Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4501 | 22.524 | agent-reviewmcp · ai-agents | A local-first, auditable code review MCP server that freezes Git changes, creates immutable ReviewBundles, provides role-isolated contexts for… | 1 star | No one-command install · Source | |
| 4502 | 22.524 | abacusmcp · back-end | An MCP server for local Excel automation, providing 88 tools for reading, manipulating, and analyzing Excel files. It supports .xlsx, .xls, and .csv… | 1 star | No one-command install · Source | |
| 4503 | 22.524 | mcp-server-mcdevmcp · front-end | Enables AI assistants to search sfmc-devtools wiki offline, explain config concepts, walk component checklists, and list metadata types via mcdev. | 1 star | No one-command install · Source | |
| 4504 | 22.524 | joernberkefeld-mcdevmcp · search | Wiki search, .mcdevrc configuration help, journey checklists, and metadata types for Salesforce Marketing Cloud. | 1 star | No one-command install · Source | |
| 4505 | 22.524 | zotero-ima-mcpmcp · ai-agents | Local MCP server for research workflows that integrates Zotero for source management, MinerU for PDF full-text extraction, and Tencent ima as a… | 1 star | No one-command install · Source | |
| 4506 | 22.524 | classifermcp · back-end | Enables Claude to operate and reconfigure a Discord server through a registry-based system, using 60 REST tools to manage actions, components… | 1 star | No one-command install · Source | |
| 4507 | 22.524 | rs3-wiki-api-mcp-servermcp · back-end | Enables Claude to interact with the RuneScape Wiki through search, page retrieval, extracts, and ASCII image rendering. | 1 star | No one-command install · Source | |
| 4508 | 22.524 | fundgraphmcp · back-end | An MCP server that gives investment teams an entity-resolved knowledge graph of people and organizations, enabling graph-based retrieval like warm… | 1 star | No one-command install · Source | |
| 4509 | 22.524 | linkavista-mcpmcp · back-end | MCP server for Linkavista's Advertiser API, enabling natural language management of backlink purchases: search sites, create orders, check balance… | 1 star | No one-command install · Source | |
| 4510 | 22.524 | qsmcpmcp · ai-agents | MCP server for developing Quickshell widgets that lets AI agents render individual widgets to PNG previews offscreen, without screen capture or… | 1 star | No one-command install · Source | |
| 4511 | 22.524 | secondbrainmcp · ai-agents | A local-first MCP server that provides a shared Markdown-based memory for AI coding agents, enabling cross-agent context persistence via tools like… | 1 star | No one-command install · Source | |
| 4512 | 22.524 | ai-brain-mcpmcp · ai-agents | An MCP server that exposes an Obsidian-style markdown vault as agent-readable memory. It provides tools for search, read, graph, and guarded capture… | 1 star | No one-command install · Source | |
| 4513 | 22.524 | agentsmd-memorymcp · ai-agents | MCP server for managing project memory in AGENTS.md. Allows agents to record and remove durable facts using save/forget tools. | 1 star | No one-command install · Source | |
| 4514 | 22.524 | doc-mind-searchmcp · search | Provides MCP tools to count, list, and read local documents in formats like PDF, DOCX, Excel, HTML, and TXT, enabling natural language-driven document… | 1 star | No one-command install · Source | |
| 4515 | 22.524 | godel-mcpmcp · back-end | An MCP server that exposes Godel Terminal-style financial research as tools for AI clients, including security descriptions, quotes, financials… | 1 star | No one-command install · Source | |
| 4516 | 22.524 | athena-toolsmcp · back-end | A Claude Code extension that embeds a senior athenahealth integration engineer in your development workflow, proactively catching data loss bugs and… | 1 star | No one-command install · Source | |
