diff --git a/README.md b/README.md
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@@ -1397,7 +1397,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
 - [MWGMorningwood/Central-Memory-MCP](https://github.com/MWGMorningwood/Central-Memory-MCP) 📇 ☁️ - An Azure PaaS-hostable MCP server that provides a workspace-grounded knowledge graph for multiple developers using Azure Functions MCP triggers and Table storage.
 - [MyAgentHubs/aimemo](https://github.com/MyAgentHubs/aimemo) 🏎️ 🏠 🍎 🪟 🐧 - Zero-dependency MCP memory server. Single binary, 100% local, no Docker.
 - [n24q02m/mnemo-mcp](https://github.com/n24q02m/mnemo-mcp) [![mnemo-mcp MCP server](https://glama.ai/mcp/servers/@n24q02m/mnemo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@n24q02m/mnemo-mcp) 🐍 🏠 🍎 🪟 🐧 - Persistent AI memory with SQLite hybrid search (FTS5 + semantic). Built-in Qwen3 embedding, rclone sync across machines. Zero config, no cloud, no limits.
-- [ndjordjevic/pinrag](https://github.com/ndjordjevic/pinrag) 🐍 🏠 - RAG for PDFs, YouTube, GitHub repos, Discord exports; index documents and query with citations.
+- [ndjordjevic/pinrag](https://github.com/ndjordjevic/pinrag) [![pinrag MCP server](https://glama.ai/mcp/servers/@ndjordjevic/pinrag/badges/score.svg)](https://glama.ai/mcp/servers/@ndjordjevic/pinrag) 🐍 🏠 - RAG for PDFs, YouTube, GitHub repos, Discord exports; index documents and query with citations.
 - [nicholasglazer/gnosis-mcp](https://github.com/nicholasglazer/gnosis-mcp) 🐍 🏠 - Zero-config MCP server for searchable documentation. Loads markdown into SQLite (default) or PostgreSQL with FTS5/tsvector keyword search and optional pgvector hybrid semantic search.
 - [nonatofabio/local-faiss-mcp](https://github.com/nonatofabio/local_faiss_mcp) 🐍 🏠 🍎 🐧 - Local FAISS vector database for RAG with document ingestion (PDF/TXT/MD/DOCX), semantic search, re-ranking, and CLI tools for indexing and querying
 - [novyxlabs/novyx-mcp](https://github.com/novyxlabs/novyx-core/tree/main/packages/novyx-mcp) [![novyx-mcp-desktop MCP server](https://glama.ai/mcp/servers/@novyxlabs/novyx-mcp-desktop/badges/score.svg)](https://glama.ai/mcp/servers/@novyxlabs/novyx-mcp-desktop) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Persistent AI agent memory with rollback, audit trails, semantic search, and knowledge graph. Zero-config local SQLite mode or cloud API. 23 tools, 6 resources, 3 prompts.