Best local Model Control Platform (MCP) for ingesting large text datasets and performing Retrieval-Augmented Generation (RAG)

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Best local Model Control Platform (MCP) for ingesting large text datasets and performing Retrieval-Augmented Generation (RAG)

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Why this server?
Includes filesystem access, which is crucial for ingesting a local corpus of text, and database integration which can be used for storing embeddings generated for RAG.
MCP Toolkit
zxfgds
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security
F
license
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quality
A comprehensive Model Context Protocol server implementation that enables AI assistants to interact with file systems, databases, GitHub repositories, web resources, and system tools while maintaining security and control.
Last updated -
16
TypeScript
Why this server?
Specifically designed for document management, which is essential for handling a large corpus of text.
open-docs-mcp
askme765cs
A
security
F
license
A
quality
An open-source MCP implementation providing document management functionality. This project aims to replicate Cursor's @Docs functionality.
Last updated -
8
38
4
JavaScript
Why this server?
Focuses on filesystem access and privacy, making it suitable for reading and managing your text data locally.
BetterMCPFileServer
MartinSchlott
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security
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license
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quality
A redesigned Model Context Protocol server that enables AI models to access filesystems through privacy-preserving path aliases with an optimized 6-function API interface.
Last updated -
TypeScript
MIT License
Why this server?
Designed for reading, searching and analyzing code files and would work well with text files. Includes caching capabilities for performance with large datasets.
MCP File Context Server
bsmi021
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security
A
license
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quality
A Model Context Protocol server that enables LLMs to read, search, and analyze code files with advanced caching and real-time file watching capabilities.
Last updated -
2
15
JavaScript
MIT License
Why this server?
Designed to dump codebase context into LLMs, which would be useful for extracting text from a large corpus and providing it as context to the LLM for RAG.
@lex-tools/codebase-context-dumperofficial
lex-tools
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security
A
license
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quality
A Model Context Protocol (MCP) server designed to easily dump your codebase context into Large Language Models (LLMs).
Last updated -
2
1
JavaScript
Apache 2.0
Why this server?
Enables interacting with Obsidian vaults, which could serve as a local document store for your text corpus, making it accessible for RAG.
MCP Obsidian
gregkonush
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security
A
license
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quality
A server implementation that allows AI assistants to read, create, and manipulate notes in Obsidian vaults through the Model Context Protocol.
Last updated -
1,530
1
TypeScript
MIT License
Why this server?
Similar to the previous one, but perhaps a different implementation or with slightly different features for accessing Obsidian notes for RAG.
Obsidian MCP
newtype-01
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security
F
license
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quality
This project implements a Model Context Protocol (MCP) server for connecting AI models with Obsidian knowledge bases. Through this server, AI models can directly access and manipulate Obsidian notes, including reading, creating, updating, and deleting notes, as well as managing folder structures.
Last updated -
598
7
JavaScript
Why this server?
Integrates with privateGPT enabling chat with knowledge bases and manage sources, useful for RAG application with a locally ingested corpus.
privateGPT MCP Server
Fujitsu-AI
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security
A
license
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quality
A server implementation that allows secure communication between MCP clients and privateGPT, enabling users to chat with privateGPT using knowledge bases and manage sources, groups, and users through a standardized Model Context Protocol.
Last updated -
4
JavaScript
MIT License
Why this server?
Designed to efficiently memorize key aspects of a codebase and may be suitable for ingesting and retrieving key information from your text corpus.
sourcesage
sarathsp06
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security
A
license
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quality
SourceSage is an MCP (Model Context Protocol) server that efficiently memorizes key aspects of a codebase—logic, style, and standards—while allowing dynamic updates and fast retrieval. It's designed to be language-agnostic, leveraging the LLM's understanding of code across multiple languages.
Last updated -
Python
MIT License
Why this server?
Provides structured access to markdown documentation, potentially helpful for organizing and accessing a text corpus stored in markdown format.
Markdown Sidecar MCP Server
speakeasy-api
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security
A
license
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quality
A server that provides structured access to markdown documentation from NPM packages, Go Modules, or PyPi packages, enabling informed code generation by exposing these docs as resources or tools.
Last updated -
1
TypeScript
MIT License

Best local Model Control Platform (MCP) for ingesting large text datasets and performing Retrieval-Augmented Generation (RAG)

@lex-tools/codebase-context-dumperofficial