Skip to content

Fozikio/cortex-engine

Repository files navigation

cortex-engine

Persistent memory for AI agents. Open source, LLM-agnostic, works with any MCP client.

What It Does

Most AI agents forget everything when the session ends. cortex-engine fixes that — it gives agents a persistent memory layer that survives across sessions, models, and runtimes.

  • Semantic memory — store and retrieve observations, beliefs, questions, and hypotheses as interconnected nodes
  • Belief tracking — agents hold positions that update when new evidence contradicts them
  • Dream consolidation — batches of short-term observations compress into durable long-term memories (like biological sleep consolidation)
  • Spaced repetition (FSRS) — memories that aren't accessed fade over time, keeping retrieval relevant
  • Embeddings — pluggable providers (built-in, OpenAI, Vertex AI, Ollama) — no external service required by default
  • MCP server — 25 cognitive tools (query, observe, believe, wander, dream, etc.) over the Model Context Protocol

The result: personality and expertise emerge from accumulated experience, not system prompts. An agent with 200 observations about distributed systems doesn't need to be told "you care about distributed systems." It just knows.

Works with Claude Code, Cursor, Windsurf, or any MCP-compatible client. Runs locally (SQLite) or in the cloud (Firestore + Cloud Run).

Architecture

Module Role
core Foundational types, config, and shared utilities
engines Cognitive processing: memory consolidation, FSRS, graph traversal
stores Persistence layer — SQLite (local) and Firestore (cloud)
mcp MCP server and tool definitions
cognitive Higher-order cognitive operations (dream, wander, validate)
triggers Scheduled and event-driven triggers
bridges Adapters for external services and APIs
providers Embedding provider implementations
bin Entry points: serve.js (HTTP + MCP), cli.js (admin CLI)

Quick Start

npm install cortex-engine
npx fozikio init my-agent
cd my-agent
npx cortex-engine   # starts MCP server

Your agent now has 25 cognitive tools. See the Quick Start wiki page for the full 5-minute setup.

Multi-Agent

npx fozikio agent add researcher --description "Research agent"
npx fozikio agent add trader --description "Trading signals"
npx fozikio agent generate-mcp   # writes .mcp.json with scoped servers

Each agent gets isolated memory via namespaces. See the Architecture wiki page for details.

Agent-First Setup

The fastest path: open an AI agent in an empty directory and say "set up a cortex workspace." The agent runs npx fozikio init, reads the generated files, and is immediately productive. See the Installation wiki page for the full guide.

Development

npm run dev       # tsc --watch
npm test          # vitest run
npm run test:watch

Environment Variables

Variable Required Description
CORTEX_API_TOKEN Optional Used by the cortex-telemetry hook to send retrieval feedback to the cortex API. Not required to run the MCP server.

Additional variables are required depending on which providers you enable (Firestore, Vertex AI, OpenAI, etc.). See docs/ for provider-specific configuration.

Rules, Skills & Agents

fozikio init automatically installs safety rules, skills, and agent definitions from the fozikio.json manifest into the target workspace.

Safety Rules (Reflex)

cortex-engine ships with Reflex rules — portable YAML-based guardrails that work across any agent runtime, not just Claude Code.

Rule Event What It Does
cognitive-grounding prompt_submit Nudges the agent to call query() before evaluation, design, review, or creation work
observe-first file_write / file_edit Warns if writing to memory directories without calling observe() or query() first
note-about-doing prompt_submit Suggests capturing new threads of thought with thread_create()

Rules live in reflex-rules/ as standard Reflex YAML. They're portable — use them with Claude Code, Cursor, Codex, or any runtime with a Reflex adapter. See @fozikio/reflex for the full rule format and tier enforcement.

Claude Code users also get platform-specific hooks (in hooks/) for telemetry, session lifecycle, and project board gating. These are runtime adapters, not rules — they handle side effects that the declarative rule format doesn't cover.

To customize: Edit the YAML rule files directly, or set allow_disable: true and disable them via Reflex config.

Skills

Skills are invocable workflows that agents can use via /skill-name.

Skill When to Use What It Provides
cortex-query Before evaluation, review, design, or creation work Best practices for querying cortex — specificity, keyword mode, neighbor exploration, anti-patterns
cortex-review When reviewing code, designs, or proposals A structured review workflow that grounds feedback in cortex memory, with a standard output format

Agents

Agent Description
cortex-researcher Deep research agent that queries cortex before external sources, observes novel findings back into memory

How Auto-Install Works

  1. fozikio init reads fozikio.json from the package root
  2. Copies hooks, skills, and Reflex rules into the target workspace
  3. Missing source files are skipped with a warning — init never fails due to missing assets

Plugin Ecosystem

cortex-engine ships with 25 cognitive tools out of the box. Plugins add more: Fozikio Plugin Docs

Plugin What It Adds
@fozikio/tools-threads Thought threads — create, update, resolve ongoing lines of thinking
@fozikio/tools-journal Session journaling — structured reflections that persist
@fozikio/tools-content Content pipeline — draft, review, publish workflow
@fozikio/tools-evolution Identity evolution — track how the agent's personality changes over time
@fozikio/tools-social Social cognition — interaction patterns, engagement tracking
@fozikio/tools-graph Graph analysis — memory connections, clustering, visualization data
@fozikio/tools-maintenance Memory maintenance — cleanup, deduplication, health checks
@fozikio/tools-vitals Vitals tracking — agent health metrics and operational signals
@fozikio/tools-reasoning Cognitive reasoning — abstraction, contradiction detection, surfacing

Install any plugin: npm install @fozikio/tools-threads — cortex-engine auto-discovers and loads installed plugins.

Documentation

  • Wiki — Installation, architecture, plugin authoring, MCP integration, deployment, FAQ
  • Discussions — Ask questions, share what you've built
  • Contributing — How to contribute
  • Project Board — Roadmap and active work
  • Security — Report vulnerabilities

Related Projects

  • @fozikio/reflex — Portable safety guardrails for agents. Rules as data, not code.
  • sigil — Agent control surface. Signals and gestures, not conversations.
  • fozikio.com — Documentation and guides
  • r/fozikio — Community

License

MIT — see LICENSE

About

Cognitive engine for AI agents — semantic memory, observations, embeddings, dream consolidation. Cloud Run service + MCP tools.

Resources

License

Contributing

Security policy

Stars

Watchers

Forks

Packages