Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4901 | 22.527 | sheetrender-mcpmcp · search | Renders PDFs from HTML templates or saved templates and spreadsheet data, with batch job support and document retrieval. | 1 star | No one-command install · Source | |
| 4902 | 22.527 | budget-evaluation-mcpmcp · back-end | MCP server that evaluates engineering budget Excel workbooks against PER budgets, QS estimates, and historical unit rates, producing structured… | 1 star | No one-command install · Source | |
| 4903 | 22.527 | repopilot-mcpmcp · github-vcs | A production-style Python MCP server bootstrap with a health tool and mocked GitHub API client, though it does not yet implement actual GitHub… | 1 star | No one-command install · Source | |
| 4904 | 22.527 | dart-lsp-mcpmcp · back-end | A Model Context Protocol (MCP) server that provides Dart language analysis capabilities to Claude Code, enabling real-time diagnostics, code… | 1 star | No one-command install · Source | |
| 4905 | 22.527 | scorezilla-mcpmcp · back-end | Official MCP server for Scorezilla (leaderboards for games). Your AI coding assistant can bootstrap a leaderboard, inspect games and boards, read… | 1 star | No one-command install · Source | |
| 4906 | 22.527 | tableragmcp · search | Turns Excel/CSV folders into a traceable, read-only AI knowledge layer; provides deterministic data queries, schema discovery, and evidence-backed… | 1 star | No one-command install · Source | |
| 4907 | 22.527 | url-safety-validator-mcpmcp · ai-agents | Enables AI agents to check URL safety before fetching content, using Google Web Risk, URLhaus, PhishTank, and AI analysis to return… | 1 star | No one-command install · Source | |
| 4908 | 22.527 | verificate-mcpmcp · front-end | Verificate combines 17 applications each designed to address a separate issue with AI Coding supported with a Frontier AI Model. This allows you to… | 1 star | No one-command install · Source | |
| 4909 | 22.527 | local-os-brainmcp · database | Enables safe local system command execution, file operations, hardware diagnostics, and persistent cross-session memory storage via SQLite. | 1 star | No one-command install · Source | |
| 4910 | 22.527 | qector-claude-pluginmcp · ai-agents | QECTOR Quantum Error Correction: High-performance, mathematically verified local QEC engineering environment for Claude Code and Claude Desktop. | 1 star | No one-command install · Source | |
| 4911 | 22.527 | blopmcp · browser | MCP-native release confidence control plane that turns browser execution into auditable go/no-go decisions by combining business-critical journey… | 1 star | No one-command install · Source | |
| 4912 | 22.527 | grok-searchmcp · search | Provides AI-driven web search, page fetching, and site mapping with real xAI citations, enabling LLM clients to access up-to-date external… | 1 star | No one-command install · Source | |
| 4913 | 22.527 | ccrecallmcp · search | Enables Claude Code to query and store memories from past conversations using FTS5 search and topic-based retrieval, with no API costs. | 1 star | No one-command install · Source | |
| 4914 | 22.527 | mbank-parser-mcpmcp · other | Enables parsing and filtering of mBank CSV operation exports locally. Supports data aggregation and querying through natural language, running… | 1 star | No one-command install · Source | |
| 4915 | 22.527 | astrolabe-mcpmcp · search | Provides unified search and navigation across multiple project documentations via the Model Context Protocol (MCP). Any MCP-compatible agent can… | 1 star | No one-command install · Source | |
| 4916 | 22.527 | bg-tasks-mcpmcp · back-end | MCP server that enables AI agents to start, monitor, and stop background processes like dev servers, builds, and tests, with a web dashboard. | 1 star | No one-command install · Source | |
| 4917 | 22.527 | yoru-studio-mcpmcp · ai-agents | MCP server for Yoru Studio that lets AI agents read projects, schedules, and inbox, and safely append inspiration, storyboard shots, and execution… | 1 star | No one-command install · Source | |
| 4918 | 22.527 | dev-diary-mcpmcp · search | Turns a folder of Markdown files into a searchable work journal that any LLM can read and write. | 1 star | No one-command install · Source | |
| 4919 | 22.527 | open-compute-mcpmcp · other | Model-agnostic computer-use tools over MCP, enabling screen capture and automated actions (click, type, scroll) via natural language tool calls. | 1 star | No one-command install · Source | |
| 4920 | 22.527 | mcp-vroidmcp · front-end | Enables MCP clients to drive VRoid Studio's GUI by launching the app, capturing screenshots, locating UI elements via OCR/color, and simulating… | 1 star | No one-command install · Source | |
