"Ram" matching MCP servers:

Enables any LLM to process arbitrarily long contexts through recursive decomposition, without requiring external LLM APIs.

A Retrieval-Augmented Generation system that enables uploading, processing, and semantic search of PDF documents using vector embeddings and FAISS indexing for context-aware question answering.

MCP server that provides 8 local RAG tools using LlamaIndex and Ollama, enabling AI-powered document querying, summarization, analysis, and comparison over PDFs, DOCX, XLSX, and CSV files.

MCP server and CLI for Fireflies.ai API to retrieve transcripts, search meetings, and generate summaries.

Enables document Q&A and knowledge retrieval through hybrid semantic and keyword search, with tools for document ingestion, chunking, summarization, PII redaction, and RAGAS-based evaluation.