Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 601 | Unranked | operator-etlmcp · ai-agents | Enables agents to perform deterministic data intake pipelines for FOIA and public comments, with medallion warehouse, PII policy enforcement, and… | No signals yet | No one-command install · Source | |
| 602 | Unranked | tokportal-mcp-3mcp · back-end | Official MCP server for the TokPortal API, exposing 91 tools to create bundles, upload and publish videos, configure accounts, read analytics, and… | No signals yet | No one-command install · Source | |
| 603 | Unranked | app-data-ios-gpmcp · back-end | Enables AI assistants to query the FoxData API for iOS and Google Play app analytics, including downloads, revenue, rankings, keywords, competitor… | No signals yet | No one-command install · Source | |
| 604 | Unranked | wildberries-api-mcp-servermcp · back-end | MCP server that simplifies interaction with Wildberries API, providing unified access to analytics, promotion statistics, sales funnel data, search… | No signals yet | No one-command install · Source | |
| 605 | 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 | |
| 606 | Unranked | nfl-analytics-mcpmcp · database | Enables natural-language querying of a local DuckDB warehouse of NFL play-by-play data, converting questions into SQL and returning results. | No signals yet | No one-command install · Source | |
| 607 | Unranked | data-agent-servicemcp · auth | Enables natural-language queries over data warehouses with catalog-grounded semantics and per-query authorization, returning answers with attached… | No signals yet | No one-command install · Source | |
| 608 | Unranked | postlakemcp · auth | Publish, schedule and read analytics across every major social network from one MCP server. Hosted, OAuth, 15+ tools, one normalised response shape. | No signals yet | No one-command install · Source | |
| 609 | Unranked | postlake-2mcp · back-end | Publish, schedule and read analytics across every major social network from one MCP server. 15+ tools covering publishing, scheduling, validation… | No signals yet | No one-command install · Source | |
| 610 | Unranked | lomi-gsc-mcpmcp · observability | Enables Google Search Console data queries via MCP, including search analytics, performance comparisons, URL inspection, and sitemap management. | No signals yet | No one-command install · Source | |
| 611 | Unranked | mf-nav-mcpmcp · back-end | MCP server for Indian mutual fund NAV analytics. It provides tools to search funds, compute returns, and analyze categories using DuckDB over parquet… | No signals yet | No one-command install · Source | |
| 612 | Unranked | ga4-mcp-servermcp · back-end | Connects MCP clients like Claude Desktop to Google Analytics 4 Data API, enabling natural language queries for reports, top pages, traffic sources… | No signals yet | No one-command install · Source | |
| 613 | Unranked | tencent-docs-mcpmcp · back-end | MCP server that enables AI assistants to read and write Tencent Docs (smart tables and online spreadsheets) directly, supporting CRUD operations on… | No signals yet | No one-command install · Source | |
| 614 | Unranked | jobfindermcp · search | Enables AI-powered job searching across multiple platforms using natural language or CV uploads, ranking results by shortlisting likelihood and… | No signals yet | No one-command install · Source | |
| 615 | Unranked | petlibro-mcp-servermcp · back-end | Enables Claude to control PetLibro RFID pet feeders and water fountains by checking food/battery/water status, dispensing food by the cup, and… | No signals yet | No one-command install · Source | |
| 616 | Unranked | setlistmcpmcp · search | Enables AI assistants to search for and retrieve concert setlists from setlist.fm by artist, city, and date, and to view full setlists with songs… | No signals yet | No one-command install · Source | |
| 617 | Unranked | codeqrmcp · observability | Manages short links, QR codes, analytics, and lead tracking through the CodeQR platform. | No signals yet | No one-command install · Source | |
| 618 | Unranked | codeqr-remote-mcp-servermcp · ai-agents | Remote MCP server for CodeQR that lets you create and manage short links and QR codes, retrieve analytics, and more via natural language in ChatGPT… | No signals yet | No one-command install · Source | |
| 619 | Unranked | aeso-mcpmcp · back-end | Provides agent-native, strongly typed access to Alberta's electricity market data via official AESO APIs, including current market snapshots… | No signals yet | No one-command install · Source | |
| 620 | Unranked | nightjar-mcp-servermcp · back-end | MCP server that wraps Nightjar's analytics API, enabling Claude Code to query events, funnels, dashboards, and metrics through natural language. | No signals yet | No one-command install · Source | |
