Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 98.894 | haris-musa-excelmcp · other | Enables Excel file manipulation without Microsoft Excel installation using openpyxl, providing workbook operations, data validation detection… | 4,149 stars · 457 forks | No one-command install · Source | |
| 2 | 98.891 | antv-chart-generatormcp · other | Enables AI to generate data visualizations using AntV's charting capabilities, supporting various chart types from structured data without requiring… | 4,347 stars · 415 forks | No one-command install · Source | |
| 3 | 97.739 | negokaz-excelmcp · other | Integrates with Microsoft Excel to enable reading and writing of text data in xlsx files for spreadsheet manipulation and analysis tasks. | 1,017 stars · 128 forks | No one-command install · Source | |
| 4 | 97.215 | dbtmcp · other | Provides a bridge between dbt (data build tool) resources and natural language interfaces, enabling execution of CLI commands, discovery of model… | 602 stars · 127 forks | No one-command install · Source | |
| 5 | 96.157 | isaacphi-gdrivemcp · other | Integrates Google Drive and Sheets functionality for file operations and spreadsheet data manipulation. | 283 stars · 105 forks | No one-command install · Source | |
| 6 | 93.954 | gongrzhe-quickchartmcp · other | Integrates with QuickChart to enable dynamic generation of charts and graphs for data visualization tasks. | 159 stars · 43 forks | No one-command install · Source | |
| 7 | 93.347 | ergut-bigquerymcp · other | Securely query and analyze Google BigQuery datasets via natural language. | 147 stars · 32 forks | No one-command install · Source | |
| 8 | 93.068 | suthio-redashmcp · other | Integrates with Redash data visualization platform to enable natural language querying, dashboard creation, and data source management for analyzing… | 100 stars · 45 forks | No one-command install · Source | |
| 9 | 91.862 | isaacwasserman-vega-lite-data-visualizationmcp · other | Create data visualizations using Vega-Lite syntax by saving data tables and generating charts. | 100 stars · 27 forks | No one-command install · Source | |
| 10 | 88.916 | excel-automation-cppmcp · other | Provides Excel file manipulation capabilities through OpenXLSX, enabling creation, editing, and formatting of spreadsheets with cell operations… | 79 stars · 11 forks | No one-command install · Source | |
| 11 | 86.211 | zhiweixu-excelmcp · other | Enables direct interaction with Excel files for reading sheet names, extracting data, and managing workbook caching to improve performance with large… | 49 stars · 11 forks | No one-command install · Source | |
| 12 | 84.259 | kazz187-google-spreadsheetmcp · other | Integrates with Google Drive and Sheets to enable document management, file operations, and spreadsheet manipulation without switching contexts. | 51 stars · 6 forks | No one-command install · Source | |
| 13 | 82.561 | capetlevrai-clipboard-visionmcp · other | Clipboard image analysis and OCR for text-only AI models using Groq Llama-4 Scout vision. | 44 stars · 5 forks | No one-command install · Source | |
| 14 | 81.008 | archimdescrypto-excel-readermcp · other | Integrates with Excel files to enable efficient processing and analysis of large spreadsheet datasets through automatic chunking and pagination. | 29 stars · 7 forks | No one-command install · Source | |
| 15 | 77.862 | abhiphile-fermatmcp · other | Provides mathematical computation and plotting capabilities through matplotlib for data visualization, NumPy for numerical operations, and SymPy for… | 20 stars · 7 forks | No one-command install · Source | |
| 16 | 76.182 | siqiliu-tsinghua-wolfram-enginemcp · other | Bridges AI assistants to a local Wolfram Engine for symbolic mathematics, numerical analysis, and data visualization via Wolfram Language evaluation. | 32 stars · 2 forks | No one-command install · Source | |
| 17 | 74.286 | getlate-crispmcp · other | Integrates with the Crisp customer messaging platform for managing conversations, accessing visitor information, and handling support workflows. | 14 stars · 7 forks | No one-command install · Source | |
| 18 | 66.172 | xlisp-data-visualizationmcp · other | Provides eight specialized data visualization tools including relationship graphs, scatter plots, 3D visualizations, classification plots, histograms… | 11 stars · 2 forks | No one-command install · Source | |
| 19 | 61.362 | kmexnx-excel-to-pdfmcp · other | Converts Excel and Apple Numbers spreadsheets to PDF format, enabling file sharing with stakeholders who lack access to the original applications. | 6 stars · 4 forks | No one-command install · Source | |
| 20 | 57.754 | markomitranic-vegalitemcp · other | Enables data visualization capabilities using Vega-Lite specification language to create custom charts and graphs from tabular data, with output as… | 3 stars · 4 forks | No one-command install · Source | |
