codesurface and cie
About codesurface
Codeturion/codesurface
Give your AI agent instant API lookups instead of expensive source file reads. MCP server for C#, Go, Java, Python, and TypeScript.
This project helps AI agents understand your codebase more efficiently. Instead of having the AI read entire source files to find information, you give it the codebase, and it creates a searchable index of all public APIs (classes, methods, properties). Your AI agent then queries this index to quickly find what it needs, saving time and computational resources. This is for software developers who use AI agents for code assistance, refactoring, or exploration.
About cie
kraklabs/cie
Code Intelligence Engine — indexes your codebase and gives AI assistants deep understanding via MCP (semantic search, call graphs, 20+ tools)
Built on Go with Tree-sitter parsers for multi-language support, CIE uses an embedded CozoDB database with RocksDB backend for fast local indexing and querying without ever transmitting code externally. The engine reduces AI agent round-trips dramatically through structured call graph analysis and interface dispatch resolution, seamlessly integrating with Claude Code, Cursor, and any MCP client via stdio transport.
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