| 4921 | 22.527 | disruption-intelligence-mcpmcp · payments | Disruption Intelligence MCP gives AI agents access to commercial disruption signals through a public MCP server backed by the hosted Forgemesh API. It… | 1 star | No one-command install · Source | |
| 4922 | 22.527 | hachimanmcp · auth | Enables AI agents and MCP servers to operate under autonomous security enforcement, including pre-deployment scanning, per-call authorization, runtime… | 1 star | No one-command install · Source | |
| 4923 | 22.527 | anilist-mcp-servermcp · auth | Enables searching and browsing anime/manga, characters, staff, and more on AniList without credentials, and with a one-time login allows managing… | 1 star | No one-command install · Source | |
| 4924 | 22.527 | hcom-mcpmcp · back-end | A control-plane MCP server for launching and supervising hcom-managed agents, running as a single persistent HTTP server to coordinate multiple… | 1 star | No one-command install · Source | |
| 4925 | 22.527 | verychic-mcpmcp · search | Search VeryChic hotel deals from any MCP client; browse flash-sale offers, filter by destination or price, and read availability and prices by date… | 1 star | No one-command install · Source | |
| 4926 | 22.527 | ths-stock-trading-mcpmcp · ai-agents | Enables AI agents to automate simulated stock trading on the Tonghuashun trading system, including checking account balances and positions, viewing… | 1 star | No one-command install · Source | |
| 4927 | 22.527 | parliamentary-nlp-mcpmcp · back-end | MCP server that audits Brazilian parliamentary speeches for hate speech and offensive language using a fine-tuned BERTimbau classifier, returning… | 1 star | No one-command install · Source | |
| 4928 | 22.527 | infobel-api-mcpmcp · back-end | MCP server for the Infobel GetData API, enabling AI agents to search businesses, retrieve records, and browse categories and locations. | 1 star | No one-command install · Source | |
| 4929 | 22.527 | powerbi-mcp-localmcp · back-end | Local-first MCP server for Power BI Desktop automation. Automate semantic model changes, DAX, Power Query, Excel, and report layout from MCP-capable… | 1 star | No one-command install · Source | |
| 4930 | 22.527 | br-eli-mcpmcp · search | MCP server for the Brazilian Chamber of Deputies open-data API, enabling search and retrieval of federal legislative bills and their status. | 1 star | No one-command install · Source | |
| 4931 | 22.527 | fr-eli-mcpmcp · search | MCP server for querying French legislation and case law via the Legifrance API, enabling search and retrieval of laws, codes, and court decisions with… | 1 star | No one-command install · Source | |
| 4932 | 22.527 | lu-eli-mcpmcp · other | Enables querying Luxembourg legislation metadata and full Akoma Ntoso text via ELI identifiers from Legilux open data. | 1 star | No one-command install · Source | |
| 4933 | 22.527 | prawo-pl-mcpmcp · search | Unified MCP server for Polish legal data, enabling search and retrieval across case law, legislation, company register, tax rulings, public… | 1 star | No one-command install · Source | |
| 4934 | 22.527 | us-eli-mcpmcp · back-end | MCP server for the Congress.gov API that tracks US federal legislative process, providing tools to search bills and get bill details. | 1 star | No one-command install · Source | |
| 4935 | 22.527 | churn-mcp-servermcp · back-end | Enables MCP-aware clients to call the churn-prediction API's predict_churn and check_model_health tools directly, proxying to the existing churn-api… | 1 star | No one-command install · Source | |
| 4936 | 22.527 | anytype-mcp-servermcp · devops | Enables AI assistants to interact with Anytype knowledge base via natural language, with Docker-based HTTP transport for always-on background… | 1 star | No one-command install · Source | |
| 4937 | 22.527 | realevents-mcpmcp · other | Enables creating and managing events on RealEvents, including listing public events, registering attendees, and updating event details, all from… | 1 star | No one-command install · Source | |
| 4938 | 22.527 | llm-sidecarmcp · search | MCP server for grounded, cited AI: answers questions from live web sources, verifies claims, fact-checks documents, searches and reads URLs… | 1 star | No one-command install · Source | |
| 4939 | 22.527 | qa-mcp-learning-labmcp · browser | Showcases principal-level QA architecture using MCP tools and Playwright for validating security, business workflows, contract safety, and cross-layer… | 1 star | No one-command install · Source | |
| 4940 | 22.527 | weavatrix-onlinemcp · other | Provides an online MCP overlay for Weavatrix Cloud and Enterprise, enabling sync, advisory refresh, and architecture contract pull with explicit… | 1 star | No one-command install · Source | |
