Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 5501 | Unranked | ugc-brief-mcpmcp · other | Helps UGC creators interpret brand briefs, generate shot lists and deliverables, and identify red flags before production. | No signals yet | No one-command install · Source | |
| 5502 | Unranked | ziplife-navimcp · other | AI assistant for Korean youth and newlyweds navigating rental housing, moving, and government support programs. | No signals yet | No one-command install · Source | |
| 5503 | Unranked | pointcloud-mcpmcp · other | Enables querying 3D point cloud files (PLY/PCD) using natural language. Provides tools for point cloud description, plane detection, and ICP… | No signals yet | No one-command install · Source | |
| 5504 | Unranked | career-mcpmcp · other | Enables recruiters to query a person's career, projects, and impact using natural language, acting as a living resume. | No signals yet | No one-command install · Source | |
| 5505 | Unranked | linkitmcp · other | Structures communication profiles for people with hearing difficulties and provides situational guides, assistive tools, and testimonies to enable… | No signals yet | No one-command install · Source | |
| 5506 | Unranked | batonmcp · other | Connect any AI session to any other across models, machines, and people with one code. Enables relay, handoff, and verification of session contexts. | No signals yet | No one-command install · Source | |
| 5507 | Unranked | lead-enrichment-mcpmcp · other | Enriches B2B company profiles with structured data including firmographic, technographic, and intent signals. | No signals yet | No one-command install · Source | |
| 5508 | Unranked | fridge-mcpmcp · other | Enables users to manage their fridge inventory by listing, adding, removing, checking items, and identifying expiring items, as well as getting dinner… | No signals yet | No one-command install · Source | |
| 5509 | Unranked | packzoomcp · other | Compare parcel and letter delivery prices across 60+ carriers in 27 European countries. | No signals yet | No one-command install · Source | |
| 5510 | Unranked | travel-city-planner-mcpmcp · other | Converts natural language travel requests into customizable multi-city itineraries, with tools for planning, editing, and exporting trips across 69… | No signals yet | No one-command install · Source | |
| 5511 | Unranked | moneyfitmcp · other | Analyzes government support program announcements and business profiles to determine eligibility, identify missing information, detect risks, and… | No signals yet | No one-command install · Source | |
| 5512 | Unranked | arcadia-mcp-2mcp · other | Connects to 7,000+ utilities to surface bill data, interval meter readings, and carbon calculations via the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 5513 | Unranked | arcadia-mcpmcp · other | Connects to 7,000+ utilities to surface bill data, interval meter readings, and carbon calculations via the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 5514 | Unranked | costkits-mcpmcp · other | Provides live US healthcare cost data including procedure cost estimates, provider pricing, insurance coverage rules, and medical bill analysis using… | No signals yet | No one-command install · Source | |
| 5515 | Unranked | vmware-mcpmcp · other | Enables managing VMware Workstation Pro VMs via MCP tools, including power operations, snapshots, guest processes, and network configuration through… | No signals yet | No one-command install · Source | |
| 5516 | Unranked | loadingmcp-mcpmcp · other | Plan optimal container & truck loads: 3D layouts, right-size the container mix, and check utilization, centre of gravity, crush protection and… | No signals yet | No one-command install · Source | |
| 5517 | Unranked | mcp-dev-to-linkedin-integrationmcp · other | Automates posting articles to Dev.to and sharing posts on LinkedIn via command-line, cron jobs, or Copilot sessions. | No signals yet | No one-command install · Source | |
| 5518 | Unranked | shift-makermcp · other | Generates legally-compliant weekly shift schedules for Korean workplaces through conversation, using OR-Tools CP-SAT to enforce labor laws such as the… | No signals yet | No one-command install · Source | |
| 5519 | Unranked | astromock-mcpmcp · other | Exposes Vedic astrology tools for birth chart, dasha, transit calculations, and question context analysis. | No signals yet | No one-command install · Source | |
| 5520 | Unranked | parking-recommendationmcp · other | Provides destination-based public parking lot recommendations in Seoul. It converts destinations to coordinates, finds nearby public parking lots, and… | No signals yet | No one-command install · Source | |
