stashbase
★ 1.1k
vs
rosetta
★ 50
stashbase vs rosetta
stashbase: StashBase enables AI agents to search and utilize content from your local files, including PDFs, DOCX, images, audio, and video. It creates a searchable index from your folders, allowing agents to find relevant context by meaning rather than just keywords.; rosetta: Rosetta is an MCP server providing AI assistants with searchable access to comprehensive MikroTik RouterOS documentation, including configuration pages, command trees, hardware specs, and YouTube transcripts. It uses SQLite FTS5 for efficient SQL-as-RAG retrieval, avoiding complex vector databases, and can be deployed on MikroTik routers or locally with Bun.
01
TL;DR
stashbaseRAG / Knowledge Base · ★ 1.1k
When to choose:
- You want a desktop app that indexes folders of PDFs, DOCX, images, audio and video and shares them with Claude, Codex and other MCP clients.
- Your files must stay the source of truth: the index can be rebuilt, and removing a folder never deletes files.
- You want exact text search with no key, and semantic search only if you opt in.
When to skip:
- Your documents cannot leave the machine and you need semantic search: it sends content to OpenAI or OpenRouter.
- You are on Linux and need official support: Linux builds are community-supported.
- You only need one file converted now and then: an MCP converter is lighter.
rosettaRAG / Knowledge Base · ★ 50
Querying specific RouterOS configuration details, such as DHCP server properties or bridge VLAN setup.
02
Side-by-Side Comparison
Field
stashbaserosettaCategory
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 1.1k
★ 50
License
Apache-2.0
MIT
Install Command
brew install --cask liliu-z/stashbase/stashbase
curl -fsSL https://bun.sh/install | bash && bunx @tikoci/rosetta --setup
Updated
2d ago
2d ago
Open Source
Yes
Yes
Tags
Local Files, RAG, AI Agents
RAG, Knowledge Base, MikroTik
03
Features
stashbase01Extracts searchable text from various formats including PDFs, DOCX, images (OCR), audio, and video (transcription).
02Semantic search capabilities to find relevant context by meaning, supported by an AI Index.
03Connects and shares searchable context across Claude, Codex, and other MCP clients and built-in agents.
04Maintains local files as the source of truth, with indexes and derived data stored separately.
rosetta01SQL-as-RAG using SQLite FTS5 for efficient full-text search without vector embeddings.
02Comprehensive MikroTik RouterOS documentation database, including 300+ pages, 4,800+ properties, 5,000+ commands, and hardware specs.
03Built-in terminal browser for direct database access, eliminating the need for an AI assistant for basic lookups.
04Designed as an MCP server, providing 14 specialized tools for AI agents to interact with RouterOS data.
04
Use Cases
stashbase↳Providing AI agents with searchable access to research papers and contracts stored locally.
↳Enabling chatbots to answer questions based on internal documentation, scanned documents, and recordings.
↳Developers wanting to query project design documents and architecture notes using a built-in AI agent.
↳Organizing and searching personal knowledge bases that primarily consist of diverse local file types.
rosetta↳Querying specific RouterOS configuration details, such as DHCP server properties or bridge VLAN setup.
↳Verifying command availability and changes across different RouterOS versions.
↳Comparing hardware specifications and performance benchmarks of various MikroTik devices.
↳Troubleshooting issues by searching for warnings, notes, and tips related to specific RouterOS features.
05
Best For
stashbaseTrending
rosetta—
FAQ
FAQ
What is the difference between stashbase and rosetta?
Both stashbase and rosetta are in the RAG / Knowledge Base category. stashbase has 1.1k stars, while rosetta has 50 stars.
Which is better, stashbase or rosetta?
The best choice depends on your use case. Choose stashbase if Providing AI agents with searchable access to research papers and contracts stored locally., and rosetta if Querying specific RouterOS configuration details, such as DHCP server properties or bridge VLAN setup..
Is stashbase free or open source?
Yes, stashbase is open source on GitHub (Apache-2.0).
Is rosetta free or open source?
Yes, rosetta is open source on GitHub (MIT).
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