Data & Analytics MCP Servers
23 servers for data & analytics — ranked by real GitHub stars, refreshed continuously, never faked.
# MCP Server Stars
1 
SAGE l33tdawg/sage Persistent, consensus-validated institutional memory infrastructure for AI agents with BFT validation and confidence scoring. 240 ★ 2 
Actual Budget s-stefanov/actual-mcp Integrates with Actual Budget to provide transaction filtering, spending breakdowns by category, monthly summaries with savings ra 184 ★ 3 
ClariLayer clarilayer/clarilayer Individual-analyst context layer: bootstrap, reconcile, and persist data context across sessions. 131 ★ 4 
Vivado EDA mapleleavessssssss-wq/vivado-mcp Controls Xilinx Vivado for FPGA development with synthesis, implementation, bitstream generation, and automated diagnostic tools. 76 ★ 5 
PicoCalc lofifren/picocalc Connect AI assistants to PicoCalc MicroPython hardware over USB. 73 ★ 6 
HitKeep pascalebeier/hitkeep Track website visits, manage hit counting, and analyze traffic patterns using the HitKeep analytics platform. 72 ★ 7 
HLedger iiatlas/hledger-mcp Bridges HLedger accounting software with financial reporting and transaction management tools, enabling double-entry bookkeeping o 58 ★ 8 
Paddle Billing paddlehq/paddle-mcp-server Enables developers to manage billing operations using natural language commands, streamlining financial API interactions for SaaS 50 ★ 9 
ThoughtSpot thoughtspot/mcp-server OAuth-based analytics data querying from ThoughtSpot instances 33 ★ 10 
AI Quality Gate mustafacagri/ai-quality-gate Automates code quality checks for AI-generated code through ESLint, Prettier, and optional SonarQube analysis. 32 ★ 11 
BatchData Real Estate zellerhaus/batchdata-mcp-real-estate Provides real estate data management through batch processing operations for handling property listings, market analytics, and pro 31 ★ 12 
Clipboard Vision capetlevrai/clipboard-vision-mcp Clipboard image analysis and OCR for text-only AI models using Groq Llama-4 Scout vision. 29 ★ 13 
Votars scarletlabs-ai/votars-mcp Integrates with Votars platform to provide access to meeting transcripts, enabling retrieval and analysis of voice recordings thro 28 ★ 14 
File Merger exoticknight/mcp-file-merger Merge multiple files into one. 27 ★ 15 
TestRail uarlouski/testrail-mcp-server Connects to TestRail test management for searching, creating, updating, and executing test cases. 26 ★ 16 
SFLOW AIRunner floriansmeyers/sflow-airunner-mcp-prd Job scheduling and automation server that executes Claude Code CLI tasks on cron schedules with web dashboard, webhook endpoints, 25 ★ 17 
.NET Framework Development bytedreamer/dotnetframeworkmcp Provides .NET Framework development capabilities through TCP communication, enabling project building with MSBuild, test execution 23 ★ 18 
prismAId open-and-sustainable/prismaid Drives systematic, protocol-based literature reviews with generative AI — screening, acquisition, conversion, and extraction. 22 ★ 19 
A-Share Stock Market shouldnotappearcalm/a-share-mcp Access Chinese A-share market data including real-time quotes, K-lines, and technical indicators. 19 ★ 20 
Oraclaw whatsonyourmind/oraclaw Decision intelligence platform providing 19 ML algorithms and 12 optimization tools with sub-25ms deterministic execution. 11 ★ 21 
Vaara vaaraio/vaara Runtime evidence layer for EU AI Act compliance — intercepts agent tool calls, scores risks, and writes audit trails. 10 ★ 22 
ScopeBlind scopeblind/scopeblind-gateway MCP security gateway enforcing per-tool policies, rate limits, and approval gates with signed audit receipts. 9 ★ 23 
App Store Connect rsalim0/asc-mcp Comprehensive MCP server for Apple App Store Connect API with 191 tools covering apps, builds, TestFlight, subscriptions, certific 8 ★
