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Local-first knowledge graph that watches your project files, extracts entities and relationships via LLMs, and lets you query across projects in natural language.

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    Readme

    GZOO Cortex

    GZOO Cortex — Local-first knowledge graph for developers

    Local-first knowledge graph for developers. Watches your project files, extracts entities and relationships using LLMs, and lets you query across all your projects in natural language.

    “What architecture decisions have I made across projects?”

    Cortex finds decisions from your READMEs, TypeScript files, config files, and conversation exports — then synthesizes an answer with source citations.

    Why

    You work on multiple projects. Decisions, patterns, and context are scattered across hundreds of files. You forget what you decided three months ago. You re-solve problems you already solved in another repo.

    Cortex watches your project directories, extracts knowledge automatically, and gives it back to you when you need it.

    What It Does

    • Watches your project files (md, ts, js, json, yaml) for changes
    • Extracts entities: decisions, patterns, components, dependencies, constraints, action items
    • Infers relationships between entities across projects
    • Detects contradictions when decisions conflict
    • Queries in natural language with source citations
    • Routes intelligently between cloud and local LLMs
    • Respects privacy — restricted projects never leave your machine
    • Web dashboard with knowledge graph visualization, live feed, and query explorer
    • MCP server for direct integration with Claude Code

    Quick Start

    1. Install

    npm install -g @gzoo/cortex

    Or install from source:

    git clone https://github.com/gzoonet/cortex.git
    cd cortex
    npm install && npm run build && npm link

    2. Setup

    Run the interactive wizard:

    cortex init

    This walks you through:

    • LLM provider — Anthropic, Google Gemini, Groq, OpenRouter, or Ollama (local)
    • API key — saved securely to ~/.cortex/.env
    • Routing mode — cloud-first, hybrid, local-first, or local-only
    • Watch directories — which directories Cortex should monitor
    • Budget limit — monthly LLM spend cap

    Config is stored at ~/.cortex/cortex.config.json. API keys go in ~/.cortex/.env.

    3. Register Projects

    cortex projects add my-app ~/projects/app
    cortex projects add api ~/projects/api
    cortex projects list                       # verify

    4. Watch & Query

    cortex watch                               # start watching for changes
    cortex query "what caching strategies am I using?"
    cortex query "what decisions have I made about authentication?"
    cortex find "PostgreSQL" --expand 2
    cortex contradictions

    5. Web Dashboard

    cortex serve                               # open http://localhost:3710

    Excluding Files & Directories

    Cortex ignores node_modules, dist, .git, and other common directories by default. To add more:

    cortex config exclude add docs             # exclude a directory
    cortex config exclude add "*.log"          # exclude by pattern
    cortex config exclude list                 # see all excludes
    cortex config exclude remove docs          # remove an exclude

    How It Works

    Cortex runs a pipeline on every file change:

    1. Parse — file content is chunked by a language-aware parser (tree-sitter for code, remark for markdown)
    2. Extract — LLM identifies entities (decisions, components, patterns, etc.)
    3. Relate — LLM infers relationships between new and existing entities
    4. Detect — contradictions and duplicates are flagged automatically
    5. Store — entities, relationships, and vectors go into SQLite + LanceDB
    6. Query — natural language queries search the graph and synthesize answers

    All data stays local in ~/.cortex/. Only LLM API calls leave your machine (and never for restricted projects).

    LLM Providers

    Cortex is provider-agnostic. It supports:

    • Anthropic Claude (Sonnet, Haiku) — via native Anthropic API
    • Google Gemini — via OpenAI-compatible API
    • Any OpenAI-compatible API — OpenRouter, local proxies, etc.
    • Ollama (Mistral, Llama, etc.) — fully local, no cloud required

    Routing Modes

    Mode Cloud Cost Quality GPU Required
    cloud-first Varies by provider Highest No
    hybrid Reduced High Yes (Ollama)
    local-first Minimal Good Yes (Ollama)
    local-only $0 Good Yes (Ollama)

    Hybrid mode routes high-volume tasks (entity extraction, ranking) to Ollama and reasoning-heavy tasks (relationship inference, queries) to your cloud provider.

