stashbase
★ 1.1k
vs
root-kg
★ 16
stashbase vs root-kg
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.; root-kg: ROOT is a local-first knowledge management system that connects your personal notes, meetings, and emails into a queryable intelligence layer. It builds an LLM-powered knowledge graph to provide cited, natural language answers to complex questions, outperforming traditional keyword search.
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.
root-kgRAG / Knowledge Base · ★ 16
For Product Managers: Trace decision evolution, identify project stakeholders, and get briefs before 1:1 meetings.
02
Side-by-Side Comparison
Field
stashbaseroot-kgCategory
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 1.1k
★ 16
License
Apache-2.0
MIT
Install Command
brew install --cask liliu-z/stashbase/stashbase
git clone https://github.com/mshadmanrahman/root-kg.git && cd root-kg && python -m venv .venv && source .venv/bin/activate && pip install -e .
Updated
2d ago
1w ago
Open Source
Yes
Yes
Tags
Local Files, RAG, AI Agents
Knowledge Graph, RAG, Semantic Search
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.
root-kg01LLM-powered entity and relation extraction to build a comprehensive knowledge graph.
02Multi-source data ingestion from Obsidian vaults, meeting notes, and emails.
03GraphRAG for synthesized, cited natural language answers, combining semantic search with graph traversal.
04Local-first architecture with low running costs, utilizing a single SQLite file for all data.
05Incremental indexing and extraction, only reprocessing changed notes for efficiency and cost savings.
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.
root-kg↳For Product Managers: Trace decision evolution, identify project stakeholders, and get briefs before 1:1 meetings.
↳For Engineers: Understand system architecture, identify service dependencies, and find stale topics.
↳For Researchers & Writers: Discover patterns via clustering, identify knowledge gaps, and connect cross-domain links.
↳For Teams: Generate weekly activity summaries and perform project health checks across all sources.
05
Best For
stashbaseTrending
root-kg—
FAQ
FAQ
What is the difference between stashbase and root-kg?
Both stashbase and root-kg are in the RAG / Knowledge Base category. stashbase has 1.1k stars, while root-kg has 16 stars.
Which is better, stashbase or root-kg?
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 root-kg if For Product Managers: Trace decision evolution, identify project stakeholders, and get briefs before 1:1 meetings..
Is stashbase free or open source?
Yes, stashbase is open source on GitHub (Apache-2.0).
Is root-kg free or open source?
Yes, root-kg is open source on GitHub (MIT).
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