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Sephera – AST-compressed context packs and native MCP server in Rust
Tree-sitter AST compression cuts LLM context tokens 50-70% while preserving API structure.
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reimisdev
203mo ago
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Turn your codebase into AI context — entirely on your machine. Single-binary MCP server with AST parsing, call graph, and local embeddings.
22 starsRust
Amdb – Local code context MCP server, single Rust binary
by try_betaer·Jul 24, 2026·3 points·0 comments
AI Analysis
●●SolidBig BrainShip It
Local-only code indexing beats cloud-based alternatives for air-gapped environments.
Strengths
- •Single static binary with no Node/Python runtime dependency simplifies deployment.
- •Combines graph-based call relationships with vector search for richer context.
- •Explicit symbol resolution tracking shows callers, callees, and file locations.
Weaknesses
- •Competes directly with established tools like Sourcegraph Cody and Continue.dev.
- •Limited to Rust ecosystem; no Windows binary mentioned in releases.
Category
Target Audience
Backend developers, security-conscious teams, AI-assisted coding users
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Continue.dev · Sourcegraph Cody · Cursor
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