Personal LLM Wiki Kit

Clone this repository, add one source file to raw/, run one script, and open the local viewer. The result is a small LLM Wiki that an agent can query through MCP-style tools and a human can browse in the web UI.

This repo intentionally uses a generic name and generic wording so it can be published publicly without exposing course-related search terms.

What Is Included

Area	Path	Purpose
Harness	harness/RULES.md	Operating rules for agents that maintain the wiki
Skill	skills/wiki-maintainer/SKILL.md	Reusable maintenance workflow for adding new sources
LLM Wiki	raw/, wiki/, wiki/schema/page.schema.json	Source folder, rendered wiki pages, and page schema
Visualization Tool	tools/wiki_mcp_server.py	Local MCP-style server, wiki viewer, search, Q&A, and knowledge map
Ingestion Script	scripts/ingest_source.py	Converts one text/Markdown source into a wiki page
Demo Evidence	demo/rendered-wiki.png	Screenshot of a real rendered knowledge base

Requirements

• Python 3.10 or newer
• A web browser
• No external Python package is required

30-Minute Quick Start

1. Clone the repo and enter the folder.

git clone <your-public-repo-url>
cd <repo-folder>

2. Put one source file into raw/.

Example:

raw/my-first-note.md

3. Convert the source into a wiki page.

python scripts/ingest_source.py raw/my-first-note.md --title "My First Note"

This creates a Markdown page in wiki/pages/.

4. Start the viewer and MCP tool server.

python tools/wiki_mcp_server.py

5. Open the viewer.

http://127.0.0.1:8767

6. Confirm the new page appears in the left page list. Use search or the question box to test the page.

MCP Tool Endpoint

The local endpoint is:

POST http://127.0.0.1:8767/mcp

Tool List

Tool	Description
wiki.list_pages	Returns page metadata for every wiki page
wiki.search	Searches title, tags, summary, and body
wiki.get_page	Returns one full page by slug
wiki.related_pages	Finds pages related by category and tags
wiki.ask	Produces a source-grounded answer from matching pages
wiki.knowledge_map	Returns nodes and links for the visualization view
wiki.ingest_raw	Creates a wiki page from raw text supplied by an agent

Example: List Tools

curl -s http://127.0.0.1:8767/mcp ^
  -H "Content-Type: application/json" ^
  -d "{\"jsonrpc\":\"2.0\",\"id\":1,\"method\":\"tools/list\"}"

PowerShell:

Invoke-RestMethod -Uri http://127.0.0.1:8767/mcp -Method Post -ContentType "application/json" -Body '{"jsonrpc":"2.0","id":1,"method":"tools/list"}'

Example: Ask The Wiki

{
  "jsonrpc": "2.0",
  "id": 2,
  "method": "tools/call",
  "params": {
    "name": "wiki.ask",
    "arguments": {
      "question": "What is PER and why does valuation matter?"
    }
  }
}

How To Add Your Own Knowledge

Use either the script or the MCP tool.

Script path:

python scripts/ingest_source.py raw/example.md --title "Example" --category note --tags example,wiki

MCP path:

{
  "jsonrpc": "2.0",
  "id": 3,
  "method": "tools/call",
  "params": {
    "name": "wiki.ingest_raw",
    "arguments": {
      "title": "Example",
      "content": "# Example\n\nImportant source notes...",
      "category": "note",
      "tags": ["example", "wiki"]
    }
  }
}

After ingestion, reload the viewer. The page is immediately available to the search, Q&A, and knowledge map.

Agent Integration Request Template

Use this prompt with an agent:

Read harness/RULES.md and skills/wiki-maintainer/SKILL.md.
Ingest raw/<filename> into the wiki.
Then verify with wiki.list_pages, wiki.search, and wiki.get_page through the MCP endpoint.
Do not invent facts that are not in the source.

Verification Checklist

• python scripts/ingest_source.py raw/my-first-note.md --title "My First Note" creates a file under wiki/pages/.
• python tools/wiki_mcp_server.py starts without installing packages.
• http://127.0.0.1:8767 shows the wiki viewer.
• The left page list contains the new page.
• The search box finds words from the new page.
• The knowledge map changes after adding a new page.
• wiki.ask returns an answer with source page metadata.

Safety Notes

• Do not put API keys in source files or scripts.
• Do not commit private notes unless the public repository is allowed to contain them.
• The included finance sample pages are educational examples only and are not investment advice.