Update CodeAbra/iai-personal-memory-engine entry

README.md

@@ -1946,7 +1946,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
 - [CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - Enhanced graph-based memory with a focus on AI role-play and story generation
 - [ChrisGVE/workspace-qdrant-mcp](https://github.com/ChrisGVE/workspace-qdrant-mcp) [![workspace-qdrant-mcp MCP server](https://glama.ai/mcp/servers/ChrisGVE/workspace-qdrant-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ChrisGVE/workspace-qdrant-mcp) 🦀 📇 🏠 🍎 🪟 🐧 - Project-scoped semantic workspace memory for AI coding assistants. Watches your project files, auto-indexes code and docs into Qdrant with tree-sitter semantic chunking, LSP integration, and hybrid search (dense + sparse + RRF). 6 MCP tools: store, search, retrieve, grep, list, rules. **Alpha** — testers and feedback welcome.
 - [cipherfoxie/sovereign-mcp](https://github.com/cipherfoxie/sovereign-mcp) [![cipherfoxie/sovereign-mcp MCP server](https://glama.ai/mcp/servers/cipherfoxie/sovereign-mcp/badges/score.svg)](https://glama.ai/mcp/servers/cipherfoxie/sovereign-mcp) 🐍 ☁️ 🐧 - MCP for the [Sovereign AI Blog](https://sovgrid.org), a hands-on engineering log of self-hosted AI on NVIDIA DGX Spark (GB10/SM121A). 44+ articles covering SGLang, Mistral, Voxtral, OpenClaw. Three tools: full-text search, article retrieval, and SGLang config validator for GB10 hardware. Free, no auth, no client-side tracking. `https://mcp.sovgrid.org/self-hosted-ai?ref=awesome-mcp`
-- [CodeAbra/iai-mcp](https://github.com/CodeAbra/iai-mcp) [![CodeAbra/iai-mcp MCP server](https://glama.ai/mcp/servers/CodeAbra/iai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/CodeAbra/iai-mcp) 🐍 🏠 🍎 🐧 - Local memory daemon with three-tier storage (episodic/semantic/procedural), vector search via LanceDB + bge-small-en-v1.5, graph-based recall reranking, and sleep-cycle consolidation. AES-256 encrypted at rest. Verbatim recall >=99% at 10k records, p95 <100ms. Ambient capture via Claude Code Stop hook.
+- [CodeAbra/iai-personal-memory-engine](https://github.com/CodeAbra/iai-personal-memory-engine) [![CodeAbra/iai-mcp MCP server](https://glama.ai/mcp/servers/CodeAbra/iai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/CodeAbra/iai-mcp) 🐍 🏠 🍎 🪟 🐧 - Local memory daemon for any MCP-over-stdio client with three-tier storage (episodic/semantic/procedural). Own SQLite + hnswlib store (Hippo) with bge-small-en-v1.5, MIT-licensed community-detection reranking (MOSAIC), and sleep-cycle consolidation. AES-256-GCM encrypted at rest, no telemetry. Verbatim recall >=99% and post-contradiction Rescue@10 1.000 at honest scale. Ambient capture via shell hooks. Windows support in beta.
 - [XJTLUmedia/Context-First-MCP](https://github.com/XJTLUmedia/Context-First-MCP) 📇 ☁️ 🏠 🍎 🪟 🐧 - Session memory, context health monitoring, reasoning quality, and truthfulness verification MCP server with 37 tools and tiered memory storage. `npx -y context-first-mcp`
 - [alfredoizdev/contextforge-mcp](https://github.com/alfredoizdev/contextforge-mcp) [![alfredoizdev/contextforge-mcp MCP server](https://glama.ai/mcp/servers/alfredoizdev/contextforge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alfredoizdev/contextforge-mcp) 📇 ☁️ - Persistent memory for Claude Code, Cursor, and GitHub Copilot via MCP. Semantic search, Git commit/PR sync, project-based organization, team collaboration. Free tier available. `npx contextforge-mcp`
 - [contextstream/mcp-server](https://www.npmjs.com/package/@contextstream/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Universal persistent memory for AI coding tools. Semantic code search, knowledge graphs, impact analysis, decision tracking, and 60+ MCP tools. Works across Cursor, Claude Code, Windsurf, and any MCP client.