AgentIndex icon
AgentIndex
zotero-mcp logo
zotero-mcp
★ 5.5k
vs
skylos logo
skylos
★ 848

zotero-mcp vs skylos

zotero-mcp: Zotero MCP integrates your Zotero research library with various AI assistants like ChatGPT and Claude, enabling search, reading, citing, and annotating papers directly within AI agents or a Zotero chat panel. It streamlines academic workflows by providing AI agents access to your full research collection through the Model Context Protocol.; skylos: Skylos is a privacy-first, hybrid static analysis tool designed for Python, TypeScript, and Go. It excels at detecting dead code, critical security vulnerabilities like SQL injection and hardcoded secrets, and various code quality issues, bridging traditional static analysis with advanced AI agent capabilities.

01

TL;DR

zotero-mcp logo
zotero-mcpRAG / Knowledge Base · ★ 5.5k

Interacting with your personal Zotero research library using AI chatbots like Claude or ChatGPT.

Read zotero-mcp full review →
skylos logo
skylosRAG / Knowledge Base · ★ 848

Automating Code Quality in CI/CD: Integrate Skylos into GitHub Actions to automatically detect dead code, security vulnerabilities, and quality issues on every Pull Request, failing builds on critical findings.

Read skylos full review →
02

Side-by-Side Comparison

Field
zotero-mcp logozotero-mcp
skylos logoskylos
Category
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 5.5k
★ 848
License
MIT
NOASSERTION
Install Command
uv tool install zotero-mcp-server
pip install skylos
Updated
1w ago
1d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
Zotero, AI Agent, Research Library
Static Analysis, SAST, Dead Code Detection
03

Features

zotero-mcp logozotero-mcp
01Search Zotero library (including semantic search) by title, author, tag, collection, or full text.
02Read metadata, BibTeX, full text, and page ranges of PDFs, with page images for complex content.
03Annotate PDFs with highlights, area boxes, and notes, and extract existing PDF annotations.
04Manage Zotero items: add papers by DOI/URL/ISBN/BibTeX/file, organize collections and tags, merge duplicates.
05Flexible data access: local reads from zotero.sqlite or writes through Zotero local API / web API.
skylos logoskylos
01Hybrid Static Analysis with AI Agents: Combines traditional static analysis with optional local/cloud LLMs to eliminate false positives and find deep logic bugs.
02Comprehensive Code Auditing: Detects dead code, security vulnerabilities (SAST including SQLi, SSRF, secrets), and code quality issues (complexity, nesting) across multiple languages.
03Automated Remediation & CI/CD Integration: Offers automated fixes and end-to-end remediation via AI agents, and seamlessly integrates into CI/CD pipelines for PR guarding, annotations, and quality gates.
04Multi-Language Support & Privacy-First: Supports Python, TypeScript, and Go with 100% local analysis options, ensuring code privacy.
04

Use Cases

zotero-mcp logozotero-mcp
↳Interacting with your personal Zotero research library using AI chatbots like Claude or ChatGPT.
↳Conducting semantic searches across your papers to find research by meaning, not just keywords.
↳Getting AI agents to explain complex research papers with page citations directly within Zotero.
↳Automating tasks like summarizing key findings or highlighting main claims in PDF documents.
skylos logoskylos
↳Automating Code Quality in CI/CD: Integrate Skylos into GitHub Actions to automatically detect dead code, security vulnerabilities, and quality issues on every Pull Request, failing builds on critical findings.
↳Deep Security Auditing of Python, TypeScript, and Go Applications: Perform comprehensive SAST, including taint analysis, secrets detection, and vulnerability checks, across multi-language repositories.
↳Intelligent Dead Code Elimination and Codebase Optimization: Accurately identify and safely remove unreachable functions, classes, and unused imports, leveraging hybrid analysis to distinguish true dead code from framework magic.
↳AI-Assisted Code Remediation and PR Review: Utilize AI agents for context-aware audits, automated fixes, and end-to-end remediation, including generating and validating fixes, and posting inline PR review comments.
05

Best For

zotero-mcp logozotero-mcp
EssentialTrending
skylos logoskylos
—
FAQ

FAQ

What is the difference between zotero-mcp and skylos?
Both zotero-mcp and skylos are in the RAG / Knowledge Base category. zotero-mcp has 5.5k stars, while skylos has 848 stars.
Which is better, zotero-mcp or skylos?
The best choice depends on your use case. Choose zotero-mcp if Interacting with your personal Zotero research library using AI chatbots like Claude or ChatGPT., and skylos if Automating Code Quality in CI/CD: Integrate Skylos into GitHub Actions to automatically detect dead code, security vulnerabilities, and quality issues on every Pull Request, failing builds on critical findings..
Is zotero-mcp free or open source?
Yes, zotero-mcp is open source on GitHub (MIT).
Is skylos free or open source?
Yes, skylos is open source on GitHub (NOASSERTION).
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