sovseal MCP Server
Officialby sovseal
README.md
# sovseal MCP Server
An MCP server that gives Claude, Cursor, and every MCP client **one shared memory that never leaves your machine**. On-device vector search via LanceDB + Transformers.js (384-dim embeddings), AES-256-GCM client-side encryption, and write-behind ciphertext sync. **0 RTT reads.**
[](https://deepwiki.com/sovseal/mcp-server)
## Tools
### Store Memory (`store_memory`)
Embeds and persists a context fact inside the local on-device memory node.
**Parameters:**
- `content` (string, required): A third-person factual statement to store (max 65,536 chars)
**Behavior:**
- Embeds content on-device (intfloat/multilingual-e5-small, 384-dim, ONNX)
- Writes to local LanceDB — returns immediately
- Ciphertext sync runs **write-behind**; nothing blocks the caller
- Automatically de-duplicates and reinforces existing entries
- High-risk PII (SSNs, credit cards, API keys) is automatically redacted before storage
### Recall Memory (`recall_memory`)
Semantic search over stored memory context. Returns top-K relevant memories by L2 distance.
**Parameters:**
- `query` (string, required): Semantic query string to search past memories
- `topK` (number, optional): Maximum number of memories to return (1–20, default: 5)
**Behavior:**
- Embeds query on-device (LRU-cached pipeline) → vector search local LanceDB
- **0 RTT** — network is never on the read path
- Returns `[score=NUMBER id=ID] text` for each match — smaller score = closer semantic match
- Returns `no_matches` when the store has no relevant entries
## Resources
### Briefing Context (`sovseal://context/briefing`)
A summarized, reinforcement-aware briefing of procedural, semantic, and recurring memories. Recommended for bootstrapping new conversations with stored user context.
### Recent Context (`sovseal://context/recent`) — *Deprecated*
Raw list of the most recently stored context facts. Use `sovseal://context/briefing` instead.
## Prompts
### Context Injection (`/sovseal:context`)
System prompt helper that bootstraps a conversation by reading from `sovseal://context/recent` before the first turn.
## Configuration
### No API Key Required
sovseal runs 100% on-device. There is no external API key, no cloud dependency, and no account required for local memory operations.
### Environment Variables
The server supports the following environment variables:
- `SOVSEAL_TRANSPORT`: Transport mode (`"stdio"` or `"sse"`, default: `"stdio"`)
- `SOVSEAL_PORT`: SSE server port (default: `4040`)
## Installation
### Usage with Claude Desktop
Add this to your `claude_desktop_config.json`:
```json
{
"mcpServers": {
"sovseal-memory": {
"command": "npx",
"args": ["-y", "@sovseal/mcp-server"]
}
}
}
```
### Usage with Cursor
Add to your Cursor MCP settings (`~/.cursor/mcp.json`):
```json
{
"mcpServers": {
"sovseal-memory": {
"command": "npx",
"args": ["-y", "@sovseal/mcp-server"]
}
}
}
```
### Usage with VS Code (Copilot / Cline / Roo)
Add to your User Settings (JSON) or `.vscode/mcp.json`:
```json
{
"servers": {
"sovseal-memory": {
"command": "npx",
"args": ["-y", "@sovseal/mcp-server"]
}
}
}
```
### Usage with Windsurf / Zed / OpenCode
```json
{
"mcpServers": {
"sovseal-memory": {
"command": "npx",
"args": ["-y", "@sovseal/mcp-server"]
}
}
}
```
### Automatic Onboarding (All Clients)
Detect your IDE, configure global connection settings, and write system instructions automatically:
```bash
npx -y @sovseal/mcp-server onboard --write --register
```
Supported: Cursor, Claude Desktop/Code, Windsurf, VS Code (Copilot/Cline/Roo), Zed, Google Antigravity, and OpenCode.
### HTTP/SSE Transport
For always-on autonomous agents, run as a long-lived HTTP/SSE server:
```bash
SOVSEAL_TRANSPORT=sse SOVSEAL_PORT=4040 npx -y @sovseal/mcp-server
```
### Hosted Endpoint
A hosted HTTP/SSE endpoint is available for web-based MCP clients and marketplace validation:
```
https://sovseal-mcp-server.barrackbobby1.workers.dev/mcp
```
## How It Stays Private
- **AES-256-GCM** client-side encryption with a 96-bit random IV per snapshot
- 256-bit key lives in `~/.sovseal/config.json` (mode `0600`) — **lose this file, lose every snapshot**
- Server only ever sees ciphertext + SHA-256-derived paths; it cannot read your context
- **Verified Semantic Recall (VSR)** — every load re-derives `sha256(canonicalize(payload))` and fails closed on mismatch
- **Packet-Capture Guarantee** — run Wireshark or tcpdump against the server; if you find a single byte of unencrypted context on the wire, the software is free forever
## Performance
| Workload | Operation | p50 | p95 | p99 |
| ------------------------ | ---------------------- | ------ | ------- | ------- |
| 10K records · 1K queries | `recall_memory` (warm) | 6.1 ms | 10.4 ms | 21.8 ms |
| Single write | `store_memory` | 3.8 ms | 7.2 ms | 12.5 ms |
| First call | `recall_memory` (cold) | ~1.2 s | — | — |
All operations are **0 RTT** — network is never on the read path.
## Build
```bash
npm install
npm run build
```
## Development
### Prerequisites
- Node.js 20.x or higher
- npm or pnpm
### Setup
1. Clone the repository:
```bash
git clone https://github.com/sovseal/mcp-server.git
cd mcp-server
```
2. Install dependencies:
```bash
npm install
```
3. Build the project:
```bash
npm run build
```
### Testing via MCP Inspector
1. Build and start the server:
```bash
npm run build
node dist/index.js
```
2. In another terminal, start the MCP Inspector:
```bash
npx @modelcontextprotocol/inspector node dist/index.js
```
### Available Scripts
- `npm run build`: Build the TypeScript project
- `npm run dev`: Watch for changes and rebuild
- `npm run typecheck`: Type-check without emitting
- `npm run test`: Run test suite (Vitest)
- `npm run test:watch`: Watch mode testing
- `npm run bench`: Run performance benchmarks
## Links
- **Website:** [sovseal.com](https://sovseal.com)
- **Documentation:** [docs.sovseal.com](https://docs.sovseal.com)
- **Trust Center:** [trust.sovseal.com](https://trust.sovseal.com)
- **Chrome Extension:** [Chrome Web Store](https://chromewebstore.google.com/detail/sovseal-private-memory-for-ai/fhffejkgpnnloldaikecmmojedkhcofe)
- **Full Monorepo:** [github.com/sovseal/core](https://github.com/sovseal/core)
## License
[Apache 2.0](./LICENSE)
This server cannot be deployed
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