Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4301 | 22.524 | repofindermcp · github-vcs | MCP server that recommends complementary open source tools for a given project and goal, using live GitHub data and model reasoning to explain fit and… | 1 star | No one-command install · Source | |
| 4302 | 22.524 | mikusnuz-dynadotmcp · back-end | Manage domains, DNS records, contacts, and transfers through the Dynadot domain registrar API. | 1 star | No one-command install · Source | |
| 4303 | 22.524 | hwc-growth-center-mcp-extensionmcp · back-end | Enables daily check-in, points and task queries for Huawei Cloud Developer Growth Center via a Chrome extension and Node.js bridge. | 1 star | No one-command install · Source | |
| 4304 | 22.524 | vfat-metrics-mcpmcp · observability | Enables querying public vfat Metrics position data by EVM address, providing structured access to current positions, NFT lifecycle actions, historical… | 1 star | No one-command install · Source | |
| 4305 | 22.524 | x-agent-mcpmcp · back-end | Enables AI agents to interact with X (Twitter) through its private GraphQL API using session cookies, supporting tweets, replies, likes, retweets… | 1 star | No one-command install · Source | |
| 4306 | 22.524 | workforce-mcpmcp · ai-agents | Provides specialist context for AI agents, enabling them to work as different roles (UI, DE, SRE, etc.) through MCP prompts and tools. | 1 star | No one-command install · Source | |
| 4307 | 22.524 | wayl-mcpmcp · back-end | MCP server for Wayl Payments Iraq. | 1 star | No one-command install · Source | |
| 4308 | 22.524 | opencode-image-mcpmcp · back-end | MCP server that gives non-image-capable models like DeepSeek the ability to generate images using backends such as Qwen-Image, Seedream, and CogView… | 1 star | No one-command install · Source | |
| 4309 | 22.524 | fisher521-burnmcp · other | AI-powered reading triage with 26 tools and a 24h burn timer to read less and absorb more. | 1 star | No one-command install · Source | |
| 4310 | 22.524 | har-forensics-mcpmcp · other | Audits HAR captures locally with MCP tools for triage, findings, vendor blast radius, CSP generation, and sanitization—no network calls, redacted by… | 1 star | No one-command install · Source | |
| 4311 | 22.524 | byerisk-mcpmcp · back-end | MCP server that integrates ByeRisk's content compliance detection into AI assistants, enabling text, image, and video compliance checks with risk… | 1 star | No one-command install · Source | |
| 4312 | 22.524 | arabic-dict-mcpmcp · ai-agents | MCP server that provides grounded Arabic dictionary lookup, enabling AI agents to search word roots, inflections, and meanings from real dictionary… | 1 star | No one-command install · Source | |
| 4313 | 22.524 | linkloremcp · ai-agents | AI-native coding memory — lore/doc that AI agents read and write directly, via MCP | 1 star | No one-command install · Source | |
| 4314 | 22.524 | insurance-wiki-mcp-servermcp · search | A read-only MCP server providing tools to search and retrieve insurance product information, coverage details, and compare policies from a pre-built… | 1 star | No one-command install · Source | |
| 4315 | 22.524 | readability-claudemcp · observability | Enables Claude to analyze and improve readability of text using local deterministic metrics like Flesch Reading Ease and lexical diversity, without… | 1 star | No one-command install · Source | |
| 4316 | 22.524 | jadx-mcp-multisessionmcp · other | Enables AI clients to autonomously manage multiple jadx-gui sessions, opening, switching, and closing windows, with automatic startup and plugin… | 1 star | No one-command install · Source | |
| 4317 | 22.524 | geocode-mcpmcp · back-end | MCP server for geocoding, reverse geocoding, place/POI search, and distance calculation using OpenStreetMap Nominatim, with no API key required. | 1 star | No one-command install · Source | |
| 4318 | 22.524 | eurostat-mcp-suitemcp · database | MCP server for Eurostat statistics, enabling seamless search, query, and analysis of over 8,900 EU datasets with support for SDMX, DuckDB SQL, NUTS… | 1 star | No one-command install · Source | |
