# Personal Knowledge-Base MCP Server

> Personal Knowledge-Base MCP Server — amnasarwar522-personal-knowledge-mcp. Use this tool when you need to efficiently search and retrieve specific information from a large collection of personal documents. It solves problems of information overload and disorganization by providing semantic search capabilities, allowing users to quickly find relevant notes and documents. The tool takes in search queries as input and outputs relevant documents and sources, making it ideal for students and researchers looking to streamline their note-taking and study processes.

Canonical page: https://skillsregistry.net/skills/amnasarwar522-personal-knowledge-mcp  
JSON: https://api.skillsregistry.net/v1/skills/amnasarwar522-personal-knowledge-mcp

## Description

A Personal Knowledge-Base MCP Server that provides semantic search over a student-owned document collection using MCP, Gemini embeddings, and Qdrant. It exposes tools for searching notes, retrieving full documents, and listing indexed sources.

## Trust

- **Trust score (0–1):** 0.69
- **Verification tier:** scanned
- **Last scanned:** 2026-08-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-08-28

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/bj6mwn07ko)
- **Repository:** <https://github.com/AmnaSarwar522/Personal-Knowledge-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": "amnasarwar522-personal-knowledge-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/amnasarwar522-personal-knowledge-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/amnasarwar522-personal-knowledge-mcp/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