    Requirements

    • Node.js 20+
    • LLM API key for cloud modes — Anthropic, Google Gemini, or any OpenAI-compatible provider
    • Ollama (for hybrid/local modes) — install

    Configuration

    All config lives in ~/.cortex/cortex.config.json. API keys are in ~/.cortex/.env.

    cortex config list                       # see all non-default settings
    cortex config set llm.mode hybrid        # switch routing mode
    cortex config set llm.budget.monthlyLimitUsd 10  # set budget
    cortex config exclude add vendor         # exclude a directory from watching
    cortex privacy set ~/clients restricted  # mark directory as restricted

    Full configuration reference: docs/configuration.md

    Commands

    Command Description
    cortex init Interactive setup wizard
    cortex projects add <name> [path] Register a project directory
    cortex projects list List registered projects
    cortex watch [project] Start watching for file changes
    cortex query <question> Natural language query with citations
    cortex find <term> Find entities by name
    cortex ingest <file-or-glob> One-shot file ingestion
    cortex status Graph stats, costs, provider status
    cortex costs Detailed cost breakdown
    cortex contradictions List active contradictions
    cortex resolve <id> Resolve a contradiction
    cortex models list/pull/test/info Manage Ollama models
    cortex serve Start web dashboard (localhost:3710)
    cortex mcp Start MCP server for Claude Code
    cortex report Post-ingestion summary
    cortex privacy set <dir> <level> Set directory privacy
    cortex config list/get/set Read/write configuration
    cortex config exclude add/remove/list Manage file/directory exclusions
    cortex db Database operations

    Full CLI reference: docs/cli-reference.md

    Web Dashboard

    Run cortex serve to open a full web dashboard at http://localhost:3710 with:

    • Dashboard Home — graph stats, recent activity, entity type breakdown
    • Knowledge Graph — interactive D3-force graph with clustering, click to explore
    • Live Feed — real-time file change and entity extraction events via WebSocket
    • Query Explorer — natural language queries with streaming responses
    • Contradiction Resolver — review and resolve conflicting decisions

    MCP Server (Claude Code Integration)

    Cortex includes an MCP server so Claude Code can query your knowledge graph directly:

    claude mcp add cortex --scope user -- node /path/to/packages/mcp/dist/index.js

    This gives Claude Code 4 tools: get_status, list_projects, find_entity, query_cortex.

    Architecture

    Monorepo with eight packages:

    • @cortex/core — types, EventBus, config loader, error classes
    • @cortex/ingest — file parsers (tree-sitter + remark), chunker, watcher, pipeline
    • @cortex/graph — SQLite store, LanceDB vectors, query engine
    • @cortex/llm — Anthropic/Gemini/OpenAI-compatible/Ollama providers, router, prompts, cache
    • @cortex/cli — Commander.js CLI with 17 commands
    • @cortex/mcp — Model Context Protocol server (stdio transport)
    • @cortex/server — Express REST API + WebSocket relay
    • @cortex/web — React + Vite + D3 web dashboard

    Architecture docs: docs/

    Privacy & Security

    • Files classified as restricted are never sent to cloud LLMs
    • Sensitive files (.env, .pem, .key) are auto-detected and blocked
    • API key secrets are scanned and redacted before any cloud transmission
    • All data stored locally in ~/.cortex/ — nothing phones home

    Full security architecture: docs/security.md

    Built With

    Contributing

    See CONTRIBUTING.md for guidelines.

    License

    MIT — see LICENSE

    About

    Built by GZOO — an AI-powered business automation platform.

    Cortex started as an internal tool to maintain context across multiple client projects. We open-sourced it because every developer who works on more than one thing loses context, and we think this approach — automatic file watching + knowledge graph + natural language queries — is the right way to solve it.