| 621 | Unranked | takiguchi-yu-google-workspacemcp · auth | Integrates with Google Sheets, Slides, and Drive for spreadsheet operations, presentation management, and file search via OAuth2. | No signals yet | No one-command install · Source | |
| 622 | Unranked | story-architect-mcpmcp · ai-agents | An MCP server for AI-assisted novel writing that manages project structure, tracks plot holes and foreshadowing, audits timeline continuity, and… | No signals yet | No one-command install · Source | |
| 623 | Unranked | viralnote-mcpmcp · back-end | Gives Claude, Cursor, and any MCP client 15 tools to create, schedule, and publish social posts to TikTok, Instagram Reels, YouTube Shorts, X… | No signals yet | No one-command install · Source | |
| 624 | Unranked | fulfil-mcpmcp · back-end | MCP server for Fulfil.io ERP with 29 tools for inventory, orders, shipments, customers, purchasing, returns, warehouse operations, and analytics… | No signals yet | No one-command install · Source | |
| 625 | Unranked | ulink-mcp-servermcp · back-end | Enables AI assistants to manage ULink deep linking projects, including creating smart links, configuring domains, and viewing analytics. | No signals yet | No one-command install · Source | |
| 626 | Unranked | tableau-data-assistant-mcp-servermcp · back-end | Provides MCP tools to query Tableau Server/Cloud datasources via REST API and VizQL Data Service, with support for Gemini or OpenAI as the LLM… | No signals yet | No one-command install · Source | |
| 627 | Unranked | substack-insights-mcpmcp · database | A credential-free MCP server that turns a Substack publication's public RSS archive and official analytics snapshots into a durable, queryable local… | No signals yet | No one-command install · Source | |
| 628 | Unranked | jptb-google-toolsmcp · observability | Enables AI agents to access and manage Google Analytics and Google Tag Manager using the user's own Google account via the JP Agent Tracking Bridge… | No signals yet | No one-command install · Source | |
| 629 | Unranked | statboticsmcp · observability | Provides access to FIRST Robotics Competition statistical data including team EPA ratings, event predictions, and match analytics. | No signals yet | No one-command install · Source | |
| 630 | Unranked | linkedin-evidence-mcpmcp · observability | A local-first LinkedIn workspace that turns your own documents, CVs, repositories, and exports into a verifiable claim ledger and evidence-backed… | No signals yet | No one-command install · Source | |
| 631 | Unranked | buildpulsemcp · observability | CI test analytics for identifying flaky tests, tracking coverage, and reviewing CI run history. | No signals yet | No one-command install · Source | |
| 632 | Unranked | mcp-setlist-fmmcp · search | Enables searching artists, venues, and setlists from setlist.fm through natural language. | No signals yet | No one-command install · Source | |
| 633 | Unranked | pipeworx-setlist-fmmcp · back-end | Setlist.fm concert setlists: search by artist, venue, or date with a free API key. | No signals yet | No one-command install · Source | |
| 634 | Unranked | mcp-l2beatmcp · observability | Provides Layer 2 ecosystem analytics including project details, TVS breakdowns, historical data, and activity metrics for L2BEAT-tracked projects. | No signals yet | No one-command install · Source | |
| 635 | Unranked | pipeworx-io-l2beatmcp · observability | Query L2BEAT for Ethereum Layer 2 analytics including TVL, risk assessments, bridge data, and protocol summaries. | No signals yet | No one-command install · Source | |
| 636 | Unranked | mcp-homebrew-formulaemcp · observability | Query Homebrew formulae, casks, and install analytics through natural language or direct tool calls. | No signals yet | No one-command install · Source | |
| 637 | Unranked | mcp-google-search-consolemcp · search | Provides Google Search Console tools for listing sites, querying search analytics, managing sitemaps, and inspecting URL index status via MCP. | No signals yet | No one-command install · Source | |
| 638 | Unranked | mcp-amplitudemcp · observability | Enables querying Amplitude analytics data including events, active users, retention, and user profiles through natural language or direct tool calls. | No signals yet | No one-command install · Source | |
| 639 | Unranked | pipeworx-io-amplitudemcp · observability | Amplitude analytics integration for event segmentation, user metrics, retention, and activity data. | No signals yet | No one-command install · Source | |
| 640 | Unranked | tokportal-mcp-2mcp · back-end | Enables AI agents to manage real TikTok, Instagram, and YouTube accounts via a REST API and MCP server, allowing for account creation, content… | No signals yet | No one-command install · Source | |
| 641 | Unranked | cricket-analytics-mcpmcp · observability | Enables cricket analytics via natural language, including player stats, team performance, match results, comparisons, and news, powered by OpenAI and… | No signals yet | No one-command install · Source | |
