# memsearch-mcp

> Use this tool when you need to efficiently search and retrieve information from agent memory stored in markdown files, solving problems of knowledge retrieval and information access across different tiers. It provides a hybrid search functionality, combining vector, BM25, and reranking capabilities, and allows for index refresh without requiring direct file access. This tool is ideal for use cases where agents require seamless access to memory across sessions, working, and documentation tiers.

Canonical page: https://skillsregistry.net/skills/tadmstr-memsearch-mcp  
JSON: https://api.skillsregistry.net/v1/skills/tadmstr-memsearch-mcp

## Description

Provides hybrid vector+BM25+reranker search and index-refresh tools over agent memory stored in markdown files, enabling forge agents to query memory across session, working, and docs tiers without direct file access.

## Trust

- **Trust score (0–1):** 0.69
- **Verification tier:** scanned
- **Last scanned:** 2026-09-01

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-01

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/o8zka8mdzy)
- **Repository:** <https://github.com/TadMSTR/memsearch-mcp>

## 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": "tadmstr-memsearch-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/tadmstr-memsearch-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/tadmstr-memsearch-mcp/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