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Best data-analysis MCP servers & AI agents

72 listed, ranked by reputation. Semantic search available via the find_agent MCP tool.

io.github.sbroenne/mcp-server-excel★ 3.1Excel automation for AI - Sheets, Power Query, DAX, VBA, Tables, Ranges and more. Windows only.
io.github.IMNMV/clauder★ 3.1Connect RStudio to AI assistants for interactive R coding and data analysis.
ai.waystation/office★ 2.2Create, edit, and collaborate on Office documents and spreadsheets.
io.github.PSU3D0/spreadsheet-mcp★ 2.1Agent-safe Excel workbook analysis, editing, recalc, and verification tools.
com.mcparmory/google-sheets★ 1.8Create, read, and modify spreadsheet data, formatting, and sheets
io.github.iowarp/pandas-mcp★ 1.8Pandas MCP - Advanced Data Analysis for LLMs with comprehensive pandas operations
io.github.xt765/mcp_documents_reader★ 1.7An MCP enabled multi-format document reader supporting DOCX, PDF, TXT, and Excel files
io.github.oogunbiyi21/stats-compass★ 1.650+ pandas-powered tools for data loading, cleaning, visualization, and ML workflows
io.github.mindstone/mcp-server-office★ 1.3Microsoft Office MCP server: read and edit Word documents, Excel workbooks, and PowerPoint files
io.github.ChengJiale150/jupyter-mcp-server★ 1.2A powerful MCP server for AI-driven Jupyter Notebook management and execution
io.github.talonicdev/talonic-mcp★ 1.0Extract structured, schema-validated data from PDFs, scans, images, spreadsheets, and forms.
io.github.aernouddekker/numbersmcp★ 0.9MCP server for macOS Numbers.app — spreadsheet access via AppleScript
io.github.davidmosiah/samsung-health-mcp★ 0.9Unofficial local-first MCP server for Samsung Health personal-data CSV/ZIP exports.
io.github.senoff/xlsx-for-ai★ 0.950 spreadsheet tools for .xlsx: recalc formulas, repair broken refs, read/write, diff, audit.
io.github.dosev-ai/mcp-office-excel★ 0.865-tool Excel MCP server. Read, write, format, and export .xlsx files. Windows-first.
io.github.XJTLUmedia/markdown-formatter★ 0.8AI Answer Copier — Convert Markdown to PDF, DOCX, HTML, LaTeX, CSV, JSON, XML, XLSX, RTF, PNG
io.github.domdomegg/google-sheets-mcp★ 0.6Allow AI systems to read, write, and query spreadsheet data via Google Sheets.
io.github.dsbissett/excel-webview2-mcp★ 0.6MCP server for Excel add-ins via WebView2 CDP
io.github.dsbissett/office-addin-mcp★ 0.6MCP server for Office add-ins via WebView2/CDP. Provides excel.*, page.*, and addin.* tools.
io.github.ewalid/rosetta-mcp★ 0.6AI-powered Excel translation preserving formatting, formulas, and data integrity.
io.github.marekrost/mcp-server-spreadsheet★ 0.6MCP server for spreadsheet files (.xlsx, .csv, .ods) - cell-level ops + DuckDB SQL engine.
io.github.Michael-WhiteCapData/tablebridge-mcp★ 0.6Query a folder of CSV / Parquet / JSON files with SQL — one queryable source, read-only.
io.github.pablixnieto2/etld-mcp-server★ 0.6Deterministic B2B Data Middleware. Waterfall parsing for CSV, EDI, SEC & Finance. No hallucinations.
io.github.vinhphatfsg/rulemorph-mcp★ 0.6MCP server for CSV/JSON data transformation using YAML rules
io.github.vinhphatfsg/transform-rules-mcp★ 0.6MCP server for CSV/JSON data transformation using YAML rules
io.github.benseverndev-oss/goldenflow★ 0.4Standardize, reshape, and normalize messy data — CSV, Excel, Parquet, S3, databases.
io.github.chrischall/gogcli-mcp★ 0.4Google Sheets (and more) for Claude via gogcli — read, write, and manage spreadsheets
io.github.dinosaur24/mockhero★ 0.4Generate realistic relational test data — 156 field types, 22 locales, JSON/CSV/SQL, free previews.
io.github.geniuskey/mcp-server-xlwings★ 0.4Excel automation via xlwings COM. DRM-protected files, live sessions, VBA macros. Windows only.
io.github.gluip/chart-canvas★ 0.4Create interactive visualizations and query data sources (SQLite, CSV, Parquet, JSON)
io.github.hakimjonas/lambe★ 0.4Shape-aware query language for structured data — JSON, YAML, TOML, HCL, CSV, Markdown.
com.synder/gl-importer-mcp★ 0.0Import CSV/XLSX accounting data into QuickBooks Online or Xero via the Synder Importer API.
io.github.AshwanthramKL/whoop-mcp★ 0.0Read-only WHOOP v2 data for MCP clients, with local SQLite cache and CSV/JSONL/Parquet exports.
io.github.Br0ski777/csv-to-json★ 0.0Parse CSV to JSON array. Auto-detect delimiter, headers. x402 micropayment.
io.github.ClicheFactory/clichefactory-mcp★ 0.0Extract structured JSON from PDFs, images, DOCX, XLSX, CSV, EML attachments, and DSPy pipelines.
