Focus: Is the solution functional, deployable (Scalingo friendly), and does it demonstrate the core concept? High Score (5): Flawless execution; a live demo running the GraphRAG pipeline end-to-end.
1: Project does not run or is entirely conceptual. 2: Major bugs prevent core functionality demonstration. 4: Runs, but has minor bugs or dependency issues. 5: Flawless execution and stable demonstration.
Theme Alignment & MCP Integration
Focus: How deeply does the project implement the “Model Context Protocol Integrations for GraphRAG”? High Score (5): Achieves seamless, bidirectional MCP ↔ Graph integration, demonstrating advanced features like context persistence across nodes or multi-agent collaboration using structured memory.
1: Barely relates to LLMs or graphs. 2: Superficial use of RAG or a simple graph structure. 4: Clear, meaningful incorporation of GraphRAG concepts. 5: Perfectly embodies and elevates MCP integration with Neo4j/Graph data.
Contextual Reasoning & Retrieval
Focus: Does the project leverage the graph structure for smarter context retrieval and reasoning, moving beyond simple vector search? High Score (5): Implements dynamic, context-aware reasoning (e.g., pathfinding, relationship inference) that directly informs the LLM’s output, with clear explainability trails.
1: Retrieval is basic keyword/vector search only. 2: Graph is used only for static data storage. 4: Demonstrates dynamic retrieval based on a simple graph query. 5: Advanced, context-smart reasoning unlocks novel LLM capabilities.
Developer Experience (UX/DX)
Focus: How usable is the resulting API/interface for developers or data teams? (As per judging notes: “Clear UX for developers and data teams”). High Score (5): Provides an elegant, well-documented API wrapper (Scalingo deployable) or a visual query builder that makes complex graph context easy to consume.
1: No clear interface or documentation. 2: Usable only by the original hacker. 4: Clear API endpoints or a simple interface exists. 5: Elegant, well-documented, and immediately useful for other developers/data teams.
Key Milestones
Milestones
Team Formation Deadline
December 9, 2025 at 8:30PM CET
You must be on a valid team by this date and time.
