stashbase
★ 1.1k
vs
crg
★ 76
stashbase vs crg
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.; crg: `crg` (formerly `better-code-review-graph`) is a local-first knowledge graph tool for codebases, enabling token-efficient code reviews through semantic search, call-graph resolution, and structural analysis. It integrates with AI agents via MCP for precise context provision, leveraging local ONNX embeddings or cloud models for enhanced code understanding and security scanning.
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.
crgRAG / Knowledge Base · ★ 76
Performing token-efficient code reviews with precise context for AI agents
02
Side-by-Side Comparison
Field
stashbasecrgCategory
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 1.1k
★ 76
License
Apache-2.0
Apache-2.0
Install Command
brew install --cask liliu-z/stashbase/stashbase
pip install better-code-review-graph
Updated
2d ago
2d ago
Open Source
Yes
Yes
Tags
Local Files, RAG, AI Agents
Knowledge Graph, Code Review, 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.
crg01AND-logic multi-word search for code entities
02Qualified call graph resolution and bare fallback
03Dual-mode fastretrieval ONNX and cloud embeddings (Jina/Gemini/OpenAI/Cohere)
04Paginated and truncated output for large search results
05Integrated security scanning with Semgrep and heuristic rules
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.
crg↳Performing token-efficient code reviews with precise context for AI agents
↳Conducting semantic search and call-graph resolution across a codebase
↳Analyzing the blast radius and impact of changed files within a repository
↳Running local security scans on code using heuristic rules or Semgrep engine
↳Onboarding new repositories and quickly understanding code structure and relationships
05
Best For
stashbaseTrending
crg—
FAQ
FAQ
What is the difference between stashbase and crg?
Both stashbase and crg are in the RAG / Knowledge Base category. stashbase has 1.1k stars, while crg has 76 stars.
Which is better, stashbase or crg?
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 crg if Performing token-efficient code reviews with precise context for AI agents.
Is stashbase free or open source?
Yes, stashbase is open source on GitHub (Apache-2.0).
Is crg free or open source?
Yes, crg is open source on GitHub (Apache-2.0).
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