World Model Mcp vs Claude Engram

Side-by-side comparison of two Model Context Protocol servers — install paths, tools, quality signals, and directory engagement so you can pick the right one for Claude, Cursor, and other MCP clients.

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World Model Mcp
SaravananJaichandar
🧠 Knowledge & Memory
C
🧠 Knowledge & Memory
SummaryTemporal knowledge graph for codebases. Captures decision traces, links test failures to code changes, learns co-edit patterns, predicts regression risk, and enforces learned constraints at the edit boundary via a PreToolUse hook. 22 MCP tools, 9 SQLite databases with FTS5, supports Python/TypeScript/JavaScript/Solidity/Go/Rust/Java. Install via pip install world-model-mcp.Persistent memory and session intelligence for Claude Code. Auto-tracks mistakes, decisions, and context via hooks. Mines session history for patterns and cross-session search. Loop detection, pre-edit warnings, context compaction survival. Runs locally with Ollama.
Quality signal24/100 (Emerging)27/100 (Emerging)
Install pathpip · highpip · high
Engagement 0 0 0 7 0 0 16
ToolsNot listed yetNot listed yet
Verified / officialNoNo
Open listingView World Model McpView Claude Engram
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