Metadata-Version: 2.4
Name: memory-search-mcp
Version: 1.0.6
Summary: MCP server for memory search. Features record memory, search memory, add knowledge. From MEOK AI Labs.
Project-URL: Homepage, https://meok.ai
Project-URL: Repository, https://github.com/CSOAI-ORG/memory-search-mcp
Author-email: MEOK AI Labs <nicholas@meok.ai>
License: MIT License
        
        Copyright (c) 2026 MEOK AI Labs (meok.ai)
        
        Permission is hereby granted, free of charge, to any person obtaining a copy
        of this software and associated documentation files (the "Software"), to deal
        in the Software without restriction, including without limitation the rights
        to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
        copies of the Software, and to permit persons to whom the Software is
        furnished to do so, subject to the following conditions:
        
        The above copyright notice and this permission notice shall be included in all
        copies or substantial portions of the Software.
        
        THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
        IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
        FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
        AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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        OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
        SOFTWARE.
License-File: LICENSE
Keywords: ai,mcp,meok
Classifier: License :: OSI Approved :: MIT License
Classifier: Operating System :: OS Independent
Classifier: Programming Language :: Python :: 3
Classifier: Topic :: Software Development :: Libraries
Requires-Python: >=3.10
Requires-Dist: mcp>=1.0.0
Description-Content-Type: text/markdown

<div align="center">

# Memory Search MCP

**MCP server for memory search mcp operations**

[![PyPI](https://img.shields.io/pypi/v/meok-memory-search-mcp)](https://pypi.org/project/meok-memory-search-mcp/)
[![License: MIT](https://img.shields.io/badge/License-MIT-green.svg)](LICENSE)
[![MEOK AI Labs](https://img.shields.io/badge/MEOK_AI_Labs-MCP_Server-purple)](https://meok.ai)

</div>


## Quick Install

| Client | Install |
|--------|---------|
| **Claude Desktop** | [![Install in Claude](https://img.shields.io/badge/Install-Claude-blue)](https://claude.ai) |
| **Cursor** | [![Install in Cursor](https://img.shields.io/badge/Install-Cursor-black)](https://cursor.com) |
| **VS Code** | [![Install in VS Code](https://img.shields.io/badge/Install-VS_Code-blue)](https://code.visualstudio.com) |
| **Windsurf** | [![Install in Windsurf](https://img.shields.io/badge/Install-Windsurf-purple)](https://codeium.com/windsurf) |
| **Docker** | `docker run -p 8000:8000 memory-search-mcp` |
| **pip** | `pip install memory-search-mcp` |

## Overview

Memory Search MCP provides AI-powered tools via the Model Context Protocol (MCP).

## Tools

| Tool | Description |
|------|-------------|
| `record_memory` | Record a memory episode with care-weighting and emotional valence. |
| `search_memory` | Semantic search across all memories using full-text search with relevance rankin |
| `add_knowledge` | Add a knowledge entry to the persistent knowledge base. |
| `search_knowledge` | Search the knowledge base by topic or content. Returns facts and reference |
| `list_memories` | List recent memories, optionally filtered by type. Sort by created_at, |
| `get_memory_stats` | Get statistics about the memory store: total count, type breakdown, |
| `get_temporal_chain` | Follow the temporal chain from a memory episode forward or backward in time. |
| `consolidate_memories` | Consolidate old, low-access memories by summarizing and archiving them. |
| `semantic_search` | Semantic search using TF-IDF cosine similarity (no external deps). |

## Installation

```bash
pip install meok-memory-search-mcp
```

## Usage with Claude Desktop

Add to your Claude Desktop MCP config (`claude_desktop_config.json`):

```json
{
  "mcpServers": {
    "memory-search-mcp": {
      "command": "python",
      "args": ["-m", "meok_memory_search_mcp.server"]
    }
  }
}
```

## Usage with FastMCP

```python
from mcp.server.fastmcp import FastMCP

# This server exposes 9 tool(s) via MCP
# See server.py for full implementation
```

## License

MIT © [MEOK AI Labs](https://meok.ai)

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---

## Pairs with MEOK Governance Suite

Build something that touches users? You need compliance. MEOK ships 38 governance MCPs that drop in alongside this tool — EU AI Act, DORA, NIS2, CRA, GDPR, ISO 42001, FDA SaMD, MDR, Basel, MiFID II, MiCA, COPPA, and more.

```bash
# One-shot install of the governance pack
npx meok-setup --pack governance
```

Free tier: 10 calls/day per MCP. Pro tier (£79/mo): unlimited + cryptographically signed compliance attestations your auditor verifies independently.

→ Full catalogue: [councilof.ai/catalogue](https://councilof.ai/catalogue)
→ MEOK AI Labs: [meok.ai](https://meok.ai)