| 4941 | 22.527 | perplexity-deep-mcpmcp · search | An MCP server that makes Perplexity's Sonar Deep Research usable from MCP clients that enforce a request timeout by using Perplexity's async API. | 1 star | No one-command install · Source | |
| 4942 | 22.527 | mcp-fetch-workermcp · auth | Enables AI bots and agents to call self-hosted APIs behind Cloudflare Access through a single HTTP fetch tool, using human-approved OAuth tokens… | 1 star | No one-command install · Source | |
| 4943 | 22.527 | buyapimcp · devops | Unbiased vendor intelligence MCP server that helps AI agents and developers make informed infrastructure decisions by providing current, structured… | 1 star | No one-command install · Source | |
| 4944 | 22.527 | xiaojiou176-open-movi-organizermcp · browser | Review-first local file organizer for photos, screenshots, documents, and audio with AI-assisted drafting. | 1 star | No one-command install · Source | |
| 4945 | 22.527 | filemanmcp · ai-agents | Enables agents to organize messy folders into structured libraries by scanning, planning, and applying reorganization via a manifest-first… | 1 star | No one-command install · Source | |
| 4946 | 22.527 | gh-review-queue-mcpmcp · github-vcs | MCP server that ranks and deduplicates your GitHub pull request review queue across direct requests, team requests, and your own waiting PRs into a… | 1 star | No one-command install · Source | |
| 4947 | 22.527 | mcp-adsmcp · search | Enables running marketing platforms like Google Ads, Meta Ads, GA4, Search Console, Tag Manager, and WordPress from any MCP client to read… | 1 star | No one-command install · Source | |
| 4948 | 22.527 | ellmos-servercommander-mcpmcp · back-end | Alpha MCP server for server operations enabling deployment dry-runs, mail readiness diagnostics, access-log analysis, and HTTP health checks. | 1 star | No one-command install · Source | |
| 4949 | 22.527 | agent-sleepmcp · ai-agents | Enables AI agents to persist and recall episodic memories across sessions, consolidating experiences into reusable rules and lessons to reduce… | 1 star | No one-command install · Source | |
| 4950 | 22.527 | discord-community-mcpmcp · comms | Enables AI agents to search and recall Discord conversations, analyze community activity, participation, and growth, and optionally send messages when… | 1 star | No one-command install · Source | |
| 4951 | 22.527 | forgesworn-braymcp · auth | Trust-aware Nostr MCP server for AI agents with tools for social interactions, direct messages, payments, and cryptographic identity. | 1 star | No one-command install · Source | |
| 4952 | 22.527 | vibekit-mcpmcp · ai-agents | MCP server for VibeKit — build, deploy, and manage hosted apps and chat with each app's persistent server-side AI agent from Claude Desktop, Cursor… | 1 star | No one-command install · Source | |
| 4953 | 22.527 | system-explorer-mcpmcp · devops | Read-only MCP server for observing Linux hosts (systemd, ZFS, Docker, VMs, network, hardware, NixOS) as a graph of objects with provenance. Provides… | 1 star | No one-command install · Source | |
| 4954 | 22.527 | fhir-patient-consent-mcp-servermcp · back-end | Enables natural-language queries about a patient, their insulin pump or other devices, and consent to share their data, with answers retrieved in real… | 1 star | No one-command install · Source | |
| 4955 | 22.527 | nevent-mcpmcp · observability | Enables natural language interaction with Nevent's live-event marketing platform, including campaigns, analytics, paid ads, segments, and short URLs… | 1 star | No one-command install · Source | |
| 4956 | 22.527 | mcp-proofmcp · back-end | Audits any MCP server (stdio or Streamable HTTP, legacy or modern era) with wire-level conformance, security, and behavior-regression checks… | 1 star | No one-command install · Source | |
| 4957 | 22.527 | usemycontextmcp · other | The personal context layer for AI - one user owned profile plus files, read by any MCP client so you never re-introduce yourself. | 1 star | No one-command install · Source | |
| 4958 | 22.527 | gsheets-mcpmcp · auth | A local MCP server that lets Claude read and write Google Sheets through the Google Sheets API v4, using OAuth2 authentication with your own Google… | 1 star | No one-command install · Source | |
| 4959 | 22.527 | codex-upwork-mcp-bridgemcp · ai-agents | Enables Upwork's MCP server to work with OpenAI Codex and ChatGPT by normalizing protocol incompatibilities, allowing their tools to be listed and… | 1 star | No one-command install · Source | |
