Best AI agents for data analysis (2026)
Agents that query, clean and chart data and explain what it shows. We list 71 tools for data analysis below, each with a link-checked page, pricing as the maker states it and alternatives.
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71 tools: 42 open source, 1 source-available, 15 free or freemium, 11 paid, usage-based or enterprise, 2 pricing on the maker's site.
SQL and databases (32)
IDA MCP (Hex-Rays)
IDA MCP is Hex-Rays' official MCP server for the IDA disassembler and decompiler. It lets AI coding agents and people work on the same IDA databases at the same time, so an agent can inspect functions, types and decompiled code, rename and annotate, and coordinate analysis across several related binaries in one session. It works with the IDA GUI through a plugin or headless through idalib, installs with Hex-Rays' hcli tool, and needs IDA 9.4 or later.
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Memori
An LLM-, database- and framework-agnostic memory layer that turns what agents do and say into structured, persistent state they can recall in later runs. Open source to self-host, or use Memori Cloud with an API key.
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Appwrite MCP
Appwrite's official MCP servers, so agents can manage Appwrite databases, users, storage and functions and look up Appwrite docs while building your backend.
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Memgraph
In-memory graph database used as the graph layer for GraphRAG pipelines and agent memory, with Cypher queries plus vector and text search.
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OpenViking
Context database for AI agents that keeps memory, knowledge and skills in one inspectable virtual filesystem agents can navigate.
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Tabby
Self-hosted AI coding assistant that offers an on-premises alternative to GitHub Copilot with no database or cloud service required.
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txtai
All-in-one Python framework for semantic search, LLM orchestration and agents built on an embeddings database of vector, graph and relational indexes.
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Baserow
No-code platform for databases, apps, automations and AI agents, an Airtable alternative available as cloud or self-hosted.
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CodeGraphContext
MCP server and CLI that index local code into a graph database so AI assistants can query code relationships.
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Qdrant MCP Server
Official Qdrant MCP server that lets agents store and retrieve memories and documents in the Qdrant vector database.
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MotherDuck MCP
MotherDuck's MCP server that lets AI assistants run SQL on local DuckDB files, S3-hosted databases and MotherDuck.
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AskYourDatabase
Chat-with-your-database tool that answers natural-language questions over Postgres, MySQL, BigQuery, Snowflake and more with SQL and charts.
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Base44
AI app builder that turns a plain-language idea into a working web app with database, login and hosting included.
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Fabi.ai
Discontinued: the AI data analysis platform that combined SQL, Python and AI shut down in 2026 after its team joined Omni (announced May 26, 2026); app.fabi.ai now shows a shutdown notice.
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Jason AI
Reply.io's AI SDR agent that runs personalized outreach and books meetings using its prospect database.
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RocketReach MCP
RocketReach's MCP server for looking up verified work emails and phone numbers from its contact database.
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OpenScience
Research agent workbench that reads the literature, writes and runs code and experiments and logs every step, with skills and connectors for databases like PubMed, UniProt and arXiv.
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Chroma
Open-source search and vector database widely used for agent memory and RAG.
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Teable
AI spreadsheet and database for business with built-in agents.
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WrenAI
Generative BI for agents: governed text-to-SQL with a semantic context layer.
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MCP Toolbox for Databases
Open-source MCP server from Google for connecting agents to databases.
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InsForge
Open-source backend platform that gives coding agents a database, auth and storage.
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LanceDB
Open-source multimodal vector database for search, RAG and agent memory.
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Activeloop
Deep Lake, a multimodal database for AI that stores vectors, images, text and video so agents and RAG apps can search and retrieve them.
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DBHub
Database MCP server for Postgres, MySQL, SQL Server and others from Bytebase.
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seekdb
AI-native search database for agent storage combining vector, text and structured data.
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Supabase MCP
Supabase's MCP server for managing databases, migrations and projects.
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MongoDB MCP Server
MongoDB's official MCP server for querying databases and managing Atlas.
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ClickHouse MCP
Official ClickHouse MCP server for querying and exploring ClickHouse databases.
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PlanetScale MCP
PlanetScale's MCP server for databases, branches, schemas and query insights.
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Kuration AI
Builds and maintains your own B2B database with AI agents that pull from registers, trade shows and maps.
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Notion MCP
Notion's official hosted MCP server that lets AI agents search, read and update pages and databases in your workspace.
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MCP servers (16)
draw.io MCP
The official draw.io MCP server, so Claude, ChatGPT, Cursor and other assistants can create and edit flowcharts, architecture diagrams and other draw.io diagrams right in the chat. Free and needs no sign-in.
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MCP-UI
SDK that lets MCP servers send interactive web components such as forms, charts and buttons that chat hosts render inside the conversation.
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MCP Apps
Official spec and SDK for MCP Apps, the standard for interactive UIs like charts and forms that MCP servers render inside chat clients.
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Jupyter MCP Server
Datalayer's MCP server that lets AI agents connect to and manage Jupyter notebooks in real time, local or hosted.
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Whimsical MCP
Whimsical's MCP server for creating and editing flowcharts, mind maps, wireframes and docs, or searching your workspace.
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AppsFlyer MCP
AppsFlyer's hosted MCP server that lets AI assistants analyze your mobile attribution and campaign performance data.
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CARTO MCP
CARTO's MCP server for querying data warehouses, running spatial workflows and rendering maps from your CARTO workspace.
