# MemoryPilot

> MemoryPilot — soflutionltd-memorypilot. Use this tool when you need to efficiently manage and query large amounts of data with advanced search capabilities, leveraging hybrid search, temporal knowledge graphs, and transformer embeddings to solve complex information retrieval problems. It accepts various data inputs and outputs relevant results, optimized by AAAK compression for reduced storage needs. Ideal for use cases requiring scalable and dependency-free knowledge management, such as git-based data repositories.

Canonical page: https://skillsregistry.net/skills/soflutionltd-memorypilot  
JSON: https://api.skillsregistry.net/v1/skills/soflutionltd-memorypilot

## Description

The most advanced AI memory server in the world. Hybrid search, Temporal Knowledge Graph, transformer embeddings, AAAK compression (3x token savings) — pure Rust, single binary, zero dependencies.

## Trust

- **Trust score (0–1):** 0.50
- **Verification tier:** unverified

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** container
- **Runtime environment:** vm
- **Category:** ai-ml
- **Updated:** 2026-09-25

## Source

- **Source listing:** [GitHub](https://github.com/Soflutionltd/MemoryPilot)

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "soflutionltd-memorypilot"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/soflutionltd-memorypilot` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/soflutionltd-memorypilot/pull`

---
SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt