MCP Creator Growth

A context-aware Model Context Protocol (MCP) server that acts as a learning sidecar for AI coding assistants. It helps developers learn from AI-generated code changes through interactive quizzes and provides agents with a persistent project-specific debugging memory.

🌐 Resources

Resource	Description
Glama MCP Marketplace	Official MCP server listing with installation guides
DeepWiki Documentation	AI-generated deep analysis of the codebase
GitHub Repository	Source code, issues, and contributions

🚀 Why Use This?

For	Benefit
Developers	Don't just accept AI code—understand it. Request a quiz to verify your grasp of the logic, security, or performance implications.
AI Agents	Stop solving the same bug twice. The server quietly records debugging solutions and retrieves them automatically when similar errors occur.

📦 Available Tools

Tool	Type	Description
`learning_session`	🎓 Interactive	Opens a WebUI quiz based on recent code changes. Blocks until user completes learning.
`debug_search`	🔍 Silent RAG	Searches project debug history for relevant past solutions. Auto-triggered on errors.
`debug_record`	📝 Silent	Records debugging experiences to project knowledge base. Auto-triggered after fixes.
`term_get`	📚 Reference	Fetches programming terms/concepts. Tracks shown terms to avoid repetition.

Tool Details

🎓 learning_session - Interactive Learning Card

Trigger: User explicitly requests (e.g., "Quiz me", "Test my understanding")

Parameters:

Parameter	Type	Default	Description
`project_directory`	string	`"."`	Project directory path
`summary`	string	—	Structured summary of Agent's actions
`reasoning`	object	null	5-Why reasoning (goal, trigger, mechanism, alternatives, risks)
`quizzes`	array	auto-generated	3 quiz questions with options, answer, explanation
`focus_areas`	array	`["logic"]`	Focus areas: logic, security, performance, architecture, syntax
`timeout`	int	600	Timeout in seconds (60-7200)

Returns: {"status": "completed", "action": "HALT_GENERATION"}

🔍 debug_search - Search Debug History

Trigger: Auto-called when encountering errors (silent, no UI)

Parameters:

Parameter	Type	Default	Description
`query`	string	—	Error message or description to search
`project_directory`	string	`"."`	Project directory path
`error_type`	string	null	Filter by error type (e.g., ImportError)
`tags`	array	null	Filter by tags
`limit`	int	5	Maximum results (1-20)

Returns: {"results": [...], "count": N}

📝 debug_record - Record Debug Experience

Trigger: Auto-called after fixing bugs (silent, background)

Parameters:

Parameter	Type	Default	Description
`context`	object	—	Error context: `{error_type, error_message, file, line}`
`cause`	string	—	Root cause analysis
`solution`	string	—	Solution that worked
`project_directory`	string	`"."`	Project directory path
`tags`	array	null	Tags for categorization

Returns: {"ok": true, "id": "..."}

📚 term_get - Get Programming Terms

Available Domains: programming_basics, data_structures, algorithms, software_design, web_development, version_control, testing, security, databases, devops

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