| 5521 | Unranked | aribot-mcpmcp · other | Enables security work such as threat modeling, scanning, compliance checks, and remediation through AI assistants using the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 5522 | Unranked | statetakehome-mcpmcp · other | Enables AI assistants to compute US take-home pay, self-employment taxes, and capital gains taxes for the 2026 tax year using the engine from… | No signals yet | No one-command install · Source | |
| 5523 | Unranked | omv-mcpmcp · other | Exposes tools to manage and inspect an OpenMediaVault NAS, running on the NAS and communicating over SSH with any MCP-capable coding harness. | No signals yet | No one-command install · Source | |
| 5524 | Unranked | ai-video-mcpmcp · other | Turns text scripts into complete videos with stock footage, AI narration, and subtitles via MCP tools for AI assistants. | No signals yet | No one-command install · Source | |
| 5525 | Unranked | ypotheto-compchem-mcpmcp · other | Enables natural language interaction with computational chemistry tools including molecule building, electronic structure calculations, geometry… | No signals yet | No one-command install · Source | |
| 5526 | Unranked | stockermcp · other | Enables NSE stock market research with screening, quotes, peer comparison, watchlists, alerts, and strategies using natural language. | No signals yet | No one-command install · Source | |
| 5527 | Unranked | omnicommandermcpmcp · other | Enables full local computer control from MCP clients, including terminal commands, file system operations, application management, screen capture, and… | No signals yet | No one-command install · Source | |
| 5528 | Unranked | rosgraph-mcpmcp · other | Provides ROS2 workspace graph knowledge including package dependencies, message/service/action definitions, and topic pub/sub relationships through… | No signals yet | No one-command install · Source | |
| 5529 | Unranked | a0nexus-bitcoin-mcpmcp · other | Provides live Bitcoin network data (fees, mempool, hashrate) and AI-powered price/fee forecasts via MCP tools, with free access to basic data and… | No signals yet | No one-command install · Source | |
| 5530 | 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 | |
| 5531 | Unranked | ax-mcpmcp · other | Enables HTTP requests and web data extraction via natural language, acting as an AI-era curl. | No signals yet | No one-command install · Source | |
| 5532 | Unranked | bh-pdfdoc-readermcp · other | Enables AI-powered IDEs to read PDF and DOCX files directly, supporting structured output in Markdown, JSON, or plain text. | No signals yet | No one-command install · Source | |
| 5533 | Unranked | product-pilot-mcpmcp · other | Provides secure PDF template analysis and layout extraction for AI assistants, enabling generation of styled HTML with automatic image generation. | No signals yet | No one-command install · Source | |
| 5534 | Unranked | pregnancy-official-source-navigatormcp · other | Enables users to access curated official Korean pregnancy and childbirth sources and find hospitals using HIRA directory facts. | No signals yet | No one-command install · Source | |
| 5535 | Unranked | customer-info-validatormcp · other | Validates customer information completeness by checking caller-provided data against required fields, returning present and missing fields. | No signals yet | No one-command install · Source | |
| 5536 | Unranked | wordpress-seo-mcpmcp · other | Connects AI assistants to WordPress sites, enabling automated SEO analysis and fixes for meta tags, schema, content, images, and technical SEO via MCP… | No signals yet | No one-command install · Source | |
| 5537 | Unranked | antigravity-mcp-2mcp · other | Bridges Google Antigravity CLI with MCP clients, enabling 13 specialized tools for AI-assisted coding, automation, and security audits. | No signals yet | No one-command install · Source | |
| 5538 | Unranked | presentationmcpservermcp · other | Autonomously generates university-level educational presentations as interactive Reveal.js decks with time-synced presenter scripts from source… | No signals yet | No one-command install · Source | |
| 5539 | Unranked | insurance-mcp-demomcp · other | Provides an AI-powered insurance assistant with tools for customer, policy, claim, premium, fraud detection, and policy renewal operations. | No signals yet | No one-command install · Source | |
| 5540 | Unranked | subscribe-mcpmcp · other | Exposes subscription insights to AI clients, including platform statistics and subscription plan information. | No signals yet | No one-command install · Source | |