| 4517 | 22.524 | excalidraw-diagram-agentmcp · ai-agents | Generates editable Excalidraw diagram files from natural language descriptions of systems and architectures. | 1 star | No one-command install · Source | |
| 4518 | 22.524 | mymoremcp · database | A category-first, lightweight MCP memory server that provides persistent memory for AI agents using Markdown and SQLite FTS5, with triage… | 1 star | No one-command install · Source | |
| 4519 | 22.524 | cadlens-mcpmcp · back-end | An MCP server that parses CAD files (.dwg, .dxf, .dwf, etc.) via the Cadlens API, enabling LLM clients to extract and reason over entity, layer, and… | 1 star | No one-command install · Source | |
| 4520 | 22.524 | mcp-searchermcp · back-end | A template for creating MCP servers in Node.js/TypeScript with a modular architecture. It simplifies adding new tools and includes an example… | 1 star | No one-command install · Source | |
| 4521 | 22.524 | vendorops-mcpmcp · back-end | MCP server for synthetic vendor-management workflow, providing structured access to vendor records, contracts, spending, renewals, and security… | 1 star | No one-command install · Source | |
| 4522 | 22.524 | pholly-figma-mcpmcp · front-end | Local-first MCP bridge for live Figma documents, enabling design inspection, editing, asset export, component authoring, and variable management… | 1 star | No one-command install · Source | |
| 4523 | 22.524 | wbotmcp · ai-agents | MCP server providing an Agent-first, read-only interface to authorized WeChat conversations, with CLI and plugin support for Codex and Claude Code. | 1 star | No one-command install · Source | |
| 4524 | 22.524 | mcp-ssh-multimcp · back-end | MCP server for managing multiple SSH servers via AI assistants, offering tools for remote command execution, file operations, and system monitoring. | 1 star | No one-command install · Source | |
| 4525 | 22.524 | code-smell-detection-mcpmcp · back-end | Enables static analysis and code smell detection by connecting to an external analysis API. | 1 star | No one-command install · Source | |
| 4526 | 22.524 | weather-climate-intelligence-mcpmcp · ai-agents | Provides weather and climate intelligence for AI agents, including current conditions, forecasts, historical data, severe-weather alerts, agricultural… | 1 star | No one-command install · Source | |
| 4527 | 22.524 | unofficial-autodesk-forma-remote-mcp-servermcp · back-end | A multi-user remote MCP server exposing 413 Autodesk Construction Cloud / Forma API tools with per-user Autodesk sign-in, enabling management of… | 1 star | No one-command install · Source | |
| 4528 | 22.524 | lipila-mcpmcp · ai-agents | MCP server for the Lipila payment gateway, enabling AI agents to initiate mobile money and card collections, disburse funds, check transaction… | 1 star | No one-command install · Source | |
| 4529 | 22.524 | codepage-bridge-mcpmcp · ai-agents | Encoding-transparent file tools for Claude Code and other MCP clients, converting project files between legacy codepages and Unicode for LLM… | 1 star | No one-command install · Source | |
| 4530 | 22.524 | jira-sisoog-mcpmcp · back-end | MCP server for self-hosted Jira, enabling task management, searching issues, adding comments, transitioning statuses, and logging worklogs directly… | 1 star | No one-command install · Source | |
| 4531 | 22.524 | korea-university-mcpmcp · back-end | Integrates Korean university information APIs (대학알리미 and 공공데이터포털) into a single MCP server and CLI, enabling search, description, and execution of… | 1 star | No one-command install · Source | |
| 4532 | 22.524 | deepseek-mcp-translatormcp · back-end | A local HTTP proxy and MCP server that translates 'developer' role messages to 'system' for DeepSeek API, enabling Android Studio AI plugins to work… | 1 star | No one-command install · Source | |
| 4533 | 22.524 | bilincmcp · ai-agents | Hosted memory for coding agents, exposing commit_mem, recall, and status over stdio. Each write carries provenance, contradictions surface as… | 1 star | No one-command install · Source | |
