codebase-memory-mcp
★ 47.7k
vs
sverklo
★ 81
codebase-memory-mcp vs sverklo
codebase-memory-mcp: codebase-memory-mcp is a structural analysis backend that indexes codebases into a persistent knowledge graph, drastically reducing token usage for code exploration by providing precise structural results. It integrates with AI assistants like Claude Code, offering advanced capabilities such as call graph tracing, architecture overviews, and dead code detection.; sverklo: Sverklo is an open-source, local-first MCP server for code intelligence that provides AI coding agents with symbol graphs, blast-radius analysis, and git-pinned memory. It is MIT-licensed, requires no API keys, and runs entirely on the user's machine. It includes 37 MCP tools for code search, impact analysis, review, and bi-temporal memory.
01
TL;DR
codebase-memory-mcpMemory & Context · ★ 47.7k
When to choose:
- Your agent burns tokens searching a medium or large codebase: one graph query replaces many grep and read steps, according to the README.
- You want everything local: a single static binary with no runtime dependencies or API keys.
- You work in many languages and with several coding agents, which the installer configures automatically.
When to skip:
- You do not want an installer to edit your agents' config files and add hooks; the README offers --skip-config to install only the binary.
- You need project decisions and conventions rather than code structure; a scaffold such as mex is closer.
- You are cautious about unsigned binaries: some antivirus engines have flagged the release, which the project documents as a false positive.
sverkloMemory & Context · ★ 81
Find code without knowing the exact string
02
Side-by-Side Comparison
Field
codebase-memory-mcpsverkloCategory
Memory & Context
Memory & Context
Stars
★ 47.7k
★ 81
License
MIT
MIT
Install Command
curl -fsSL https://raw.githubusercontent.com/DeusData/codebase-memory-mcp/main/install.sh | bash
npm install -g sverklo && cd your-project && sverklo init
Updated
1d ago
2mo ago
Open Source
Yes
Yes
Tags
knowledge-graph, codebase-analysis, AI-assistant-tools
ai-agents, bm25, claude-code
03
Features
codebase-memory-mcp01Indexes a codebase into a persistent knowledge graph using tree-sitter, with semantic type resolution for several major languages
02Supports 150+ languages with grammars compiled into a single static binary
0317 MCP tools: search, call tracing, architecture overview, impact analysis, dead code detection, Cypher queries and more
04Indexes infrastructure-as-code such as Dockerfiles and Kubernetes manifests
05Built-in 3D graph visualisation served locally
sverklo01Local-first: code never leaves your machine
02Symbol graph and blast-radius analysis
03Bi-temporal git-pinned memory
0437 MCP tools for code intelligence
05MIT-licensed open source
04
Use Cases
codebase-memory-mcp↳Code exploration and understanding: Quickly understand codebase architecture, find functions, and trace call paths without high token costs.
↳Impact analysis and refactoring: Map git diffs to affected symbols, detect dead code, and analyze function fan-out to aid refactoring efforts.
↳AI assistant integration: Enhance AI assistants like Claude Code with precise structural queries for more effective code-related questions.
↳Architecture Decision Records management: Store, update, and retrieve architectural decisions directly within the codebase context.
↳Automated scripting and CI/CD: Utilize CLI mode for single-shot graph operations in scripts or CI/CD pipelines.
sverklo↳Find code without knowing the exact string
↳Prove dead code with certainty using symbol references
↳Risk-scored review of git diffs before merging
05
Best For
codebase-memory-mcpMost Popular
sverklo—
FAQ
FAQ
What is the difference between codebase-memory-mcp and sverklo?
Both codebase-memory-mcp and sverklo are in the Memory & Context category. codebase-memory-mcp has 47.7k stars, while sverklo has 81 stars.
Which is better, codebase-memory-mcp or sverklo?
The best choice depends on your use case. Choose codebase-memory-mcp if Code exploration and understanding: Quickly understand codebase architecture, find functions, and trace call paths without high token costs., and sverklo if Find code without knowing the exact string.
Is codebase-memory-mcp free or open source?
Yes, codebase-memory-mcp is open source on GitHub (MIT).
Is sverklo free or open source?
Yes, sverklo is open source on GitHub (MIT).
Cloud Infrastructure
AdDeploy on DigitalOcean
Host your MCP servers, Docker containers, and AI agents with $200 free credit over 60 days.
→