Velocirag runs on your own machine — the client starts it, so there is no endpoint to ping. 86 installs a week from pypi. Last commit 5 Apr 2026.
Lightning-fast RAG for AI agents. 4-layer fusion, ONNX Runtime, sub-200ms search.
Today is the operative word: we check Velocirag every 15 minutes and re-read its code on every release. Watch it and you find out the day that stops being true.
This server runs on your own machine — install it with the package manager and the client starts it for you. Package name taken from the official registry entry.
claude mcp add velocirag -- uvx velocirag
{
"mcpServers": {
"velocirag": {
"command": "uvx",
"args": [
"velocirag"
]
}
}
}
[mcp_servers.velocirag]
command = "uvx"
args = ["velocirag"]
{
"mcpServers": {
"velocirag": {
"command": "uvx",
"args": [
"velocirag"
]
}
}
}
{
"servers": {
"velocirag": {
"type": "stdio",
"command": "uvx",
"args": [
"velocirag"
]
}
}
}
Free open-source web search and page reading for LLMs, AI agents, and RAG.
Persistent memory for AI agents — semantic + recency search, ONNX embeddings, Docker Compose.
Permission-aware RAG for agents — ingest docs, hybrid search, cited answers (hosted API).
Two-layer memory MCP server for AI agents with 37 tools, RAG, graphs, wiki, auth
Markdown-first long-term memory for AI agents. Hybrid BM25 + vector search, runs locally.
Verified Polish open data for AI agents: debt, budget, 460 MPs, votings, judiciary search, RAG.
AI assistant with RAG, web search, filesystem and memory. MCP sub-agent for Claude Code.
Read-only Qdrant vector DB for AI agents — collections, info, browse points, count, search.
Answers built from our own checks of this server.