| 21 | 57.245 | bigcoder84-excel-bridgemcp · other | Bridges AI with Excel files, enabling reading from and writing to spreadsheets through standardized operations for data analysis, reporting, and… | 7 stars · 1 fork | No one-command install · Source | |
| 22 | 52.498 | talonicmcp · other | Extracts structured, schema-validated data from PDFs, scans, images, spreadsheets, and forms. | 5 stars · 1 fork | No one-command install · Source | |
| 22 | 52.498 | liuscraft-supersetmcp · other | Bridges Apache Superset with TypeScript to enable direct interaction with data visualization dashboards, allowing querying, analysis, and… | 5 stars · 1 fork | No one-command install · Source | |
| 24 | 50.895 | aureuserpmcp · other | Exposes ERP business intelligence tools and developer introspection capabilities for the AureusERP Laravel platform. | 2 stars · 3 forks | No one-command install · Source | |
| 25 | 49.118 | jlceda-codex-mcp-bridgemcp · other | Bridges JLCPCB/Lichuang EDA Pro with MCP clients to export and analyze schematic/PCB DRC, netlists, and BOMs, enabling automated diagnostics and data… | 4 stars · 1 fork | No one-command install · Source | |
| 25 | 49.118 | mcp-plotsmcp · other | Create data visualizations as Mermaid charts, PNG images, or text | 4 stars · 1 fork | No one-command install · Source | |
| 27 | 44.256 | dbt-core-mcpmcp · other | Enables interaction with dbt projects via the Model Context Protocol for data analysis and insights. | 3 stars · 1 fork | No one-command install · Source | |
| 28 | 38.412 | wps-office-mcpmcp · other | Integrates AI assistants with WPS Office to automate operations across Writer, Spreadsheets, and Presentations via the MCP protocol. | 3 stars | No one-command install · Source | |
| 28 | 38.412 | gh-ondrejlapes-gretlmcp · other | Control the Gretl econometrics software via natural language commands. | 3 stars | No one-command install · Source | |
| 30 | 38.066 | protocol-mcpmcp · other | Connects to wetlab protocol resources such as protocols.io, enabling users to access and manage experimental protocols via natural language. | 2 stars · 1 fork | No one-command install · Source | |
| 30 | 38.066 | ash1998-excel-explorermcp · other | Provides Excel file analysis through pandas-powered tools for loading spreadsheets, extracting schemas, sampling data, generating statistics, and… | 2 stars · 1 fork | No one-command install · Source | |
| 32 | 32.223 | orion-dbsmcp · other | Explore open research datasets from OpenAlex, Crossref, ORCID, and DataCite on Google BigQuery. | 2 stars | No one-command install · Source | |
| 32 | 32.223 | mcp-data-sciencemcp · other | Provides 102 tools for end-to-end data science pipelines, enabling data loading, cleaning, visualization, modeling, and reporting via natural… | 2 stars | No one-command install · Source | |
| 34 | 23.374 | twells89-sigma-data-modelmcp · other | Converts data models from dbt, Snowflake, LookML, Tableau, and Power BI into Sigma Computing data model format. | 1 fork | No one-command install · Source | |
| 34 | 23.374 | easyeda-mcp-fixmcp · other | A bug-fix fork of the EasyEDA Pro MCP bridge that resolves six upstream bugs including silent BOM wipes, dead copper to SMD pads, and five-minute… | 1 fork | No one-command install · Source | |
| 34 | 23.374 | gh-pramodbhatofficial-databricksmcp · other | Provides comprehensive Databricks workspace access through the official Python SDK for data pipelines, ML workflows, Unity Catalog, and more. | 1 fork | No one-command install · Source | |
| 34 | 23.374 | monochromegane-bigquerymcp · other | Integrates with BigQuery to enable querying and retrieving table schemas from specified datasets for data analysis and reporting | 1 fork | No one-command install · Source | |
| 38 | 22.557 | tableau-public-authoring-mcpmcp · other | Creates Tableau workbooks from a declarative JSON spec, validates them by opening in the installed Tableau Public application, and publishes to… | 1 star | No one-command install · Source | |
| 39 | Unranked | mcp-umphreysmcp · other | Enables querying Umphrey's McGee setlist data including shows, songs, jam charts, and guest appearances through natural language. | No signals yet | No one-command install · Source | |
| 40 | Unranked | dq-mcpmcp · other | Enables language models to run data-quality checks and profiling on local files, using dbt-style assertions like not_null, unique, relationships, and… | No signals yet | No one-command install · Source | |
| 41 | Unranked | circuitsnapmcp · other | Enables building and simulating electronic circuits by converting netlist descriptions or drawings into live CircuitJS1 simulation URLs. | No signals yet | No one-command install · Source | |
| 42 | Unranked | secure-bigquery-mcp-gatewaymcp · other | Enables AI assistants to query BigQuery read-only via MCP with enforced dataset boundaries, result limits, and audit labels. | No signals yet | No one-command install · Source | |
| 43 | Unranked | looker-health-mcp-toolmcp · other | Provides MCP tools to perform Looker health checks (health_pulse, health_analyze, health_vacuum) via the MCP Toolbox connector. | No signals yet | No one-command install · Source | |
