sample-okf-llm-wiki
★ 33
vs
stashbase
★ 1.1k
sample-okf-llm-wiki vs stashbase
sample-okf-llm-wiki: Data Wiki converts AWS data sources like Glue Data Catalog and Redshift into portable, AI-authored knowledge bundles, making complex data semantics accessible to AI agents. It uses LLMs to generate markdown documentation for datasets, including tables, joins, and metrics, and serves these via the Model Context Protocol (MCP).; 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.
01
TL;DR
sample-okf-llm-wikiRAG / Knowledge Base · ★ 33
Enabling AI agents to understand complex AWS data semantics.
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.
02
Side-by-Side Comparison
Field
sample-okf-llm-wikistashbaseCategory
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 33
★ 1.1k
License
MIT-0
Apache-2.0
Install Command
git clone https://github.com/okf/sample-okf-llm-wiki.git && cd sample-okf-llm-wiki && ./scripts/deploy.sh
brew install --cask liliu-z/stashbase/stashbase
Updated
2d ago
2d ago
Open Source
Yes
Yes
Tags
AWS, LLM, RAG
Local Files, RAG, AI Agents
03
Features
sample-okf-llm-wiki01Automated Induction: AI agents author knowledge bundles from source catalogs.
02Pluggable Data Sources: Supports AWS Glue and Amazon Redshift, with extensible architecture.
03Self-Healing Freshness: Automatically re-harvests on Glue catalog changes and keeps search index in sync.
04Served Over MCP: Enables agents to discover, read, and semantically search bundles via the Model Context Protocol.
05Web Console: Provides a React UI for managing datasets, harvests, and browsing bundles.
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.
04
Use Cases
sample-okf-llm-wiki↳Enabling AI agents to understand complex AWS data semantics.
↳Automated generation and synchronization of data documentation.
↳Providing semantic search and QA capabilities over enterprise data.
↳Integrating structured data knowledge into LLM applications via MCP.
↳Benchmarking and improving text-to-SQL agent accuracy.
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.
05
Best For
sample-okf-llm-wiki—
stashbaseTrending
FAQ
FAQ
What is the difference between sample-okf-llm-wiki and stashbase?
Both sample-okf-llm-wiki and stashbase are in the RAG / Knowledge Base category. sample-okf-llm-wiki has 33 stars, while stashbase has 1.1k stars.
Which is better, sample-okf-llm-wiki or stashbase?
The best choice depends on your use case. Choose sample-okf-llm-wiki if Enabling AI agents to understand complex AWS data semantics., and stashbase if Providing AI agents with searchable access to research papers and contracts stored locally..
Is sample-okf-llm-wiki free or open source?
Yes, sample-okf-llm-wiki is open source on GitHub (MIT-0).
Is stashbase free or open source?
Yes, stashbase is open source on GitHub (Apache-2.0).
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