# Cortex — AI Project Memory & Knowledge Graph ## Overview Cortex is a CLI tool and web server for storing, linking, and searching project knowledge as a graph of typed nodes and edges. It supports hybrid search (BM25 + vector similarity + freshness), auto-decay of stale nodes, and a web portal for visualization. Data is stored in `.memory/cortex.db` (SQLite) in the current working directory. --- ## CLI Reference All commands are invoked as `memory `. ### `memory add ` Add a node to the knowledge graph. | Argument / Option | Required | Description | |---|---|---| | `` | yes | Node kind: `memory`, `component`, `task`, `decision` | | `-t, --title ` | yes | Node title | | `-c, --content <content>` | no | Node content/description | | `--tags <tags>` | no | Comma-separated tags | | `--status <status>` | no | Status (e.g. `todo`, `doing`, `done`, `active`, `deprecated`) | ```bash memory add memory -t "Auth flow design" -c "OAuth2 PKCE flow for SPA" --tags auth,security --status active memory add task -t "Implement login page" --status todo memory add decision -t "Use PostgreSQL" -c "Chose Postgres over MySQL for JSON support" memory add component -t "UserService" -c "Handles user CRUD operations" --tags backend ``` ### `memory query <text>` Search the knowledge graph using natural language. Uses hybrid BM25 + vector + freshness scoring. | Argument / Option | Required | Description | |---|---|---| | `<text>` | yes | Natural language search query | | `--kind <kind>` | no | Filter by node kind | | `--limit <n>` | no | Max results (default: 10) | | `--format <fmt>` | no | Output format: `text` or `json` (default: `text`) | ```bash memory query "authentication" memory query "database decisions" --kind decision memory query "user service" --limit 5 --format json ``` ### `memory show <id>` Show a node's full details and its connections. The `<id>` can be a full UUID or a unique prefix. Each call to `show` updates the node's `lastAccessedAt` timestamp, which affects freshness scoring. | Argument / Option | Required | Description | |---|---|---| | `<id>` | yes | Node ID or unique prefix | | `--format <fmt>` | no | Output format: `text` or `json` (default: `text`) | ```bash memory show abc123 memory show abc123 --format json ``` ### `memory list` List nodes in the knowledge graph. | Option | Required | Description | |---|---|---| | `--kind <kind>` | no | Filter by kind | | `--status <status>` | no | Filter by status | | `--tags <tags>` | no | Comma-separated tags to filter | | `--limit <n>` | no | Max results | | `--stale` | no | Include stale/decayed nodes | | `--format <fmt>` | no | Output format: `text` or `json` (default: `text`) | ```bash memory list memory list --kind task --status todo memory list --tags auth,security memory list --stale memory list --format json ``` ### `memory update <id>` Update an existing node's fields. | Argument / Option | Required | Description | |---|---|---| | `<id>` | yes | Node ID or unique prefix | | `-t, --title <title>` | no | New title | | `-c, --content <content>` | no | New content | | `--status <status>` | no | New status | | `--tags <tags>` | no | Replace tags (comma-separated) | | `--stale` | no | Mark as stale | ```bash memory update abc123 --status done memory update abc123 -t "Updated title" -c "New content" memory update abc123 --tags newtag1,newtag2 ``` ### `memory remove <id>` Remove a node. Default is soft delete (marks as stale). Use `--hard` for permanent deletion. | Argument / Option | Required | Description | |---|---|---| | `<id>` | yes | Node ID or unique prefix | | `--hard` | no | Permanently delete instead of marking stale | ```bash memory remove abc123 memory remove abc123 --hard ``` ### `memory link <fromId> <toId>` Create a directed edge between two nodes. | Argument / Option | Required | Description | |---|---|---| | `<fromId>` | yes | Source node ID or prefix | | `<toId>` | yes | Target node ID or prefix | | `--type <type>` | yes | Edge type: `depends_on`, `contains`, `implements`, `blocked_by`, `subtask_of`, `relates_to`, `supersedes`, `about` | ```bash memory link abc123 def456 --type depends_on memory link abc123 def456 --type contains ``` ### `memory graph [id]` Visualize the knowledge graph as an ASCII tree. Optionally root at a specific node. | Argument | Required | Description | |---|---|---| | `[id]` | no | Root node ID or prefix. Omit for full graph. | ```bash memory graph memory graph abc123 ``` ### `memory decay` Run auto-decay to mark old untouched nodes as stale. Nodes whose `lastAccessedAt` exceeds the threshold are marked stale and hidden from default listings and search. | Option | Required | Description | |---|---|---| | `--days <number>` | no | Max age in days before decay (default: 180) | ```bash memory decay memory decay --days 90 memory decay --days 0 # decay all nodes not accessed today ``` ### `memory serve` Start the Cortex Portal web server. Auto-decay runs on startup and every 24 hours. | Option | Required | Description | |---|---|---| | `-p, --port <number>` | no | Port number (default: 3100) | ```bash memory serve memory serve --port 8080 ``` --- ## Node Kinds | Kind | Purpose | |---|---| | `memory` | General knowledge, notes, context | | `component` | Code components, services, modules | | `task` | Work items, todos | | `decision` | Architectural or design decisions | ## Edge Types | Type | Meaning | |---|---| | `depends_on` | Source depends on target | | `contains` | Source contains target | | `implements` | Source implements target | | `blocked_by` | Source is blocked by target | | `subtask_of` | Source is a subtask of target | | `relates_to` | General relationship | | `supersedes` | Source supersedes/replaces target | | `about` | Source is about target | ## Search Scoring Search combines three signals: - **BM25** (weight 0.25) — text relevance - **Vector similarity** (weight 0.60) — semantic similarity via embeddings (requires Ollama) - **Freshness** (weight 0.15) — exponential decay based on `lastAccessedAt` Freshness multiplier: `e^(-0.01 * ageDays)` — half-life ~69 days. Recently accessed nodes are boosted; old untouched nodes are penalized but not zeroed. ## REST API The web server exposes these endpoints under `/api`: | Method | Path | Description | |---|---|---| | `GET` | `/api/nodes` | List nodes. Query params: `kind`, `status`, `tags`, `limit`, `includeStale` | | `GET` | `/api/nodes/:id` | Get node + connections | | `POST` | `/api/nodes` | Create node. Body: `{ kind, title, content?, status?, tags?, metadata? }` | | `PATCH` | `/api/nodes/:id` | Update node. Body: `{ title?, content?, status?, tags?, metadata?, isStale? }` | | `DELETE` | `/api/nodes/:id` | Delete node. Query param: `hard=true` for permanent delete | | `POST` | `/api/edges` | Create edge. Body: `{ fromId, toId, type, metadata? }` | | `DELETE` | `/api/edges/:id` | Delete edge | | `GET` | `/api/graph` | Get full graph (nodes + edges) for visualization | | `POST` | `/api/search` | Search. Body: `{ text, options?: { kind?, tags?, limit?, includeStale? } }` |