| 642 | Unranked | awraitermcp · observability | Enables managing Telegram channels from MCP-capable AI assistants, including drafting and scheduling posts, publishing content, and retrieving channel… | No signals yet | No one-command install · Source | |
| 643 | Unranked | postgres-analytics-mcp-servermcp · database | Enables AI assistants to safely inspect and query PostgreSQL databases with read-only enforcement, row/timeout limits, and audit logging, providing… | No signals yet | No one-command install · Source | |
| 644 | Unranked | datyra-mcpmcp · database | Enables AI assistants to perform data analysis on local datasets through natural language, orchestrating Python, R, SQL, Spark, Jupyter, Power BI, and… | No signals yet | No one-command install · Source | |
| 645 | Unranked | waro-mcpmcp · back-end | Enables LLMs to interact with Waro Colombia's API, providing tools for sales, customers, menu, and analytics data. | No signals yet | No one-command install · Source | |
| 646 | Unranked | fuul-mcp-servermcp · back-end | Manages affiliate programs, analytics, incentives, and payouts through MCP-compatible clients. | No signals yet | No one-command install · Source | |
| 647 | Unranked | sales-analyticsmcp · observability | Enables LLMs to load tabular data from CSV/Excel/JSON, clean and analyze it, generate charts, and write a report with conclusions. | No signals yet | No one-command install · Source | |
| 648 | Unranked | ga4-mcp-workermcp · ai-agents | Enables querying Google Analytics 4 data from Claude via a secure, read-only Cloudflare Workers MCP server with per-user OAuth sign-in, requiring no… | No signals yet | No one-command install · Source | |
| 649 | Unranked | dhis2-mcpmcp · front-end | Enables read-only interaction with DHIS2 health data by searching indicators and querying compact analytics results, designed for small local models. | No signals yet | No one-command install · Source | |
| 650 | Unranked | ga-gsc-analyticsmcp · observability | Enables read-only access to Google Analytics 4 and Google Search Console data, allowing users to run reports, query search analytics, and generate… | No signals yet | No one-command install · Source | |
| 651 | Unranked | unhcr-open-data-gateway-mcpmcp · back-end | Provides a unified interface to access UNHCR's open data across statistics, RDF, and IATI MCP servers, enabling aggregated queries, cross-domain… | No signals yet | No one-command install · Source | |
| 652 | Unranked | ga4-analytics-mcp-v3mcp · auth | Enables multiple independent Google OAuth connections for querying GA4 properties, with secure credential routing and operator isolation. | No signals yet | No one-command install · Source | |
| 653 | Unranked | umami-compassmcp · back-end | Open-source MCP server for Umami Analytics — Cloud and self-hosted. | No signals yet | No one-command install · Source | |
| 654 | Unranked | mcp-gateway-prototypemcp · auth | A local MCP server for BigQuery that integrates Okta authentication and workload identity federation, enabling natural language queries and dataset… | No signals yet | No one-command install · Source | |
| 655 | Unranked | cymbal-kiosk-tools-apmmcp · observability | Enables smart branch kiosks to run policyholder lookups, actuarial surrender-vs-loan comparisons, VIP queue token issuance, and BigQuery APM analytics… | No signals yet | No one-command install · Source | |
| 656 | Unranked | optiflow-mcpmcp · ai-agents | A Claude Code plugin that merges token optimization and compression tools into a single MCP server, enabling context-aware token management, session… | No signals yet | No one-command install · Source | |
| 657 | Unranked | mcp-dwh-servermcp · back-end | Provides remote read-only access to a Data Warehouse SQL Server, enabling users to query manufacturing OEE data, SBU lists, and run ad-hoc SELECT… | No signals yet | No one-command install · Source | |
| 658 | Unranked | trucksim-mcpmcp · observability | Streams live Euro Truck Simulator 2 / American Truck Simulator telemetry and driving analytics to any MCP-compatible AI assistant, with read-only… | No signals yet | No one-command install · Source | |
| 659 | Unranked | io-github-psyb0t-rankratmcp · back-end | Unifies Google Search Console, Bing Webmaster Tools, GA4, and PageSpeed APIs behind one MCP server, letting an agent join search, indexing, and… | No signals yet | No one-command install · Source | |
| 660 | Unranked | pir2-academy-sheets-reader-mcpmcp · ai-agents | A read-only MCP server that lets Claude Desktop read bounded data from Google Sheets using the learner's own Google account, offering tools to check… | No signals yet | No one-command install · Source | |
