code-memory
★ 41
vs
CodeMCP
★ 98
code-memory vs CodeMCP
code-memory: code-memory is a deterministic, high-precision code intelligence layer exposed as a Model Context Protocol (MCP) server, designed to provide accurate and token-efficient code context for LLMs. It runs entirely locally, indexing codebases for semantic search, architecture understanding, and Git history analysis, addressing the cost and inaccuracy of traditional context retrieval methods.; CodeMCP: CKB transforms your codebase into a queryable knowledge base, enabling semantic search, impact analysis, dead code detection, ownership lookup, and more through CLI, API, or AI assistants. It reduces AI tool calls by 60-70% with compound operations and integrates seamlessly with MCP-compatible tools.
01
TL;DR
Choose code-memory if…Finding definitions, references, and understanding code structure within a codebase
Choose CodeMCP if…Understand codebase architecture and relationships
02
Side-by-Side Comparison
03
Features
code-memory01Fully local operation without API keys, leveraging sentence-transformers for embeddings
02High token efficiency (up to 50% saving) through precise code retrieval instead of dumping entire files
03Deep code understanding via AST parsing for multiple programming languages
04Multi-faceted codebase analysis with dedicated tools for code, documentation, and Git history search
CodeMCP01Compound Operations (explore, understand, prepareChange) reduce AI overhead by 60-70%
02Code Navigation & Discovery: semantic search, call graphs, usage tracing, entrypoint finding
03Impact Analysis & Safety: blast radius, risk scoring, affected tests, breaking change detection
04Architecture Understanding: module overview, ADRs, dependency graphs, origin explanation
05Security: secret detection, credential scanning, allowlists
04
Use Cases
code-memory↳Finding definitions, references, and understanding code structure within a codebase
↳Understanding architectural patterns and workflows of a project
↳Debugging regressions and understanding developer intent through Git history
↳Performing semantic searches across code, documentation, and docstrings
CodeMCP↳Understand codebase architecture and relationships
↳Analyze impact of changes before refactoring
↳Detect dead code and security issues
05
Best For
code-memoryTrendingRAG / Knowledge BaseMemory & Context
CodeMCPTrendingCode AssistantAPI Integration
FAQ
FAQ
What is the difference between code-memory and CodeMCP?
Both code-memory and CodeMCP are in the RAG / Knowledge Base category. code-memory has 41 stars, while CodeMCP has 98 stars.
Which is better, code-memory or CodeMCP?
The best choice depends on your use case. Choose code-memory if Finding definitions, references, and understanding code structure within a codebase, and CodeMCP if Understand codebase architecture and relationships.
Is code-memory free or open source?
Yes, code-memory is open source on GitHub (MIT).
Is CodeMCP free or open source?
Yes, CodeMCP is open source on GitHub (NOASSERTION).
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