{"repo":"Peakstone-Labs/sembr","free":true,"listed":false,"github":"https://github.com/Peakstone-Labs/sembr","clone":"git clone https://github.com/Peakstone-Labs/sembr.git","description":"Self-hosted intent radar — Reverse RAG for any input stream.","language":"Python","stars":35,"topics":["bge-m3","embeddings","fastapi","llm-tools","news-monitoring","qdrant","rss","self-hosted","semantic-search","reverse-rag"],"license":"Apache-2.0","category":"self-hosted-apps","readme_excerpt":"Your private intelligence analyst. Say what to watch — and how to analyze it. sembr scans your chosen feeds continuously, matches by meaning (not keywords), and delivers analyst-shaped digests on your terms. Live demo · 中文 · Documentation · Alternatives · Quickstart · For AI agents · Discussions --- sembr is a self-hosted intent radar . You describe what you care about once — \"monitor Fed policy impact on emerging-market currencies\" — and it continuously scans RSS feeds, news APIs, and social streams, matches articles to your intent via semantic vectors, and generates reports through the analytical lens you configure. Live demo: sembr powers the News tab inside Peakstone Labs' A股 panel . Why sembr - Semantic, not keyword. Your intent is an embedding, not an OR -list. \"EM currency contagion\" matches \"Turkish lira plunges as Fed eyes another hike\" with zero shared words. - Bilingual out of the box. BGE-M3 was picked specifically for CJK + English mixed content. Write your intent in one language; mixed-language sources — Bloomberg, Reuters, Nature, 财联社, 华尔街见闻, 36氪 — all match against it. - Per-intent analyst lens. Each intent can bind its own analyst template (system + instruction, edited from the dashboard). The same article — under \"macro asset allocator\" outputs cross-asset rotation signals and rebalancing setups; under \"short-term commodity desk\" outputs supply-demand pivots and near-term catalysts — sembr isn't just finding matches, it's analyzing them your way . Templates ","default_branch":null,"files":null,"tree":[],"storefront":"/r/Peakstone-Labs","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/Peakstone-Labs/sembr/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}