| 4319 | 22.524 | mcp-npm-package-documentationmcp · github-vcs | Retrieves documentation for any npm package by automatically discovering its GitHub repository and returning its README.md content. | 1 star | No one-command install · Source | |
| 4320 | 22.524 | omie-finance-mcpmcp · back-end | Exposes OMIE ERP's financial API as MCP tools, enabling AI agents to query bills, process payments, generate boletos/PIX, and read cash flow via… | 1 star | No one-command install · Source | |
| 4321 | 22.524 | fgiscs-history-mcpmcp · back-end | MCP server that exposes the version history of Russian construction-pricing open data (ФГИС ЦС), enabling queries about dataset versions, salary… | 1 star | No one-command install · Source | |
| 4322 | 22.524 | dingdawg-healthcare-agentmcp · ai-agents | HIPAA-aware healthcare AI for clinical documentation and compliance. | 1 star | No one-command install · Source | |
| 4323 | 22.524 | diff-checker-line-by-line-text-comparisonmcp · back-end | Text diff comparison API for AI agents. Compare two texts line-by-line: additions, deletions, unchanged lines, and summary statistics… | 1 star | No one-command install · Source | |
| 4324 | 22.524 | diff-checkermcp · payments | Enables AI agents to compare two texts line-by-line and receive a structured diff with additions, deletions, unchanged lines, and summary statistics… | 1 star | No one-command install · Source | |
| 4325 | 22.524 | br0ski777-diff-checkermcp · other | Compare two texts line-by-line showing additions, deletions, and unchanged lines. | 1 star | No one-command install · Source | |
| 4326 | 22.524 | hl-portfoliomcp · back-end | Enables AI agents to analyze Hyperliquid accounts by retrieving positions, PnL, fills, open orders, and funding through an x402 micropayment MCP… | 1 star | No one-command install · Source | |
| 4327 | 22.524 | br0ski777-hl-portfoliomcp · other | Analyze Hyperliquid account positions, PnL, fills, orders, and funding. | 1 star | No one-command install · Source | |
| 4328 | 22.524 | regex-generatormcp · back-end | Enables testing regular expressions against strings to retrieve matches, capture groups, positions, and human-readable pattern explanations via an… | 1 star | No one-command install · Source | |
| 4329 | 22.524 | br0ski777-regex-generatormcp · payments | Test, validate and explain regular expressions with match highlighting. x402 micropayment. | 1 star | No one-command install · Source | |
| 4330 | 22.524 | twitter-x-scraper-profiles-tweets-searchmcp · back-end | Twitter/X scraping API for AI agents. Scrape public profiles (bio, stats, verification), user tweets (text, engagement, media), and search results… | 1 star | No one-command install · Source | |
| 4331 | 22.524 | twitter-scrapermcp · payments | Enables AI agents to scrape Twitter/X profiles, tweets, and search results without an API key, returning structured JSON with bios, stats, and… | 1 star | No one-command install · Source | |
| 4332 | 22.524 | br0ski777-twitter-scrapermcp · back-end | Scrape Twitter/X profiles, tweets, and search results without an API key. | 1 star | No one-command install · Source | |
| 4333 | 22.524 | local-mcp-crmmcp · ai-agents | A local-first CRM that exposes customer and project management tools via the Model Context Protocol (MCP), including an analytics server. It… | 1 star | No one-command install · Source | |
| 4334 | 22.524 | handwrytten-mcp-servermcp · back-end | Enables AI assistants to send real handwritten notes via physical cards using Handwrytten's robotic pen service, along with managing cards, addresses… | 1 star | No one-command install · Source | |
| 4335 | 22.524 | vision-mcp-5mcp · back-end | Enables text-only models to understand images through a conversational MCP server, supporting multi-turn follow-ups, URL inputs, and OpenAI-compatible… | 1 star | No one-command install · Source | |