io.github.CSOAI-ORG/csv-analytics-mcp★ 0.0Csv Analytics MCP Server by MEOK AI Labs
io.github.CSOAI-ORG/csv-tools-ai-mcp★ 0.0Csv Tools Ai MCP Server by MEOK AI Labs
io.github.dachhack/stathead-mcp★ 0.0Fantasy football analytics: stats, dynasty, projections, prospects, Sleeper leagues, Excel I/O
io.github.dbsectrainer/mcp-data-pipeline-connector★ 0.0Universal data connector for CSV, Postgres, and REST APIs via DuckDB
io.github.den-indance/network-diagram-mcp★ 0.0Network topology editor — Claude builds diagrams via MCP. nmap/CSV import, one-click SSH.
io.github.dokmatiq/docgen★ 0.0PDF/DOCX/Excel generation with stationery overlay, ZUGFeRD/XRechnung, signing, receipt OCR.
io.github.enzoemir1/adops-mcp★ 0.0CSV-first analytics for Google Ads + Meta Ads: reporting, anomaly detection, budget optimization.
io.github.FormatixAI/mcp-server★ 0.0Branded talent docs: assessment reports, profiles, shortlists & proposals in DOCX/PPTX/PDF/Excel
io.github.invapi-org/invapi-mcp★ 0.0Extract, create, convert & validate invoices (UBL, CII, XRechnung, ZUGFeRD, PDF, Excel)
io.github.LunarPerovskite/docalyze★ 0.0Read and analyze local documents (PDF, Excel, CSV, Word, PowerPoint, images). No API keys needed.
io.github.MukundaKatta/csv-tools-mcp★ 0.0Reliable CSV parsing + generation. Handles quotes, embedded commas, BOMs, CRLF.
io.github.pipeworx-io/csv★ 0.0CSV <-> JSON MCP.
io.github.pipeworx-io/dart-kr★ 0.0DART — Korea's Data Analysis, Retrieval and Transfer System.
io.github.projecttron/numproof★ 0.0Deterministic signed verification of numeric & financial claims for AI agents & spreadsheets.
io.github.quadratichq/quadratic-mcp★ 0.0AI access to Quadratic spreadsheets: open files, run Python/SQL, query connected databases.
io.github.rflukerii-dev/docbot-mcp★ 0.0Bidirectional CSV <> JSON <> Markdown transformer
io.github.rog0x/json★ 0.0JSON/YAML/CSV validate, diff, transform for AI agents
io.github.standardbeagle/dart-query★ 0.0Dart AI task management MCP with batch operations, DartQL selectors, CSV import, zero context rot
io.github.varvararatta/data_compute_stats_mcp★ 0.0Transform your data analysis with our Data Compute & Stats Bot. Effortlessly calculate descriptive
io.github.zymsj8j9z9-ship-it/packforai-mcp★ 0.0Convert PDF, DOCX, XLSX, CSV, JSON into clean, AI-ready Markdown via the PackForAI API.
com.stagenth/data-kit—Query, join, profile, clean and convert CSV/JSON/Parquet with server-side DuckDB over MCP.
com.stagenth/excel-chart—Excel analytics: inspect, query (JSON rows), charts, and JSON-to-xlsx workbook writing.
io.github.followtz/mcp-utils—Data processing tools: CSV, cleaning, stats, image, report, save, shell
io.github.igormilovanovic/data-converter—Convert between 200+ format pairs: JSON, CSV, XML, YAML, PDF, Excel, DOCX and more.
io.github.infoinlet-marketplace/mcp-data—Tabular data for AI agents — load CSV/JSON/XLSX, query, group-by, stats (no database).
io.github.layerzlabs/layerz—Structured financial modeling for AI agents: build, version, audit models, export to Excel.
io.github.lemonadolabs/lemonado-mcp-server—MCP server for querying and analyzing data from ad platforms, analytics tools, and spreadsheets
io.github.LIONMASTER20/lion-mcp—Read-only x402-paid trend-intent MCP tools for JSON and CSV signals.
io.github.Lukehal/handiworks-mcp—MCP tools for AI agents: render URLs to image/PDF, check link health, convert HTML/CSV/JSON.
io.github.mcp-z/mcp-sheets—Google Sheets integration with OAuth, spreadsheet management, batch operations, and formatting
io.github.mila-gg/mcp-server—Create and manage documents, spreadsheets, and presentations from your AI assistant.
io.github.Mistakili/toolora-mcp—12 free tools: PDF, OCR, QR codes, audio transcription, URL scraping, Excel, Word. No key needed.
io.github.quack2025/talk2data-insightgenius—Survey data analysis: crosstabs with significance, ANOVA, correlation, Excel exports.
io.github.subhatta123/twilize—Generate Tableau .twb/.twbx workbooks: 47 tools for charts, dashboards, rules, CSV pipelines.
io.github.vosesoftware/modelrisk-mcp—Read, build, fit, and run Monte Carlo risk models in Excel through Vose Software's ModelRisk.
io.github.waterfallbridge/mcp—Explain why any KPI or rate metric changed: bridge/variance analysis by driver, from CSV/Excel.
net.reogrid/studio—Turn analyzed data into a real Excel-like spreadsheet at a shareable URL: cells, formulas, tables.

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