List of Top MCP Servers for July 10, 2026
Daily list of newly discovered awesome MCP servers. Explore the best Model Context Protocol servers ranked by GitHub stars.
RepoBrain
Empowers your repository with an AI brain for codebase Q&A, functioning across various AI IDEs like Claude Code, Cursor, and Codex.
Mu
Empowers AI assistants with deep codebase understanding through a semantic graph and advanced analysis capabilities.
Roslyn CodeLens
Provides AI agents with deep semantic understanding of .NET/C# codebases through a comprehensive set of 57 tools for code analysis, navigation, diagnostics, and quality auditing.
Emotion Engine
Provides LLM agents with emotional continuity by managing mood, trust, and compact emotional memories across interactions.
Loctree
Provides structural code intelligence for AI agents, enabling queries on codebase elements such as dead exports, circular imports, and dependency graphs.
Gramps Web
Enables AI agents to access and manage family trees on Gramps Web through a structured, tool-based interface via the Model Context Protocol.
Mneme
Equips software agents with long-term memory, context assembly, and knowledge representation through open-source client SDKs, CLI, and API access.
OnBrand
Provides AI agents with governed brand knowledge, including brand guides, asset kits, and design prompts, to ensure consistent, on-brand outputs.
DebugBundle
Captures runtime failures, groups them into incidents, and publishes deterministic debug bundles for human and AI agent analysis.
Memory Recall
Provides local-first repository memory and context for coding agents.