| 4336 | 22.524 | iiinigence-harvest-mcpmcp · back-end | MCP server for Harvest time tracking, enabling users to manage timers, log time, and generate reports through natural language. | 1 star | No one-command install · Source | |
| 4337 | 22.524 | ai-journalmcp · search | A local MCP server for journaling, organizing, and recalling your work. It captures entries as plain markdown files, indexes them for full-text and… | 1 star | No one-command install · Source | |
| 4338 | 22.524 | meeteymcp · ai-agents | Local-first meeting capture and transcription for Claude Code. Records audio from meeting apps, transcribes locally with whisper.cpp, and produces… | 1 star | No one-command install · Source | |
| 4339 | 22.524 | gmail-autoauth-mcp-servermcp · auth | An MCP server enabling AI assistants to manage Gmail through natural language, including sending, reading, searching, labeling, and handling… | 1 star | No one-command install · Source | |
| 4340 | 22.524 | artiscenemcp · ai-agents | An agentic system for sim-ready interactive scene generation in Isaac Sim | 1 star | No one-command install · Source | |
| 4341 | 22.524 | shared-whiteboardmcp · ai-agents | Enables Claude to create, open, and edit persistent tldraw whiteboards in real-time, with live collaboration between human and AI. | 1 star | No one-command install · Source | |
| 4342 | 22.524 | mcp-cad-studiomcp · ai-agents | A parametric CAD workspace as an MCP server, enabling agents to create, edit, and manipulate 3D models through tools, with a live studio UI and… | 1 star | No one-command install · Source | |
| 4343 | 22.524 | linux-manager-mcpmcp · back-end | Enables LLMs to control a Linux server via multiple shell windows with background execution, notes, and sudo separation, allowing… | 1 star | No one-command install · Source | |
| 4344 | 22.524 | ai-wiki-mcpmcp · back-end | Provides structured search, schema-validated writes, and linting for a markdown knowledge base, enabling agents to operate the wiki over a single… | 1 star | No one-command install · Source | |
| 4345 | 22.524 | read-itmcp · back-end | Enables read-only research on Reddit via the Reddit API, including finding subreddits, searching, and reading comment trees, with support for multiple… | 1 star | No one-command install · Source | |
| 4346 | 22.524 | modlens-mcpmcp · back-end | MCP server that provides text-only models structured JSON vision evidence via direct vision API calls, with tools for image analysis, OCR, comparison… | 1 star | No one-command install · Source | |
| 4347 | 22.524 | spira-mcpmcp · back-end | Read-only MCP for retrieving daily Spira incident digests and filter options using the Inflectra Spira API. | 1 star | No one-command install · Source | |
| 4348 | 22.524 | nas-mcp-n8n-bridgemcp · ai-agents | Splits the live Nas.com MCP catalog into 24 product-scoped n8n workflows, enabling focused agent interactions with specific business, product, and… | 1 star | No one-command install · Source | |
| 4349 | 22.524 | buzz-mcpmcp · back-end | A TypeScript MCP server for the CorePrt Nostr relay, enabling MCP-compatible clients to publish and read Nostr events. Currently a scaffold with… | 1 star | No one-command install · Source | |
| 4350 | 22.524 | opera-houdini-mcpmcp · back-end | A Houdini MCP server fork for CsrLib-Houdini workflow, providing enhanced tools for scene management, node discovery, graph editing, and safe code… | 1 star | No one-command install · Source | |
| 4351 | 22.524 | mcp-abacusmcp · back-end | Pure-Python MCP server for type-faithful calculation — evaluate expressions under fixed-point, IEEE-754 double, or exact rational arithmetic, with… | 1 star | No one-command install · Source | |
| 4352 | 22.524 | easecation-user-center-mcp-servermcp · back-end | An MCP server for the EaseCation user center that provides admin and user tools to interact with UC backend services. | 1 star | No one-command install · Source | |
| 4353 | 22.524 | kratos-mcp-servermcp · back-end | Enables AI assistants to drive Kratos Multiphysics finite element simulations end to end, including introspection, scaffolding, execution, and… | 1 star | No one-command install · Source | |