| 661 | Unranked | yt-studio-mcpmcp · back-end | Manage a YouTube channel through official Google APIs — videos, comments, playlists, live broadcasts, captions, and analytics — plus an auditable… | No signals yet | No one-command install · Source | |
| 662 | 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 | |
| 663 | Unranked | bigquery-mcp-data-agentmcp · database | Enables AI agents to analyze BigQuery datasets through MCP, using tools to inspect datasets and execute read-only SQL queries. | No signals yet | No one-command install · Source | |
| 664 | Unranked | land-intelligencemcp · devops | Enables governed analytics and research on land development optionality, infrastructure proximity, and stewardship via MCP tools that provide… | No signals yet | No one-command install · Source | |
| 665 | Unranked | sideshift-mcp-for-cursormcp · auth | Official Cursor plugin enabling natural-language management of your SideShift company—discovering creators, managing campaigns and contracts… | No signals yet | No one-command install · Source | |
| 666 | Unranked | polymarket-gamma-mcp-servermcp · back-end | Enables discovery and analytics of Polymarket prediction markets, including trending markets, category filtering, text search, market/event details… | No signals yet | No one-command install · Source | |
| 667 | Unranked | wechat-official-studio-mcp-servermcp · observability | A local MCP server that enables managing WeChat Official Account content through the logged-in web session, including reading published articles and… | No signals yet | No one-command install · Source | |
| 668 | Unranked | google-analytics-adsense-remote-mcpmcp · back-end | A read-only MCP server exposing Google Analytics 4 and AdSense APIs (reports, metadata, admin reads) via Cloudflare Workers with OAuth authentication. | No signals yet | No one-command install · Source | |
| 669 | Unranked | ga4-analytics-mcp-v2mcp · auth | Multi-operator Google Analytics 4 connector for Claude.ai Custom Connectors, hosted on Google Cloud Run, enabling authenticated GA4 reporting… | No signals yet | No one-command install · Source | |
| 670 | Unranked | runehand-mcp-servermcp · back-end | MCP server that wraps the Runehand API v1 as tools, enabling users to operate Runehand bots directly by listing bots and flows, reading and replying… | No signals yet | No one-command install · Source | |
| 671 | Unranked | assistente-empresarial-mcp-servermcp · back-end | Enables natural-language queries about sales and inventory from an Excel spreadsheet, plus web search and currency exchange rates via external APIs. | No signals yet | No one-command install · Source | |
| 672 | Unranked | instagram-analytics-mcpmcp · back-end | Enables natural-language querying of Instagram reel performance across accounts, computing completion rates that the Instagram API does not provide. | No signals yet | No one-command install · Source | |
| 673 | Unranked | kadenzo-mcpmcp · observability | Schedule, manage, generate, and analyze social posts across 11 networks (Instagram, TikTok, X, LinkedIn, YouTube, Facebook, Pinterest, Threads… | No signals yet | No one-command install · Source | |
| 674 | Unranked | hitstepsmcp · auth | Enables access to Hitsteps analytics and website operations through a remote MCP server, using OAuth for authentication and Streamable HTTP transport. | No signals yet | No one-command install · Source | |
| 675 | Unranked | snowflake-analytics-mcp-servermcp · auth | An MCP server for Snowflake that enables table discovery, metadata inspection, and SQL query execution through natural language, supporting password… | No signals yet | No one-command install · Source | |
| 676 | 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 | |
| 677 | Unranked | youtube-analytics-mcpmcp · back-end | A local, read-only MCP server that provides Claude with private YouTube Analytics data—views, retention, traffic sources, demographics, revenue, and… | No signals yet | No one-command install · Source | |
| 678 | Unranked | statos-mcp-servermcp · back-end | MCP server that connects AI assistants to the Statos football analytics platform, enabling natural language queries for match predictions, betting… | No signals yet | No one-command install · Source | |
| 679 | Unranked | ga4-analytics-mcpmcp · devops | Enables querying Google Analytics 4 properties through natural language, supporting historical and real-time reports, metadata discovery, and property… | No signals yet | No one-command install · Source | |
| 680 | Unranked | linkednav-mcpmcp · observability | Connects AI assistants to LinkedIn outreach, enabling lead finding, campaign management, messaging, and analytics through natural language. | No signals yet | No one-command install · Source | |
| 681 | Unranked | ai-analyticslegends-sap-analyticsmcp · back-end | Read-only MCP server providing curated SAP analytics market data, including firms, opportunities, news, concepts, and day-rate benchmarks, with… | No signals yet | No one-command install · Source | |
