# mcp-memory-hnsw

> mcp-memory-hnsw — abho7-mcp-memory-server. Use this tool when you need to enable persistent semantic memory for AI applications, solving problems of data loss between sessions and facilitating efficient semantic search, listing, and deletion of stored memories. It takes in local embeddings and outputs indexed memory storage, allowing for seamless retrieval and management of information. Ideal for use cases requiring offline access to semantic memories, such as Claude Code and Claude Desktop.

Canonical page: https://skillsregistry.net/skills/abho7-mcp-memory-server  
JSON: https://api.skillsregistry.net/v1/skills/abho7-mcp-memory-server

## Description

Provides persistent semantic memory for Claude Code and Claude Desktop with fully offline local embeddings and HNSW indexing, enabling memory storage, semantic search, listing, and deletion across sessions.

## Trust

- **Trust score (0–1):** 0.69
- **Verification tier:** scanned
- **Last scanned:** 2026-08-29

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-08-29

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/kywahjbqix)
- **Repository:** <https://github.com/abho7/mcp-memory-server>

## 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": "abho7-mcp-memory-server"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/abho7-mcp-memory-server` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/abho7-mcp-memory-server/pull`

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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