You: "Remember that paper on speculative decoding I shared last week?"
Agent: "I don't have access to previous conversations..."
You: *sighs, re-uploads PDF, re-explains context*

You: "What did we learn about speculative decoding?"
Agent: *searches wiki* "Based on the 3 papers you've shared, the Eagle 
       architecture shows the best efficiency tradeoffs because..."

pip install "llm-wiki-kit[all] @ git+https://github.com/iamsashank09/llm-wiki-kit.git"

mkdir my-research && cd my-research
llm-wiki-kit init --agent claude

{
  "mcpServers": {
    "llm-wiki-kit": {
      "command": "llm-wiki-kit",
      "args": ["serve", "--root", "/path/to/my-research"]
    }
  }
}

codex mcp add llm-wiki-kit -- llm-wiki-kit serve --root /path/to/my-research

{
  "mcpServers": {
    "llm-wiki-kit": {
      "command": "llm-wiki-kit",
      "args": ["serve", "--root", "/path/to/my-research"]
    }
  }
}

{
  "mcpServers": {
    "llm-wiki-kit": {
      "command": "llm-wiki-kit",
      "args": ["serve", "--root", "/path/to/my-research"]
    }
  }
}

You: "Ingest this paper: raw/attention-is-all-you-need.pdf"
Agent: *creates wiki pages, cross-references concepts, updates index*

You: "Now ingest https://youtube.com/watch?v=kCc8FmEb1nY"
Agent: *extracts transcript, links to existing transformer concepts*

You: "How does the attention mechanism in the paper relate to Karpathy's explanation?"
Agent: *searches wiki, synthesizes answer from both sources*

pip install "llm-wiki-kit[pdf]"      # PDF support
pip install "llm-wiki-kit[web]"      # URL extraction  
pip install "llm-wiki-kit[youtube]"  # YouTube transcripts
pip install "llm-wiki-kit[all]"      # Everything

┌─────────────────────────────────────────────────────────┐
│  YOU                                                    │
│  "Ingest this paper. How does it relate to X?"         │
└───────────────────────┬─────────────────────────────────┘
                        │
┌───────────────────────▼─────────────────────────────────┐
│  WIKI (agent-maintained)                                │
│                                                         │
│  ┌──────────────┐  ┌──────────────┐  ┌──────────────┐  │
│  │ concepts/    │  │ sources/     │  │ synthesis/   │  │
│  │ attention.md │◄─┤ paper-1.md   │──► cache.md     │  │
│  │ [[linked]]   │  │ [[linked]]   │  │ [[linked]]   │  │
│  └──────────────┘  └──────────────┘  └──────────────┘  │
│                                                         │
│  + index.md (table of contents)                        │
│  + log.md (what happened when)                         │
└───────────────────────┬─────────────────────────────────┘
                        │
┌───────────────────────▼─────────────────────────────────┐
│  RAW SOURCES (immutable)                                │
│  paper.pdf, article.html, transcript.md                 │
└─────────────────────────────────────────────────────────┘

git clone https://github.com/iamsashank09/llm-wiki-kit
cd llm-wiki-kit
uv venv && source .venv/bin/activate
uv pip install -e ".[all]"