| 4534 | 22.524 | bitslicer-mcpmcp · ai-agents | Safety-bounded MCP server bridging Codex to Bit Slicer's memory inspection engine on macOS ARM64, enabling process attach, memory reads, scans… | 1 star | No one-command install · Source | |
| 4535 | 22.524 | incomeos-mcpmcp · back-end | Query your income by month and source, and log new monthly income, from any MCP client. Backed by IncomeOS, an open-source income tracker with Stripe… | 1 star | No one-command install · Source | |
| 4536 | 22.524 | econtest-bench-mcpmcp · back-end | MCP server for controlling SIGLENT oscilloscopes and signal generators via USBTMC, enabling waveform generation, scope configuration, measurement, and… | 1 star | No one-command install · Source | |
| 4537 | 22.524 | osf-cli-gomcp · front-end | Read-only MCP tools for authenticated Open Science Framework projects, components, files, and contributors. | 1 star | No one-command install · Source | |
| 4538 | 22.524 | edithatogo-osfmcp · auth | Read-only MCP tools for authenticated Open Science Framework (OSF) projects and files. | 1 star | No one-command install · Source | |
| 4539 | 22.524 | mcp-portfolio-servermcp · back-end | Fetches and normalizes investment portfolio data from eToro and Interactive Brokers (IBKR), enabling AI agents to consolidate, aggregate, and… | 1 star | No one-command install · Source | |
| 4540 | 22.524 | health-hub-mcp-servermcp · back-end | Aggregates Android Health Connect data into daily summaries, time-series metrics, sleep details, and sync status, exposing them to LLM clients via MCP… | 1 star | No one-command install · Source | |
| 4541 | 22.524 | stockpilot-mcp-servermcp · back-end | Provides inventory analysis, risk assessment, demand forecasting, and recommendation generation tools for retail inventory optimization via a FastMCP… | 1 star | No one-command install · Source | |
| 4542 | 22.524 | studenthub-mcpmcp · ai-agents | Read-only MCP server for the StudentHub recruitment database. Enables BAWES agents to search candidates, retrieve profiles, and query hiring pipeline… | 1 star | No one-command install · Source | |
| 4543 | 22.524 | linkedin-analyzermcp · browser | MCP server that lets you analyze your own LinkedIn profile with a local LLM (LM Studio). It uses Playwright to reuse your browser session, fetch… | 1 star | No one-command install · Source | |
| 4544 | 22.524 | safe-fetch-mcp-servermcp · ai-agents | A secure MCP server for fetching web content for agents, with provably correct SSRF protection against edge cases, redirects, and DNS rebinding. | 1 star | No one-command install · Source | |
| 4545 | 22.524 | sarjai-ev-charging-assistantmcp · back-end | MCP server that enables AI-powered EV charging station management, including live session tracking, automatic battery state detection, remote cable… | 1 star | No one-command install · Source | |
| 4546 | 22.524 | mcp-integration-bridgemcp · ai-agents | An MCP server that connects any two systems so an agent can explore both, map between them, and run real data transfers — then shows its working in a… | 1 star | No one-command install · Source | |
| 4547 | 22.524 | codex-ergouzi-media-mcpmcp · back-end | This MCP server enables Codex to generate images and videos using Ergouzi's self-developed media generation models. | 1 star | No one-command install · Source | |
| 4548 | 22.524 | buzz-mcp-bridgemcp · ai-agents | Bridges Claude Desktop/Code MCP servers into Buzz agents with a per-agent allowlist, exposing allowed tools as a namespaced stdio MCP server. | 1 star | No one-command install · Source | |
| 4549 | 22.524 | endpointread-mcpmcp · back-end | A read-only MCP server for Microsoft Intune and Entra ID that enables list, get, search, and reporting operations for tenant visibility, audits… | 1 star | No one-command install · Source | |