SAGE l33tdawg/sage Persistent, consensus-validated institutional memory infrastructure for AI agents with BFT validation and confidence scoring. 240 ★ 2 Actual Budget s-stefanov/actual-mcp Integrates with Actual Budget to provide transaction filtering, spending breakdowns by category, monthly summaries with savings ra 184 ★ 3 ClariLayer clarilayer/clarilayer Individual-analyst context layer: bootstrap, reconcile, and persist data context across sessions. 131 ★ 4 Vivado EDA mapleleavessssssss-wq/vivado-mcp Controls Xilinx Vivado for FPGA development with synthesis, implementation, bitstream generation, and automated diagnostic tools. 76 ★ 5 PicoCalc lofifren/picocalc Connect AI assistants to PicoCalc MicroPython hardware over USB. 73 ★ 6 HitKeep pascalebeier/hitkeep Track website visits, manage hit counting, and analyze traffic patterns using the HitKeep analytics platform. 72 ★ 7 HLedger iiatlas/hledger-mcp Bridges HLedger accounting software with financial reporting and transaction management tools, enabling double-entry bookkeeping o 58 ★ 8 Paddle Billing paddlehq/paddle-mcp-server Enables developers to manage billing operations using natural language commands, streamlining financial API interactions for SaaS 50 ★ 9 ThoughtSpot thoughtspot/mcp-server OAuth-based analytics data querying from ThoughtSpot instances 33 ★ 10 AI Quality Gate mustafacagri/ai-quality-gate Automates code quality checks for AI-generated code through ESLint, Prettier, and optional SonarQube analysis. 32 ★ 11 BatchData Real Estate zellerhaus/batchdata-mcp-real-estate Provides real estate data management through batch processing operations for handling property listings, market analytics, and pro 31 ★ 12 Clipboard Vision capetlevrai/clipboard-vision-mcp Clipboard image analysis and OCR for text-only AI models using Groq Llama-4 Scout vision. 29 ★ 13 Votars scarletlabs-ai/votars-mcp Integrates with Votars platform to provide access to meeting transcripts, enabling retrieval and analysis of voice recordings thro 28 ★ 14 File Merger exoticknight/mcp-file-merger Merge multiple files into one. 27 ★ 15 TestRail uarlouski/testrail-mcp-server Connects to TestRail test management for searching, creating, updating, and executing test cases. 26 ★ 16 SFLOW AIRunner floriansmeyers/sflow-airunner-mcp-prd Job scheduling and automation server that executes Claude Code CLI tasks on cron schedules with web dashboard, webhook endpoints, 25 ★ 17 .NET Framework Development bytedreamer/dotnetframeworkmcp Provides .NET Framework development capabilities through TCP communication, enabling project building with MSBuild, test execution 23 ★ 18 prismAId open-and-sustainable/prismaid Drives systematic, protocol-based literature reviews with generative AI — screening, acquisition, conversion, and extraction. 22 ★ 19 A-Share Stock Market shouldnotappearcalm/a-share-mcp Access Chinese A-share market data including real-time quotes, K-lines, and technical indicators. 19 ★ 20 Oraclaw whatsonyourmind/oraclaw Decision intelligence platform providing 19 ML algorithms and 12 optimization tools with sub-25ms deterministic execution. 11 ★ 21 Vaara vaaraio/vaara Runtime evidence layer for EU AI Act compliance — intercepts agent tool calls, scores risks, and writes audit trails. 10 ★ 22 ScopeBlind scopeblind/scopeblind-gateway MCP security gateway enforcing per-tool policies, rate limits, and approval gates with signed audit receipts. 9 ★ 23 App Store Connect rsalim0/asc-mcp Comprehensive MCP server for Apple App Store Connect API with 191 tools covering apps, builds, TestFlight, subscriptions, certific 8 ★ The best new data & analytics servers, weekly
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Frequently asked questions
What are the best data & analytics servers for coding agents?
Ranked by GitHub stars, the current top data & analytics servers are: SAGE (240 ★), Actual Budget (184 ★), ClariLayer (131 ★), Vivado EDA (76 ★), PicoCalc (73 ★).
How do I install a data & analytics mcp server?
Add the server to your MCP client (Claude Code: `claude mcp add <name> -- <command>`). Every server page shows its exact command.
How many data & analytics servers are listed here?
23 data & analytics servers are currently tracked, with metrics (stars, downloads, last-update dates) sourced from GitHub and package registries and refreshed continuously.