codesurface and CodeMCP
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.
Builds a lightweight index of public APIs at startup via language-specific parsers, then serves structured class/method/field metadata through 5 MCP tools—eliminating full-file reads and reducing hallucination risk. Includes line numbers for targeted source lookups and auto-detects language across mixed-language projects. Benchmarks show 44–87% token savings vs. grep/read workflows, with incremental reindexing on file changes.
About CodeMCP
SimplyLiz/CodeMCP
Code intelligence for AI assistants - MCP server, CLI, and HTTP API with symbol navigation, impact analysis, and architecture mapping
Leverages SCIP-based semantic indexing to build cross-file call graphs and dependency analysis—currently supporting Go (Tier 1), TypeScript/JavaScript/Python (Tier 2), and other languages with varying feature completeness. The tool operates through three interfaces: MCP (Model Context Protocol) for seamless integration with Claude and other AI assistants, a CLI for direct terminal queries, and an HTTP API for CI/CD pipelines and custom tooling. Features include semantic call graph navigation, blast radius calculation with risk scoring, dead code detection, ownership tracking via CODEOWNERS analysis, and automated secret scanning with 26 patterns—all designed to reduce token usage by 83% through smart preset loading.
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