📚 llm-wiki-kit

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]"

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