| 5541 | Unranked | runninghub-image-gen-mcp-pluginmcp · other | Enables text-to-image generation via RunningHub's seedream-v5-lite model, with support for submitting tasks and polling for results. | No signals yet | No one-command install · Source | |
| 5542 | Unranked | novel-mcpmcp · other | Enables AI tools to collaboratively write novels by managing chapters, characters, and story state through commands like validate, context, draft… | No signals yet | No one-command install · Source | |
| 5543 | Unranked | mcp-local-translatemcp · other | Provides offline translation across 200+ languages using a local NLLB-200 model, with no data leaving your machine. | No signals yet | No one-command install · Source | |
| 5544 | Unranked | godot-project-doctormcp · other | Analyzes Godot GDScript files for code quality and provides refactoring plans. Includes tools for script analysis, refactoring planning, and service… | No signals yet | No one-command install · Source | |
| 5545 | Unranked | sar-train-mcpmcp · other | Provides access to Saudi passenger rail schedules and fares, including Haramain High-Speed Railway and intercity East/North lines, enabling natural… | No signals yet | No one-command install · Source | |
| 5546 | Unranked | media-gen-mcp-2mcp · other | Enables AI image and video generation using Google Nano Banana and Veo 3.1 via a LiteLLM gateway, providing tools for synchronous image generation and… | No signals yet | No one-command install · Source | |
| 5547 | Unranked | vaporcheckmcp · other | Blocks AI coding assistants from installing non-existent packages and accessing non-existent files. | No signals yet | No one-command install · Source | |
| 5548 | Unranked | zeroforgemcp · other | Enables adaptive binary 0day research with persistent knowledge graph and adaptive planning, automating vulnerability analysis and exploit development… | No signals yet | No one-command install · Source | |
| 5549 | Unranked | trustpipemcp · other | Grounds AI answers about a business in real, verified data sourced live when needed or cached for reliability, preventing hallucinations. | No signals yet | No one-command install · Source | |
| 5550 | Unranked | denaria-action-handoff-mcpmcp · other | Prepares unsigned App/PWA handoffs for creating positions in Denaria markets, returning QR codes for user review and signing in the Denaria app… | No signals yet | No one-command install · Source | |
| 5551 | Unranked | support-ticket-validatormcp · other | Validates support ticket data by checking required fields and returning a structured completeness status. | No signals yet | No one-command install · Source | |
| 5552 | Unranked | apple-forme-mcpmcp · other | Exposes tools for weekly fitness summaries and acute:chronic workload ratio from Apple Watch data via Health Auto Export, plus a web dashboard for… | No signals yet | No one-command install · Source | |
| 5553 | Unranked | digital-twinmcp · other | Enables natural language control of a digital twin simulation pipeline for phone drop tests, converting LS-DYNA .k meshes to solid .k files with hand… | No signals yet | No one-command install · Source | |
| 5554 | Unranked | security-research-mcpmcp · other | Aggregates and summarizes security research from IEEE, NIST, CISA, and blogs with a live-streaming web UI. | No signals yet | No one-command install · Source | |
| 5555 | 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 | |
| 5556 | Unranked | windlassmcp · other | Enables running and managing automated tasks with retry loops and machine-checkable success criteria via MCP tools. | No signals yet | No one-command install · Source | |
| 5557 | Unranked | legal-impact-mappermcp · other | Enables analysis of legal document changes by constructing a dependency graph and simulating impact propagation, with risk level assessment. | No signals yet | No one-command install · Source | |
| 5558 | Unranked | auto-manager-mcpmcp · other | Enables natural language analysis of mechanical test data files (CSV, TDMS, MDF) by providing tools for channel statistics, spectrum analysis… | No signals yet | No one-command install · Source | |
| 5559 | Unranked | rubyhash-mcpmcp · other | Enables comparing Ruby hash literals and converting Ruby hashes to JSON with deterministic diff reports, running locally for privacy. | No signals yet | No one-command install · Source | |
| 5560 | Unranked | bendtherules-ask262mcp · other | ECMAScript specification reference for understanding JavaScript internals and runtime behavior. | No signals yet | No one-command install · Source | |