| 4550 | 22.524 | quillpdf-mcpmcp · other | A local-first PDF tool for merging, splitting, rotating, watermarking, Bates-numbering, cleaning metadata, and counting pages — all operations happen… | 1 star | No one-command install · Source | |
| 4551 | 22.524 | txtcel-mcpmcp · ai-agents | Enables AI agents to interact with the Txtcel Solana program for creating channels, posting and reading messages, and managing on-chain operations via… | 1 star | No one-command install · Source | |
| 4552 | 22.524 | spz-mcpmcp · ai-agents | MCP server that lets an LLM agent drive StableProjectorz, a 3D modeling app, by inspecting the loaded model, app state, viewport screenshots, and… | 1 star | No one-command install · Source | |
| 4553 | 22.524 | ds-claude-haha-mcpmcp · ai-agents | Bridges a main agent (e.g., Codex) to a separate execution model in Claude Code Haha Desktop, enabling delegated coding tasks with file modifications… | 1 star | No one-command install · Source | |
| 4554 | 22.524 | memosavermcp · ai-agents | Local-first MCP server that persists AI coding agent memory and session context, enabling seamless resume across sessions with searchable memories and… | 1 star | No one-command install · Source | |
| 4555 | 22.524 | ghotelsmcp · back-end | An MCP server that gives AI agents live Google Hotels data (search, rooms, rates, cancellation) via internal RPC — no API key or scraping required. | 1 star | No one-command install · Source | |
| 4556 | 22.524 | courtmesh-mcpmcp · back-end | An MCP server for the CourtMesh public API that enables AI clients to search and analyze Indian court case law, covering over 310 million case records… | 1 star | No one-command install · Source | |
| 4557 | 22.524 | simulate-monte-carlomcp · back-end | Real Monte Carlo simulation of a compound event or conditional probability. Named random variables, a safe expression interpreter, seedable for… | 1 star | No one-command install · Source | |
| 4558 | 22.524 | mcp-agent-toolkitmcp · ai-agents | Enables agents to share state via a blackboard, record and retrieve failure resolutions, and cache LLM responses to avoid redundant API calls. | 1 star | No one-command install · Source | |
| 4559 | 22.524 | facebook-lyrmcp · back-end | A Facebook/Messenger MCP server that lets AI agents read and engage with profiles, pages, posts, comments, groups, Messenger conversations… | 1 star | No one-command install · Source | |
| 4560 | 22.524 | mcp-catastromcp · back-end | MCP server for the Spanish Cadastre, enabling local queries of official INSPIRE parcel data (area, geometry, neighboring parcels, searches) and online… | 1 star | No one-command install · Source | |
| 4561 | 22.524 | airflow-dev-mcpmcp · back-end | An MCP server that enables AI coding assistants to interact with a local Airflow cluster via its REST API for triggering DAG runs, monitoring status… | 1 star | No one-command install · Source | |
| 4562 | 22.524 | smallcase-mcpmcp · back-end | Read-only MCP server for querying public smallcase data (catalog, returns, risk metrics, stocks, mutual funds) via natural language. No API key… | 1 star | No one-command install · Source | |
| 4563 | 22.524 | apex-psi-mcp-servermcp · back-end | Provides cryptographic truth infrastructure for AI agents, enabling them to seal content with SHA-256 and Ed25519, verify receipts, anchor them to… | 1 star | No one-command install · Source | |
| 4564 | 22.524 | agentaegismcp · ai-agents | Provides a high quality cybersecurity tool platform with pay as you go pricing (no subscription). | 1 star | No one-command install · Source | |
| 4565 | 22.524 | domdomegg-google-maps-placesmcp · back-end | Search for places and retrieve business information and photos via Google Maps Places API | 1 star | No one-command install · Source | |
| 4566 | 22.524 | centralops-mcp-servermcp · back-end | Exposes a curated subset of the CentralOps HTTP API as typed tools for Claude Code, enabling drift triage, mapping edits, backfill jobs, and… | 1 star | No one-command install · Source | |