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Parse.ly MCP
Parse.ly MCP server for querying content analytics such as top content, referrers, campaigns, trends and real-time data.
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Polar Analytics MCP
Polar Analytics MCP server that gives AI assistants commerce data from Shopify, Amazon, ads and Klaviyo with shared metric definitions.
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Supermetrics MCP
Supermetrics MCP server for discovering marketing data sources and fields, running queries and managing campaigns.
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FiftyOne MCP Server
Voxel51's MCP server and skills that let AI agents load, explore, curate and evaluate computer vision datasets and run FiftyOne operators and the App from natural language.
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AntV MCP Server Chart
MCP server from AntV that lets agents generate more than 25 chart types.
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Excel MCP Server
MCP server that lets agents create and edit Excel files with formulas and charts.
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Power BI Modeling MCP
Microsoft's MCP server that lets agents build and edit Power BI semantic models.
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Hugging Face MCP Server
Hugging Face's MCP server connecting agents to the Hub's models, datasets, papers and Gradio Spaces.
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Amplitude MCP
Amplitude's MCP server for searching and analyzing product analytics data from an agent.
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Tracing and observability (4)
Axiom MCP
Axiom's MCP server for listing datasets and schemas and running APL queries for log exploration and monitoring.
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Geckoboard MCP
Geckoboard's MCP server for querying live metrics and data lists from the business tools connected to your dashboards.
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Picsellia MCP Server
Official MCP server for Picsellia's computer vision MLOps platform, giving AI assistants access to datasets, experiments, models, deployments and monitoring.
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Grafana MCP
Grafana's MCP server giving agents access to dashboards, data sources and incidents.
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RAG and documents (3)
PPT Master
AI tool that turns documents or topics into native, editable PowerPoint decks with real shapes, charts, transitions and narration from speaker notes.
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Lucid MCP
Lucid's MCP connector for creating, searching, editing and sharing Lucidchart and Lucid documents from AI tools.
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LobsterAI
NetEase Youdao's desktop agent for data analysis, slides, documents and web research.
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More tools (16)
ktx
An open-source context layer for data and analytics agents that gives Claude Code, Codex and other agents a self-improving map of your warehouse, metrics and business definitions.
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DeepAnalyze
Agentic LLM from Renmin University that autonomously runs data science pipelines and produces analyst-grade research reports.
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AutoDev
Multi-agent development platform built on Kotlin Multiplatform for research, coding, review and data queries across IntelliJ, VS Code, CLI and more.
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Dot
AI data analyst that answers data questions, runs root-cause analysis and sends automated reports.
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Gemini Notebook
Google's AI research tool, formerly NotebookLM, that analyzes the sources you upload and turns them into summaries, answers and new formats.
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Hex
Analytics platform for humans and agents, with conversational analytics, notebooks and context management for data teams.
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Paperclip
Self-hosted app for running a team of AI agents like a small company, with org charts, goals, budgets and approval gates across Claude Code, Codex, OpenClaw and other harnesses.
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Viso Now
Describe what a camera should watch for in plain language and it builds a live vision app with detection logic, alerts and integrations, no datasets or training needed.
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SurfSense
Privacy-focused, open-source NotebookLM alternative with a research agent over your sources.
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Jupyter AI
Official JupyterLab extension that connects AI agents and chat to notebooks.
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Bruin
Open-source, AI-powered data platform covering ingestion, pipelines and quality checks.
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Anamap
AI analytics agent that investigates conversion and revenue changes using your data and release history.
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Kater
AI data analyst that answers business questions from your data warehouse.
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Querri
AI data analyst that cleans scattered data and answers questions in plain English.
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Runcell
AI agent for Jupyter notebooks that writes and runs code cells.
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Sourcetable
AI spreadsheet that analyzes data, builds models and charts from prompts.
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GitHub repos (49)
| Repo | GitHub stars | Licence | Last push |
|---|---|---|---|
| Paperclip ↗ | 103,425 | MIT | 2026-10-21 |
| PPT Master ↗ | 63,293 | MIT | 2026-10-21 |
| OpenViking ↗ | 40,217 | GNU Affero General Public License v3.0 | 2026-10-21 |
| Tabby ↗ | 33,913 | Apache License 2.0 | 2026-06-30 |
| Chroma ↗ | 29,512 | Apache License 2.0 | 2026-10-17 |
| Teable ↗ | 21,892 | AGPL-3.0 for the core apps; MIT for the packages directory | 2026-10-21 |
| WrenAI ↗ | 17,881 | Apache-2.0 for code; CC BY 4.0 for docs | 2026-10-21 |
| Memori ↗ | 17,149 | — | 2026-09-18 |
| MCP Toolbox for Databases ↗ | 16,669 | Apache License 2.0 | 2026-10-19 |
| SurfSense ↗ | 16,459 | Apache-2.0 | 2026-10-21 |
| InsForge ↗ | 13,129 | Apache License 2.0 | 2026-10-20 |
| txtai ↗ | 13,024 | Apache License 2.0 | 2026-10-20 |
| LanceDB ↗ | 11,684 | Apache License 2.0 | 2026-10-21 |
| Activeloop ↗ | 9,252 | Apache License 2.0 | 2026-05-21 |
| Baserow ↗ | 6,184 | MIT License for the core (premium and enterprise features under their own licences) | 2026-10-21 |
Top 15 of 49 by stars. Stars and licence come from each repo, checked when the listing was last verified.
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