| 4960 | 22.527 | blender-studio-pro-mcpmcp · front-end | This MCP server enables complete control of Blender from any MCP client, offering 221 dedicated tools and a universal bridge for 1,500–2,500+ bpy.ops… | 1 star | No one-command install · Source | |
| 4961 | 22.527 | rnv-color-mcpmcp · ai-agents | Exposes RNV color workflow tools for color mixing, conversion, harmony generation, text transformation, and palette management, allowing LLMs to… | 1 star | No one-command install · Source | |
| 4962 | 22.527 | mcp-on-my-sampmcp · back-end | Enables AI agents to start, control, and verify local open.mp/SA-MP game servers via MCP stdio, using a headless RakClient to send allowed slash… | 1 star | No one-command install · Source | |
| 4963 | 22.527 | snapbackmcp · back-end | Analyzes code changes for security vulnerabilities, dangerous APIs, dependency issues, and configuration problems using multiple analysis plugins with… | 1 star | No one-command install · Source | |
| 4964 | 22.527 | llama-memorymcp · back-end | Provides persistent history and semantic memory for llama-server, enabling cross-session recall and memory management through MCP tools. | 1 star | No one-command install · Source | |
| 4965 | 22.527 | pathrulemcp · ai-agents | Path-scoped team memories, rules and skills for AI coding agents. | 1 star | No one-command install · Source | |
| 4966 | 22.527 | traceorb-mcpmcp · observability | Enables MCP clients to query an organization's Traceorb telemetry data through the same GETs the panel uses, using a read key for authentication. | 1 star | No one-command install · Source | |
| 4967 | 22.527 | biz-guardmcp · back-end | MCP server that enforces critical business invariants on AI-generated code changes, providing deterministic, evidence-backed ALLOW/BLOCK decisions… | 1 star | No one-command install · Source | |
| 4968 | 22.527 | xiaojiou176-provenotemcp · search | First-party MCP server for drafts, research threads, auditable runs, and knowledge search. | 1 star | No one-command install · Source | |
| 4969 | 22.527 | cyanheads-noaa-marine-mcp-servermcp · back-end | Find NOAA tide stations and NDBC buoys, fetch tide predictions, water levels, tidal currents, and live buoy conditions via MCP. | 1 star | No one-command install · Source | |
| 4970 | 22.527 | cyanheads-reference-datamcp · other | Look up countries, timezones, elements, constants, HTTP status codes, units, and MIME types. | 1 star | No one-command install · Source | |
| 4971 | 22.527 | cyanheads-noaa-spaceweather-mcp-servermcp · search | Query NOAA SWPC space weather data including geomagnetic storm scales, Kp index, aurora forecasts, solar wind, solar activity, and alerts via MCP… | 1 star | No one-command install · Source | |
| 4972 | 22.527 | warrant-mcpmcp · ai-agents | An MCP server that enforces plain-English rules on AI agent tool calls, deterministically blocking forbidden actions before execution via a Claude… | 1 star | No one-command install · Source | |
| 4973 | 22.527 | fifymcp · other | Enables transforming grounded AI answers into interactive information views such as comparisons, plans, checklists, timelines, and decision views… | 1 star | No one-command install · Source | |
| 4974 | 22.527 | softautomcp · front-end | Enables AI agents to perform deterministic Windows desktop and browser automation through MCP, using pre-validated UI Automation and DOM locators for… | 1 star | No one-command install · Source | |
| 4975 | 22.527 | qnexus-mcpmcp · ai-agents | An MCP server for Quantinuum Nexus that lets AI agents inspect projects and, when enabled, run quantum circuits on the free H2-1LE emulator. It is… | 1 star | No one-command install · Source | |
| 4976 | 22.527 | codememorymcp · ai-agents | Enables AI agents to locally search, query, and understand codebases with token-efficient context, dependency graphs, history, architecture diagrams… | 1 star | No one-command install · Source | |
| 4977 | 22.527 | trustflow-companyxmcp · database | Enables natural language queries to be converted into policy-verified SQL, vector search, and knowledge graph plans, with evidence-backed answers and… | 1 star | No one-command install · Source | |
| 4978 | 22.527 | bongocat-mcpmcp · front-end | Unifies multiple BongoCat desktop pets into MCP tools, enabling LLM clients to control cat animations, typing, expressions, and chat bubbles via a… | 1 star | No one-command install · Source | |
| 4979 | 22.527 | getfacade-mcpmcp · front-end | Enables an AI agent to create a building from a photo, generate a facade design, and order a line-by-line cost estimate and documentation album, using… | 1 star | No one-command install · Source | |
| 4980 | 22.527 | chatmuxmcp · database | Local-first MCP server that puts your own LINE and Telegram chats behind one data layer — a daemon on your machine logs in with your own account… | 1 star | No one-command install · Source | |