| 682 | Unranked | citlyzemcp · search | Read-only access to your Citlyze AI search visibility workspace: visibility scores, tracked prompts, citations, competitor comparison… | No signals yet | No one-command install · Source | |
| 683 | Unranked | db-tools-mcpmcp · search | Exposes SQL Server and Snowflake schema metadata to AI coding agents, enabling schema search, join path discovery, and stored procedure metadata… | No signals yet | No one-command install · Source | |
| 684 | Unranked | formastymcp · observability | Enables AI agents to build and operate production-ready forms, quizzes, surveys, and workflows, including creation, publishing, submission management… | No signals yet | No one-command install · Source | |
| 685 | Unranked | gsc-mcp-connector-2mcp · ai-agents | Self-hosted Google Search Console MCP server deployable to Cloudflare Workers in 15 minutes. Enables querying GSC data (sites, search analytics, URL… | No signals yet | No one-command install · Source | |
| 686 | Unranked | tiktok-downloader-mcpmcp · back-end | Enables downloading TikTok videos and photos without watermarks, extracting metadata and analytics, and performing bulk downloads of user profiles via… | No signals yet | No one-command install · Source | |
| 687 | Unranked | google-analytics-mcp-for-coolifymcp · auth | Provides a secure FastMCP gateway to Google Analytics Admin and Data APIs, deployable on Coolify with OAuth protection and encrypted storage. | No signals yet | No one-command install · Source | |
| 688 | Unranked | good-wookmcp · back-end | A conversational MCP server that provides natural-language access to Phish's show history, setlists, and song statistics via live Phish.net data. | No signals yet | No one-command install · Source | |
| 689 | Unranked | bigquery-rag-mcp-servermcp · search | A private MCP server that converts natural-language questions into embeddings and performs semantic retrieval over document chunks stored in BigQuery… | No signals yet | No one-command install · Source | |
| 690 | Unranked | matomo-mcpmcp · back-end | Matomo MCP Server to Work fast with Analytics | No signals yet | No one-command install · Source | |
| 691 | Unranked | ha-analytics-mcpmcp · back-end | Read-only MCP server for Home Assistant that computes statistical summaries, trends, and session detection from recorded sensor history, returning… | No signals yet | No one-command install · Source | |
| 692 | Unranked | storywriting-mcpmcp · back-end | An MCP server providing 67 tools for AI-assisted storywriting, world-building, character development, screenplay generation in industry formats… | No signals yet | No one-command install · Source | |
| 693 | Unranked | tableau-embedmcp · ai-agents | Embeds live, interactive Tableau dashboards in ChatGPT, pushing mark selections to the model so questions about specific data points are answered with… | No signals yet | No one-command install · Source | |
| 694 | Unranked | ezbookkeeping-mcp-servermcp · back-end | MCP server for the ezBookkeeping HTTP API, enabling read and write access to transactions, accounts, categories, tags, templates, analytics, and… | No signals yet | No one-command install · Source | |
| 695 | Unranked | g2-product-analytics-mcpmcp · observability | Provides a governed analytics layer over synthetic product data, exposing MCP tools for investigating product metrics, slicing by dimensions, and… | No signals yet | No one-command install · Source | |
| 696 | Unranked | apexvol-mcp-servermcp · observability | Provides natural language access to ApexVol's options analytics platform, enabling queries on options chains, volatility metrics, Greeks, flow… | No signals yet | No one-command install · Source | |
| 697 | Unranked | agentic-compute-mcpmcp · ai-agents | A high-performance MCP server that connects AI agents to premium computational tools for genetic algorithm optimization and data visualization, with… | No signals yet | No one-command install · Source | |
| 698 | Unranked | netsuite-suiteanalytics-odbc-mcpmcp · back-end | A local, read-only MCP server for querying NetSuite SuiteAnalytics Connect through a user's locally installed ODBC driver, exposing bounded tools for… | No signals yet | No one-command install · Source | |
| 699 | Unranked | trade-analytics-mcpmcp · observability | Enables AI to analyze trade quality by fetching real price action around fills, generating annotated candlestick charts, and computing metrics like… | No signals yet | No one-command install · Source | |
| 700 | Unranked | vm-lab-agentmcp · ai-agents | An MCP server for managing home lab VMs and PNETLab topologies, enabling AI agents to power VMs, handle snapshots, and verify device configurations… | No signals yet | 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.