| 5561 | Unranked | telop-codexmcp · other | Enables AI to transcribe Japanese talk videos, edit subtitles with filler removal and timing correction, and export SRT files using local Whisper… | No signals yet | No one-command install · Source | |
| 5562 | Unranked | us-all-dbtmcp · other | dbt integration for parsing manifests, run results, sources, and catalog data. | No signals yet | No one-command install · Source | |
| 5563 | Unranked | media-stack-mcpmcp · other | Enables control and management of a self-hosted media stack (Radarr, Sonarr, Prowlarr, SABnzbd, qBittorrent) through natural language via MCP. | No signals yet | No one-command install · Source | |
| 5564 | Unranked | pitchghostmcp · other | AI-powered social media lead discovery and engagement across Twitter, LinkedIn, Reddit, and Facebook. | No signals yet | No one-command install · Source | |
| 5565 | Unranked | acg-mapper-mcpmcp · other | Exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as native tools and resources for any MCP client, enabling foldkit-based state folding… | No signals yet | No one-command install · Source | |
| 5566 | Unranked | barberhq-mcpmcp · other | Exposes foldkit's 7-prime spine, 7 κ-bands, and 6 fold operations as MCP tools and resources, enabling folding, unfolding, and band classification in… | No signals yet | No one-command install · Source | |
| 5567 | Unranked | exitengine-mcpmcp · other | Exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as native tools and resources for any MCP client. | No signals yet | No one-command install · Source | |
| 5568 | Unranked | foldkitmcp · other | Exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as native tools and resources in any MCP client for folding state analysis. | No signals yet | No one-command install · Source | |
| 5569 | Unranked | fallclaim-mcpmcp · other | Exposes tools for fold operations and κ-band analysis, enabling interaction with the 7-prime spine and fold operations in any MCP client. | No signals yet | No one-command install · Source | |
| 5570 | Unranked | fallnote-mcpmcp · other | Exposes foldkit's 7-prime spine, 7 κ-bands, and 6 fold operations as MCP tools and resources for state folding, κ-band classification, and fold… | No signals yet | No one-command install · Source | |
| 5571 | Unranked | fallcompass-mcpmcp · other | Exposes the 7-prime spine, 7 κ-bands, and 6 fold operations from foldkit as MCP tools and resources for integration with AI assistants. | No signals yet | No one-command install · Source | |
| 5572 | Unranked | foldkit-4mcp · other | Exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as tools and resources for foldkit, enabling state folding, κ-band classification, and… | No signals yet | No one-command install · Source | |
| 5573 | Unranked | fallstore-mcpmcp · other | Exposes foldkit's 7-prime spine, 7 κ-bands, and 6 fold operations as MCP tools and resources, enabling MCP clients to perform folding, classification… | No signals yet | No one-command install · Source | |
| 5574 | Unranked | fallestateonboard-mcpmcp · other | Exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as MCP tools and resources for foldkit, enabling state folding, band classification, and… | No signals yet | No one-command install · Source | |
| 5575 | Unranked | fallestatepractice-mcpmcp · other | Exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as native tools and resources in any MCP client. | No signals yet | No one-command install · Source | |
| 5576 | Unranked | fallfence-mcpmcp · other | Exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as native tools and resources in any MCP client for foldkit interactions. | No signals yet | No one-command install · Source | |
| 5577 | Unranked | fallharmony-mcpmcp · other | Exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as native tools and resources in any MCP client, enabling interaction with the foldkit… | No signals yet | No one-command install · Source | |
| 5578 | Unranked | fallmortgagepractice-mcpmcp · other | Provides MCP tools and resources for the foldkit SDK, enabling interaction with the 7-prime spine, kappa bands, and fold operations in any MCP client. | No signals yet | No one-command install · Source | |
| 5579 | Unranked | fallnet-mcpmcp · other | Exposes a sovereign peer-to-peer mesh (WebRTC + BroadcastChannel) to any MCP client over stdio for peer messaging and connection handling. | No signals yet | No one-command install · Source | |
| 5580 | Unranked | mesh-89-tracker-mcpmcp · other | Exposes the 7-prime spine, 7 kappa-bands, and 6 fold operations as native tools and resources for MCP clients, enabling fold state manipulation and… | No signals yet | No one-command install · Source | |