| 4981 | 22.527 | dcc-mcp-renderdocmcp · ai-agents | Enables automated graphics capture and replay with RenderDoc, allowing agents to launch executables, inspect captures, and export thumbnails or… | 1 star | No one-command install · Source | |
| 4982 | 22.527 | wsdot-mcp-servermcp · back-end | Query WA highway conditions, ferry schedules, vessel locations, toll rates, border waits, and alerts via MCP. | 1 star | No one-command install · Source | |
| 4983 | 22.527 | cyanheads-nws-weathermcp · back-end | Real-time US weather data via the National Weather Service API — forecasts, alerts, and observations. | 1 star | No one-command install · Source | |
| 4984 | 22.527 | cyanheads-openchargemap-mcp-servermcp · back-end | Find EV charging stations by location and connector, get full station detail, resolve reference IDs, and read community reliability check-ins via MCP. | 1 star | No one-command install · Source | |
| 4985 | 22.527 | cyanheads-reliefwebmcp · search | Search humanitarian reports, disasters, jobs, training, and country profiles from ReliefWeb. | 1 star | No one-command install · Source | |
| 4986 | 22.527 | kanban-zone-mcp-servermcp · back-end | Enables AI assistants to manage Kanban Zone workspaces via 23 tools for boards, cards, comments, checklists, and tasks. | 1 star | No one-command install · Source | |
| 4987 | 22.527 | ellmos-homebase-mcpmcp · ai-agents | Enables local-first LLM orchestration with persistent memory, knowledge management, routing, swarm patterns, API probing, tests, automation planning… | 1 star | No one-command install · Source | |
| 4988 | 22.527 | sudnokontrol-mcpmcp · back-end | Enables searching Ukrainian national vessel registries by registration number, name, or owner, retrieving full vessel records, and querying registry… | 1 star | No one-command install · Source | |
| 4989 | 22.527 | brainhub-mcpmcp · search | Reads top-level sessions from Claude Code, Codex CLI, and Grok Build, filters and anonymizes them, then writes snapshots to Google Drive for mixed… | 1 star | No one-command install · Source | |
| 4990 | 22.527 | gbif-biodiversity-mcp-servermcp · search | Search GBIF species taxonomy, occurrence records, datasets, and publishers via MCP. | 1 star | No one-command install · Source | |
| 4991 | 22.527 | svg-annotate-mcpmcp · browser | Enables annotating SVG paper figures in the browser by picking elements or drawing regions, and feeds those annotations back to Claude via MCP so it… | 1 star | No one-command install · Source | |
| 4992 | 22.527 | usda-mcp-servermcp · database | Enables searching USDA foods, comparing nutrients, and accessing the full FoodData Central database via MCP tools and resources. | 1 star | No one-command install · Source | |
| 4993 | 22.527 | cyanheads-earthquakemcp · search | Search USGS and EMSC seismic data — real-time earthquake feeds, event queries, and counts. | 1 star | No one-command install · Source | |
| 4994 | 22.527 | cyanheads-chembl-mcp-servermcp · back-end | Link compounds to protein targets, rank bioactivity (IC50/Ki/EC50), and look up drug mechanisms and indications over ChEMBL via MCP. | 1 star | No one-command install · Source | |
| 4995 | 22.527 | job-mcpmcp · search | Enables multi-source tech job search and application with CV-based skill extraction, deduplication, and scoring across HireMeTech, Comeet, and… | 1 star | No one-command install · Source | |
| 4996 | 22.527 | shippage-mcpmcp · ai-agents | Enables AI agents to publish HTML or Markdown to a public URL with a single HTTP POST, automatically converting Markdown to a styled webpage, with no… | 1 star | No one-command install · Source | |
| 4997 | 22.527 | mcp-github-tool-evalmcp · github-vcs | Enables users to read and manage GitHub repositories through MCP, with destructive operations gated behind explicit confirmation and dry-run previews. | 1 star | No one-command install · Source | |
| 4998 | 22.527 | faultlinemcp · ai-agents | An MCP-native AI incident response system that empowers agents to investigate production incidents, collect evidence, hypothesize root causes, and… | 1 star | No one-command install · Source | |
| 4999 | 22.527 | cudaq-docs-mcpmcp · database | Provides AI agents with version-pinned NVIDIA CUDA-Q documentation, API reference, and runnable examples via MCP, using offline SQLite full-text… | 1 star | No one-command install · Source | |
| 5000 | 22.527 | dsh-helmmcp · ai-agents | Enables unified access to a multi-node DSH control plane, routing ChatGPT tool calls to appropriate node agents with presence awareness, health… | 1 star | 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.