| 4567 | 22.524 | searmcp · back-end | A read-only MCP server for operator-grade release inspection and benchmark browsing. | 1 star | No one-command install · Source | |
| 4568 | 22.524 | text-file-read-and-refactor-mcpmcp · back-end | Token-efficient Python stdio MCP server exposing safe text-file search, reading, and refactoring tools. | 1 star | No one-command install · Source | |
| 4569 | 22.524 | arachne-mcp-servermcp · back-end | MCP server providing tools for web scraping, browser automation, computer vision, audio transcription, and RAG via API. | 1 star | No one-command install · Source | |
| 4570 | 22.524 | pg-mcp-2mcp · database | Enables MCP-compatible clients to interact with PostgreSQL databases with multi-database support and connection pooling. | 1 star | No one-command install · Source | |
| 4571 | 22.524 | mcp-jvm-diagnosticsmcp · observability | Enables AI assistants to analyze JVM thread dumps and GC logs, detecting deadlocks, lock contention, and GC pressure, without requiring a JVM runtime. | 1 star | No one-command install · Source | |
| 4572 | 22.524 | redtransportemcpmcp · back-end | Private MCP server adapter for RedTransporteAPI, providing read-only access to Santiago de Chile public transit data including stops, routes… | 1 star | No one-command install · Source | |
| 4573 | 22.524 | obsidian-mcp-remotemcp · back-end | A remote MCP server that enables read/write access to a self-hosted Obsidian vault, exposing tools for reading, writing, patching, listing, and… | 1 star | No one-command install · Source | |
| 4574 | 22.524 | agent-tools-runtimemcp · back-end | Persistent MCP server runtime for progressively discovering and loading MCP, REST, and local CLI adapters, with host-side credentials and explicit… | 1 star | No one-command install · Source | |
| 4575 | 22.524 | cloudscopemcp · other | Azure cloud cost management with spending analysis, forecasts, anomalies, and budgets. | 1 star | No one-command install · Source | |
| 4576 | 22.524 | codex-gemini-delegator-v2mcp · ai-agents | An MCP server that lets OpenAI Codex delegate tasks to Google Gemini agents as isolated background workers, with Git worktree isolation, loop… | 1 star | No one-command install · Source | |
| 4577 | 22.524 | domdomegg-barcode-scannermcp · other | Scan and generate barcodes and QR codes. | 1 star | No one-command install · Source | |
| 4578 | 22.524 | barcode-scanner-mcpmcp · back-end | MCP server for scanning and generating barcodes and QR codes. Enables decoding barcodes from images, generating QR codes, and creating barcodes in… | 1 star | No one-command install · Source | |
| 4579 | 22.524 | eos-mcp-servermcp · back-end | MCP server that enables control of an ETC Eos lighting console over OSC, supporting cues, channel levels, faders, and macros, with safety guards for… | 1 star | No one-command install · Source | |
| 4580 | 22.524 | tool-compassmcp · other | Semantic navigator for MCP tools that finds relevant tools by natural language intent, reducing token usage by 95%. | 1 star | No one-command install · Source | |
| 4581 | 22.524 | humanitarian-mcpmcp · back-end | Enables querying and analyzing humanitarian data, such as refugee statistics, through semantic tools like country comparisons, trend analysis, and… | 1 star | No one-command install · Source | |
| 4582 | 22.524 | specir-mcpmcp · search | Enables turning technical documents into a structured intermediate representation (SpecIR) and querying it via five MCP tools: specir_resolve… | 1 star | No one-command install · Source | |
| 4583 | 22.524 | google-cal-mcpmcp · other | List, create, update, and manage calendar events | 1 star | No one-command install · Source | |
| 4584 | 22.524 | chatgpt-deepseek-bridgemcp · ai-agents | Enables ChatGPT (or any MCP client) to delegate coding tasks to a local Hermes-backed agent with async job management, supporting read-only… | 1 star | No one-command install · Source | |
