MCPs βΊ Data & APIs βΊ Vector Search β In-Memory TF-IDF Semantic Store
In-memory vector search API for AI agents. Store documents and query by semantic meaning using TF-IDF vectorization with cosine similarity. Lightweight alternative to Pinecone/Weaviate for small datasets. Tools: data_vector_search. Use this for building simple RAG systems, document matching, or semantic search over small collections (< 10K docs). IMPORTANT: For web-wide search, use web_search_query instead. Returns: {results[], scores[], matchCount}. No API key required β x402 micropayment $0.005/call on Base L2.
Not monetized yet
Turn Vector Search β In-Memory TF-IDF Semantic Storeβs tool calls into revenue: one disclosed sponsored slot, 70% revenue share, fail-open by design.
Install Vector Search β In-Memory TF-IDF Semantic Store
For anyone using Vector Search β In-Memory TF-IDF Semantic Store β no Lulu account neededclaude mcp add --transport http vector-search---in-memory-tf-idf-semantic-store https://vector-search--axel-belfort.run.tools
Real-time weather for any city, built on the lulu-ads widget gallery. First-party, free forever.
View server βFAQ
Run: claude mcp add --transport http vector-search---in-memory-tf-idf-semantic-store https://vector-search--axel-belfort.run.tools
Yes β itβs a remote MCP server, so no local install is needed.
ChatGPT: Settings β Connectors β Advanced β Developer mode β Add connector, then paste https://vector-search--axel-belfort.run.tools.
Claude.ai: Settings β Connectors β Add custom connector, then paste the same URL.
Unrated out of 100, computed from cross-registry traction signals (installs, stars, registry presence) β never influenced by sponsorship.
Similar servers
Works well together
Your server?
This is for the person who owns Vector Search β In-Memory TF-IDF Semantic Store β adds Lulu Ads to your own code. Not the install steps above, those are for your users.
Copies a ready prompt: your coding agent installs the lulu-ads SDK, wires the slot, and applies the widget design guide.
or set up manually at getlulu.dev/publishers
Get verified so you can edit the page. Your badge is already live below β no claim needed for that.
Managed hosting with monetization built in β waitlist.
[](https://getlulu.dev/mcps/vector-search-in-memory-tf-idf-semantic-store-a1cc2b)