opencode-personal-knowledge

Store and retrieve knowledge using semantic search, powered by local embeddings. No external API keys required.

✨ Features

• 🔍 Semantic Search — Find knowledge using vector embeddings (BGE-small-en-v1.5)

• 📝 Text Search — Keyword-based search fallback

• 🏷️ Tag Organization — Categorize entries with tags

• 🔌 Plug-and-Play — No external services required (embeddings run 100% locally)

• 💾 Persistent Storage — Data stored in ~/.local/share/opencode-personal-knowledge/

• 🔄 Automatic Indexing — Entries are vectorized on creation

Related MCP server: local-memory-mcp

🚀 Quick Start

Opencode Integration (Recommended)

Add to ~/.config/opencode/opencode.jsonc:

{
  "mcp": {
    "personal-knowledge": {
      "type": "local",
      "command": ["bunx", "opencode-personal-knowledge"],
      "enabled": true
    }
  }
}

Restart Opencode — the MCP tools will be available immediately.

Source Installation (Development)

git clone https://github.com/NocturnLabs/opencode-personal-knowledge.git
cd opencode-personal-knowledge
bun install
bun run mcp  # Start MCP server

🛠️ MCP Tools

Knowledge Tools

Session Memory Tools

Log and search across entire OpenCode sessions.

📖 Example Usage

Storing Knowledge

User: "store a knowledge entry about Opencode Features"

Agent: Researches and stores entry:

✅ Stored knowledge entry #2: "Opencode Features"
📊 Indexed for semantic search

Searching Knowledge

User: "@search_knowledge for opencode"

Agent: Returns semantic matches:

Found 1 similar entry:

### 1. Opencode Features (85% similar)
Opencode is an open source AI coding agent...

Session Memory

User: "Start logging this session, call it 'auth debugging'"

Agent: Starts session and logs all exchanges:

✅ Started session #1: "auth debugging"

User: "Search this session for JWT"

Agent: Returns semantic matches from the session:

Found 2 matches in session #1:

### 1. [user] (92% match)
The JWT token expires too fast...

### 2. [agent] (88% match)
The TTL is set to 60 instead of 3600...

⚙️ Configuration

Data Location

By default, data is stored in:

~/.local/share/opencode-personal-knowledge/
├── knowledge.db      # SQLite database
└── vectors/          # LanceDB vector store

Override with environment variable:

export OPENCODE_PK_DATA_DIR=/custom/path

Embedding Model

Uses BGE-small-en-v1.5 via FastEmbed (auto-downloads on first use).

🏗️ Technology Stack

• Runtime: Bun / Node.js

• Vector DB: LanceDB (embedded)

• Embeddings: FastEmbed (ONNX Runtime)

• MCP SDK: @modelcontextprotocol/sdk

• Database: SQLite (via Bun)

📄 License

MIT © NocturnLabs