| 4585 | 22.524 | ollama-vision-mcp-2mcp · other | A minimal local vision bridge for text-only VS Code Copilot, enabling it to see images by sending them to a local Ollama vision model and returning… | 1 star | No one-command install · Source | |
| 4586 | 22.524 | qzone-mcpmcp · back-end | MCP server for QZone (QQ space) integration, enabling publishing, listing, liking, and commenting on posts through the QzoneUltra daemon and NapCat. | 1 star | No one-command install · Source | |
| 4587 | 22.524 | pbs-mcpmcp · back-end | MCP server for Proxmox Backup Server. Exposes datastore status, snapshot inventory, garbage collection, verify, and prune over the PBS REST API as 13… | 1 star | No one-command install · Source | |
| 4588 | 22.524 | mirastack-redfish-mcp-servermcp · back-end | Enables secure, governed interaction with DMTF Redfish-compliant BMCs (iDRAC, iLO, etc.) via MCP, with read-only default and write operations gated… | 1 star | No one-command install · Source | |
| 4589 | 22.524 | agentvaletmcp · auth | Identity and credential governance for AI agents. Every agent gets its own cryptographic identity, scoped short-lived credentials per platform, human… | 1 star | No one-command install · Source | |
| 4590 | 22.524 | keypup-mcp-servermcp · back-end | Enables querying Keypup engineering analytics (delivery, quality, team workload) using natural language through MCP-compatible AI assistants. | 1 star | No one-command install · Source | |
| 4591 | 22.524 | limnermcp · ai-agents | An MCP server that orchestrates image generation across multiple pipelines (OpenAI, Recraft, Midjourney) with durable memory for project context… | 1 star | No one-command install · Source | |
| 4592 | 22.524 | perttu-app-store-mcpmcp · back-end | MCP server for looking up apps, reviews, ratings, charts, in-app purchases, privacy details, and version history on Apple's App Store. It requires no… | 1 star | No one-command install · Source | |
| 4593 | 22.524 | project-explorermcp · search | Provides secure file system exploration and project analysis for TypeScript/JavaScript codebases with tools for project exploration, file search with… | 1 star | No one-command install · Source | |
| 4594 | 22.524 | jadx-mcp-servermcp · ai-agents | Fully automated MCP server built to communicate with JADX-AI-MCP Plugin to analyze Android APKs using LLMs like Claude — uncover vulnerabilities… | 1 star | No one-command install · Source | |
| 4595 | 22.524 | intunerw-coremcp · back-end | MCP server for managing Microsoft Intune and Entra ID via the Microsoft Graph API, offering 34 tools for device, app, compliance, security, identity… | 1 star | No one-command install · Source | |
| 4596 | 22.524 | endpointops-mcpmcp · back-end | Enables AI assistants to manage Microsoft Intune and Entra ID through the Microsoft Graph API, covering device, app, compliance, identity, and… | 1 star | No one-command install · Source | |
| 4597 | 22.524 | framethrower-mcp-servermcp · back-end | Enables connecting any MCP client to a cinematography reference library of 5,489 films. Allows searching film frames by look, mood, or craft… | 1 star | No one-command install · Source | |
| 4598 | 22.524 | bidda-mcpmcp · other | Source-verified regulatory and compliance intelligence: 10,000+ obligations across 39 pillars, each grounded in a primary legal source with a content… | 1 star | No one-command install · Source | |
| 4599 | 22.524 | picoberry-mcp-servermcp · back-end | Enables generating game-ready 3D models, images, and animations from any MCP client via PicoBerry's multi-engine API. | 1 star | No one-command install · Source | |
| 4600 | 22.524 | launchopsmcp · devops | An MCP server that lets AI coding agents autonomously purchase and provision real infrastructure (databases, deployments, domains) with secure… | 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.