📊 Looking for the best data & analytics agents? We ranked all 166 agents in the Data & Analytics category by GitHub stars and community trust. Here are the top 10.
Top 10 Data & Analytics Agents
- RAGFlow (70,000 stars, trust 86) — Open-source RAG engine for deep document understanding
- Scrapling (34,780 stars, trust 77) — 🕷️ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl!
- Gpt Researcher (26,261 stars, trust 75) — An autonomous agent that conducts deep research on any data using any LLM providers
- Haystack (19,000 stars, trust 84) — End-to-end LLM framework for RAG and agents by deepset
- Chroma (17,000 stars, trust 78) — The AI-native open-source embedding database
- Taipy (16,000 stars, trust 78) — Build production-ready data & AI web apps in Python
- Skill Seekers (12,384 stars, trust 72) — Convert documentation websites, GitHub repositories, and PDFs into Claude AI skills with automatic conflict detection
- Marimo (12,000 stars, trust 81) — Reactive Python notebook as an app
- Xhs Downloader (10,675 stars, trust 72) — 小红书（XiaoHongShu、RedNote）链接提取/作品采集工具：提取账号发布、收藏、点赞、专辑作品链接；提取搜索结果作品、用户链接；采集小红书作品信息；提取小红书作品下载地址；下载小红书作品文件
- Openmetadata (9,727 stars, trust 72) — OpenMetadata is a unified metadata platform for data discovery, data observability, and data governance powered by a central metadata repository, in-depth column level lineage, and seamless team colla
How We Rank
Rankings are based on real signals: GitHub stars, download counts, update frequency, and community adoption. Each agent gets a trust score from 0-100 reflecting these factors.
Browse all 166 data & analytics agents or compare any two side-by-side.