| 44 | Unranked | hrms-snaplogic-mcpmcp · other | Enables integration between HRMS systems and Snaplogic through the Model Context Protocol, allowing AI assistants to interact with HR data pipelines. | No signals yet | No one-command install · Source | |
| 45 | Unranked | mdx-mcpmcp · other | Enables natural language querying of OLAP/SSAS cubes with verified MDX generation, self-consistency checks, and honest abstention when queries are… | No signals yet | No one-command install · Source | |
| 46 | Unranked | mcp-kicad-climcp · other | Enables KiCad CLI automation via MCP, providing tools for ERC, DRC, BOM export, netlist export, Gerbers, drill files, STEP, IPC-2581, and GLB output. | No signals yet | No one-command install · Source | |
| 47 | Unranked | snowflake-cost-mcpmcp · other | Provides read-only visibility into Snowflake warehouse cost and query performance, including credit usage by warehouse, expensive queries, and… | No signals yet | No one-command install · Source | |
| 48 | Unranked | us-all-dbtmcp · other | dbt integration for parsing manifests, run results, sources, and catalog data. | No signals yet | No one-command install · Source | |
| 49 | Unranked | tableau-mcpmcp · other | Enables AI applications to interact with Tableau through tools for querying data, exploring content, and retrieving views. | No signals yet | No one-command install · Source | |
| 50 | Unranked | csoai-org-data-science-ai-mcpmcp · other | Machine learning and statistical analysis tools for data science workflows. | No signals yet | No one-command install · Source | |
| 51 | Unranked | ljdigital-au-bizintelmcp · other | Real-time Australian Business Register lookups and AI-powered business intelligence for ABN and ACN data. | No signals yet | No one-command install · Source | |
| 52 | Unranked | tableau-mcp-2mcp · other | A suite of developer primitives that enable AI applications to integrate with Tableau, including tools to query data, explore content, and get views. | No signals yet | No one-command install · Source | |
| 53 | Unranked | dbt-cloud-migratemcp · other | Audits dbt Core projects for migration blockers and generates actionable guidance for migrating to dbt Cloud, including auto-fixing deprecated syntax. | No signals yet | No one-command install · Source | |
| 54 | Unranked | ezbiz-services-business-intelligencemcp · other | AI-powered business intelligence with competitor analysis, web presence scoring, review aggregation, and market research tools. | No signals yet | No one-command install · Source | |
| 55 | Unranked | mcp-google-sheetsmcp · other | Bridges AI assistants with Google Sheets for reading, writing, and managing spreadsheet data. | No signals yet | No one-command install · Source | |
| 56 | Unranked | jetlag-mcpmcp · other | Enables listing and running Ansible playbooks, managing roles, reading docs, and creating vars files for the jetlag project. | No signals yet | No one-command install · Source | |
| 57 | Unranked | dbt-cli-mcpmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 58 | Unranked | dbt-docs-mcpmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 59 | Unranked | echo-mcp-feishu-bitablemcp · other | Read and write Feishu Bitable (Lark Base) spreadsheet data. | No signals yet | No commit datelisted | No one-command install · Source |
| 60 | Unranked | mckinsey-vizromcp · other | Enables creation and validation of data visualization dashboards through natural language by generating chart code, validating configurations, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 61 | Unranked | mcp-google-spreadsheetmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 62 | Unranked | mcp-snowflake-servicemcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 63 | Unranked | myriademcp · other | AI data analyst connecting to data warehouses including Snowflake and BigQuery. | No signals yet | No commit datelisted | No one-command install · Source |
| 64 | Unranked | netlify-mcpmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 65 | Unranked | rocketlane-mcpmcp · other | Enables AI assistants to query Rocketlane CSM data for project health, team workload, tasks, and generate weekly reviews. | No signals yet | No commit datelisted | No one-command install · Source |
| 66 | Unranked | snowflake-mcpmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 67 | Unranked | subhatta123-twilizemcp · other | Programmatic Tableau workbook (.twb/.twbx) generation — 47 MCP tools for charts, dashboards, calculated fields, dashboard actions, workbook migration… | No signals yet | No commit datelisted | No one-command install · Source |
| 68 | Unranked | tableau-audit-mcpmcp · other | Audits local Tableau workbooks for unused assets, duplicate worksheets, and dashboard weight, providing cleanup reports and health summaries. | No signals yet | No commit datelisted | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.