Which is more popular, codebase-memory-mcp or Open WebUI?

Open WebUI has more GitHub stars (153,644 vs 45,551).

Which is more actively developed, codebase-memory-mcp or Open WebUI?

codebase-memory-mcp had more commits in the last 90 days (2,093 vs 1,515).

Should I use codebase-memory-mcp or Open WebUI?

Compare their capabilities, limitations and "best for" notes above. Both are open source, so trying each on a small task is the fastest way to decide.

codebase-memory-mcp vs Open WebUI

Side-by-side comparison of two AI agent tools

codebase-memory-mcpopen-source

High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries

Open WebUIfree

User-friendly AI Interface (Supports Ollama, OpenAI API, ...)

Metrics

	codebase-memory-mcp	Open WebUI
Stars	45.6k	153.6k
Star velocity /mo	3.8k	4.0k
Commits (90d)	2.1k	1.5k
Releases (6m)	10	10
Overall score	0.912298123773986	0.8866821538036601

Pros

+Multi-provider AI integration supporting both local Ollama models and remote OpenAI-compatible APIs in a single interface
+Self-hosted deployment with complete offline capability ensuring data privacy and security control
+Enterprise-grade user management with granular permissions, user groups, and admin controls for organizational deployment

Cons

-Requires technical expertise for initial setup and maintenance of Docker/Kubernetes infrastructure
-Self-hosting demands dedicated server resources and ongoing system administration
-Limited to local deployment model, lacking the convenience of managed cloud AI services

Use Cases

•Enterprise organizations deploying private AI assistants with strict data governance and user access controls
•Development teams building local AI workflows with multiple model providers while maintaining code and data privacy
•Educational institutions providing students and faculty with controlled AI access without external data sharing

View codebase-memory-mcp Details View Open WebUI Details

FAQ

Which is more popular, codebase-memory-mcp or Open WebUI?: Open WebUI has more GitHub stars (153,644 vs 45,551).
Which is more actively developed, codebase-memory-mcp or Open WebUI?: codebase-memory-mcp had more commits in the last 90 days (2,093 vs 1,515).
Should I use codebase-memory-mcp or Open WebUI?: Compare their capabilities, limitations and "best for" notes above. Both are open source, so trying each on a small task is the fastest way to decide.