Context Engine
- -- Self-hosted AI retrieval stack with hybrid search, micro-chunking, and pluggable models. One - command deploys enterprise-grade code indexing for any MCP client. -
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+ Your Codebase,
Instantly Understood
+
+ + Semantic search, symbol graphs, and persistent memory across every IDE. Stop explaining your + codebase to AI. Start coding. +
+ + {#if heroSubmitted} +Technology Stack
-# Find authentication flow +result = repo_search( + query="user authentication", + limit=5, + compact=True +) +# 4,456 sources -> 5 relevant in 47ms+
Context‑Engine — Key Differentiators
-- "Self‑hosted, code‑aware retrieval and context compression layer for AI agents - hybrid - search, deep AST indexing, and pluggable models built for private, enterprise‑grade - deployment." -
+ +How It Works
++ From raw code to curated context in milliseconds. Every query flows through our semantic + understanding layer. +
+ +Fully Self‑Hosted
-- Run on your infra, your vector DB, your LLM, your rules. No vendor lock‑in, complete - control over your data and deployment. -
-Hybrid Retrieval by Design
-- Dense + lexical fusion, path priors, symbol boosts, recency weighting, and MMR for - diversity — precision engineered for code. -
+Deep Code‑Aware Indexing
-- AST symbols/imports/calls, semantic chunking, optional micro‑chunks (ReFRAG) for tighter - context windows and precise retrieval. -
+Pluggable Models
-- Swap embeddings/rerankers per workload or hardware budget — scale from laptop to cluster - with the same architecture. -
+Incremental Learning Loop
-- Optional in‑process learning reranker with hot‑reloaded weights and convergence tracking - for continuous improvement. -
-MCP‑Native Architecture
-- Acts as a retrieval backbone for tool‑using agents and private MCP deployments — built - for the agent ecosystem. -
-Reproducible Benchmarking
-- Built‑in benchmark suite for CoSQA/CoIR/SWE‑bench with full env snapshots — measure what - matters for your use case. -
-Enterprise‑Grade Privacy
-- Zero telemetry, air‑gapped deployment support, and complete data sovereignty for - sensitive codebases and compliance requirements. -
-Powerful Features
- -Built for Developers
++ Everything you need to give your AI deep understanding of your codebase. +
+ +Hybrid Search
-Dense + lexical + reranker for precise code discovery
+{feature.title}
+{feature.desc}
ReFRAG Chunking
-Micro-chunking for optimal context retrieval
-Local LLM
-Enhanced prompts with local model processing
-MCP Compatible
-Works with Cursor, Windsurf, Roo, Cline, and more
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- Deploy Context Engine
-Three simple commands to get running
-Get Early Access
+Join the beta and give your AI the context it deserves.
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- Everything you need to master Context Engine
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