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AI · December 24, 2025

Context-Engine

We're building trillion-parameter models and jamming context into them with string concatenation. I've been frustrated that "context engineering" is everywhere but nobody specifies what it actually means. Frameworks define the tool loop but leave injection points undefined. This is a proposal for what context engineering infrastructure should look like: - Renderable context components (tools serving UIs vs models differently) - Queryable conversations (event stream with materialized views) - Reactive injection (rules that fire based on conversation state) - Injection queue (priority,…

Context-Engine launched on December 24, 2025 with 6 votes, #1,714 of 11,628 launches that month.

What it does

Deploy Context-Engine in minutes, index your repos into Qdrant, and give Cursor/Windsurf/Claude Code (and any MCP client) hybrid code search + reranking with ReFRAG micro-chunking, plus an optional team memory layer—all over HTTP or SSE.

MCP retrieval stack for AI coding assistants. Hybrid code search, ReFRAG micro-chunking, local LLM enhancement.

Semantic search, symbol graphs, and persistent memory across every IDE. Stop explaining your codebase to AI. Start coding. # Find authentication flow result = repo_search ( query= "user authentication" , limit= 5 , compact= True ) # 4,456 sources -> 5 relevant in 47ms Self-Learning Gets smarter as you search Green Energy 80% less compute per query How It Works From raw code to curated context in milliseconds. Every query flows through our semantic understanding layer. Everything you need to give your AI deep understanding of your codebase. Intent-aware code discovery with repo_search. Find code by meaning, not just keywords. Navigate callers, callees, and definitions with symbol_graph.…from context-engine.ai

In the maker’s words, at launch

We're building trillion-parameter models and jamming context into them with string concatenation. I've been frustrated that "context engineering" is everywhere but nobody specifies what it actually means. Frameworks define the tool loop but leave injection points undefined. This is a proposal for what context…

Does a similar job

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