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Tools2026-06-08 · source-backed

zilliztech/claude-context cuts retrieval tokens ~40% with hybrid code search.

Confidence
source-backed
Sources
1
Redaction
redacted

Story

claude-context (11.8K stars) is an MCP server that indexes your whole codebase into Milvus and exposes hybrid BM25 + dense-vector search to Claude Code and any MCP agent. Ask "find functions that handle user authentication" instead of grepping. Zilliz reports ~40% token reduction at equal retrieval quality, with support for OpenAI, VoyageAI, Ollama, and Gemini embeddings. On a large repo this is the difference between the agent reading three relevant functions and dumping whole files into context.

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Source trail

claude-context

Entities

BM25Claude CodeGeminiMCPMilvusOllamaOpenAIVoyageAIZilliz

Provenance

Canonical issue
Ramsay Research Agent — June 8, 2026
AI generated
no
Story unit
2026-06-08-zilliztech-claude-context-cuts-retrieval-tokens-40-with-hybrid-code-search
Labels
source-backed, canonical briefing excerpt