| 5581 | Unranked | temuoracle-mcpmcp · other | Exposes foldkit's 7-prime spine, 7 κ-bands, and 6 fold operations as MCP tools and resources for use in any MCP client. | No signals yet | No one-command install · Source | |
| 5582 | Unranked | avemguvernmcp · other | Provides read-only access to the current government status of Romania via the get_government_status tool. | No signals yet | No one-command install · Source | |
| 5583 | Unranked | proposal-generator-mcpmcp · other | Generates professional client proposals including timeline, tech stack, price estimate, and milestone breakdown from client requirements. | No signals yet | No one-command install · Source | |
| 5584 | Unranked | larspohlmann-phpstanmcp · other | Integrates PHPStan static analysis with two specialized tools for generating human-readable reports and raw JSON output, enabling automated code… | No signals yet | No one-command install · Source | |
| 5585 | Unranked | weathersafetyos-mcpmcp · other | Provides personalized weather safety alerts and actions based on location, occupation, and age using real-time Korea Meteorological Administration… | No signals yet | No one-command install · Source | |
| 5586 | Unranked | yt-dj-mcpmcp · other | Syncs YouTube Music liked songs, analyzes them for DJ metadata like BPM and key, and enables creating playlists from previews. | No signals yet | No one-command install · Source | |
| 5587 | Unranked | meeting-scribemcp · other | Transcribes meeting recordings with speaker diarization and automatic speaker identification, leveraging project context to generate minutes. Supports… | No signals yet | No one-command install · Source | |
| 5588 | Unranked | cor-mcpmcp · other | Enables AI assistants to manage COR project management platform resources like projects, tasks, hours, clients, teams, and users through natural… | No signals yet | No one-command install · Source | |
| 5589 | Unranked | reddit-mcp-modmcp · other | Enables Reddit moderation through tool-based access: reading, posting, mod queue management, user management, and report handling. | No signals yet | No one-command install · Source | |
| 5590 | Unranked | topicforgemcp · other | SEO articles that sound like your brand — not generic AI output. TopicForge runs a four-stage pipeline — outline, draft, voice, and CTA — to turn… | No signals yet | No one-command install · Source | |
| 5591 | Unranked | mobile-mcp-command-bridgemcp · other | A controlled local program execution bridge for mobile MCP clients, exposing structured tools for running programs, file operations, and network… | No signals yet | No one-command install · Source | |
| 5592 | Unranked | blastradiusmcp · other | Analyzes npm dependency upgrades to reveal which files and functions in your codebase break, with confidence tiers and transitive call chain tracing. | No signals yet | No one-command install · Source | |
| 5593 | Unranked | codex-notify-mcpmcp · other | Codex任务完成后发送企业微信通知的MCP服务器。提供notify_wecom工具，支持自定义标题、状态、任务摘要等参数。 | No signals yet | No one-command install · Source | |
| 5594 | Unranked | aigist-mcpmcp · other | Publish and manage shareable HTML/Markdown pages with access control and comments via MCP clients. | No signals yet | No one-command install · Source | |
| 5595 | Unranked | basethreadmcp · other | Enables AI tools to share a company-structured context graph for consistent project knowledge across the team. | No signals yet | No one-command install · Source | |
| 5596 | Unranked | active-context-mcpmcp · other | Provides VS Code active editor context (open file, cursor position, selection) to MCP-compatible AI tools. | No signals yet | No one-command install · Source | |
| 5597 | Unranked | mcp-google-sheets-2mcp · other | Enables AI assistants to interact with Google Sheets, allowing CRUD operations, sheet management, and data manipulation through natural language. | No signals yet | No one-command install · Source | |
| 5598 | Unranked | ticketaimcp · other | Enables AI assistants to analyze IT support tickets, categorize urgency, suggest responses, and retrieve statistics via MCP tools. | No signals yet | No one-command install · Source | |
| 5599 | Unranked | universal-notebook-mcpmcp · other | Enables AI assistants to read, edit, and execute Jupyter notebook files (.ipynb) with live kernel output, without requiring JupyterLab. | No signals yet | No one-command install · Source | |
| 5600 | Unranked | aionaimcp · other | A shared working-state layer for AI coding tools that keeps a persistent notebook for context, decisions, and task handoffs, enabling coordination… | 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.