#rag

Governed AI agents that actually do the work - in the cloud or on your own machine - across business systems, real browser tabs and real Android apps. Visual builder, MCP server, and official SDKs in 9 languages.

RAG tool by Gemini File Search

doc index\search\exploer\aiask utility

Shared contracts for the Flux RAG ecosystem - pure interfaces, zero dependencies

The verified-brief organ for coding agents — cited, OSV-gated, injection-safe retrieval + package verification.

Lightweight QMD alternative: fully local hybrid search engine (BM25 + vector + rerank) and MCP server in a single ~15MB Go binary. No Node.js. Runs on Raspberry Pi.

A CLI tool that extracts structured knowledge notes from source files using a local LLM, generates embeddings, and stores them as a searchable knowledge base.

Embedding search for Go: the whole index scan is one matrix-vector product. 18-38x a hand-written loop. No cgo.

Transaction-ready context for AI agents. Like llms.txt, but for e-commerce.

Regression tests and quality gates for LLM/RAG pipelines — catch answer quality drops, latency regressions, and cost jumps in CI. Single Go binary.

Upstash Vector Database PHP Client, Upsert, Query and Range vectors

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