCP server to Hokmah for universal tool orchestration. FREE.

Claude Desktop / Cursor

Paste into your MCP client config file to install this server.

{
    "mcpServers": {
        "ai agent with architectural memory": {
            "hokmah": {
                "type": "streamable-http",
                "url": "https://hokmah.dev/mcp"
            }
        }
    }
}

McpServers

{
    "hokmah": {
        "type": "streamable-http",
        "url": "https://hokmah.dev/mcp"
    }
}

Hokmah gives any AI coding agent persistent codebase understanding via TransitionGraph, IdeaGraph, and WorldModel. Analyze impact for free (zero LLM tokens), generate tests and code with 40x fewer tokens (PRO). Works with Cursor, Claude Code, VS Code, Windsurf, Cline, JetBrains. Built by Catalyst AI Research, Haifa.

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