SocratiCode and h-codex
These are competitors: both provide semantic code search and codebase intelligence for context retrieval, with SocratiCode offering more mature, production-ready features (managed indexing, hybrid search, dependency graphs) while h-codex appears to be an earlier-stage alternative for cross-repo semantic search.
About SocratiCode
giancarloerra/SocratiCode
Enterprise-grade (40m+ lines) codebase intelligence in a zero-setup, private and local MCP: managed indexing, hybrid semantic search, polyglot code dependency graphs, and DB/API/infra knowledge. Benchmark: 61% less tokens, 84% fewer calls, 37x faster than standard AI grep.
Implements AST-aware code chunking paired with hybrid BM25 + semantic search (RRF-fused ranking) and maintains automatically-updated Qdrant vector indices via file watchers across sessions. Provides searchable infrastructure artifacts (schemas, API specs, configs) alongside polyglot dependency graphs with circular-dependency detection, supporting multi-agent concurrent indexing with Docker-based local deployment or cloud embedding backends (OpenAI, Gemini). Integrates as MCP server across Claude Code, VS Code, Cursor, and other MCP hosts with resumable batched indexing that survives interruptions.
About h-codex
hpbyte/h-codex
A semantic code search tool for intelligent, cross-repo context retrieval.
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