| 4354 | 22.524 | frankki-mcpmcp · ai-agents | Hosted remote MCP server that lets AI agents compose, price, send, and track real physical letters worldwide. | 1 star | No one-command install · Source | |
| 4355 | 22.524 | webmcp-guardmcp · browser | Drop-in replacement for Playwright MCP that adds WebMCP support, exposing page-defined tools as gated webmcp:* tools with provenance tracking… | 1 star | No one-command install · Source | |
| 4356 | 22.524 | gemini-understandingmcp · back-end | A minimal MCP server that exposes Gemini's web and multimodal understanding (video, audio, document, image) through five dedicated tools. | 1 star | No one-command install · Source | |
| 4357 | 22.524 | semanticscholar-mcp-servermcp · back-end | An MCP server that provides access to Semantic Scholar's academic graph, recommendations, and datasets APIs, enabling paper search, citation analysis… | 1 star | No one-command install · Source | |
| 4358 | 22.524 | celestiamcp · search | A persona-driven AI assistant that reads, searches, and writes an Obsidian Markdown knowledge vault using a typed MCP filesystem core. | 1 star | No one-command install · Source | |
| 4359 | 22.524 | coros-codex-mcp-bridgemcp · back-end | A local, read-only stdio MCP server that bridges Codex to the COROS MCP gateway, enabling sport data queries through an allowlisted set of tools while… | 1 star | No one-command install · Source | |
| 4360 | 22.524 | smartbw-mcpmcp · back-end | Enables AI agents to securely retrieve passwords, API keys, and other items from a Vaultwarden/Bitwarden vault using MCP tools with fuzzy search and… | 1 star | No one-command install · Source | |
| 4361 | 22.524 | autopsy-mcpmcp · ai-agents | Read-only MCP server that exposes Autopsy digital forensics case data as tools, enabling LLM clients like Cline to browse filesystems, query… | 1 star | No one-command install · Source | |
| 4362 | 22.524 | freebuff-bridgemcp · back-end | MCP server that bridges agents to Freebuff Desktop sessions, enabling project and thread management, prompt sending, queue control, and wake-on-demand… | 1 star | No one-command install · Source | |
| 4363 | 22.524 | wharfymcp · ai-agents | MCP server for managing local dev ports on macOS. It enables AI agents to inspect listening ports, identify owning processes and parent chains, kill… | 1 star | No one-command install · Source | |
| 4364 | 22.524 | superagentic-mcp-servermcp · back-end | Provides 19 tools for discovery, data analysis, configuration, and simulation, enabling an agent to drive digital twin workflows with session… | 1 star | No one-command install · Source | |
| 4365 | 22.524 | humanread-mcp-servermcp · ai-agents | MCP server for the Humanread novel publishing platform, enabling AI agents to upload, format, preview, review, translate, and publish novels in… | 1 star | No one-command install · Source | |
| 4366 | 22.524 | humane-intelligencemcp · ai-agents | humane INTELLIGENCE IS A MEMORY AND GOVERNANCE mcp THAT KEEPS YOUR AI ACCOUNTABLE. | 1 star | No one-command install · Source | |
| 4367 | 22.524 | ballast-mcp-servermcp · back-end | Grounds local models with a quantized Wikidata corpus via MCP tools for entity resolution and fact lookup, reducing hallucinations. | 1 star | No one-command install · Source | |
| 4368 | 22.524 | activities-mcpmcp · database | MCP server that provides read-only access to cached metadata of public activities, contests, and competitions from multiple sources via SQLite… | 1 star | No one-command install · Source | |
| 4369 | 22.524 | ppe-compliance-mcpmcp · observability | Enables querying PPE compliance analytics from precomputed video inference results, providing tools for site summaries, worker status, violations, and… | 1 star | No one-command install · Source | |
| 4370 | 22.524 | mcp-student-assistantmcp · back-end | An MCP server that provides student-focused tools such as attendance lookup, marks calculation, notes search, college rules access, and a math… | 1 star | No one-command install · Source | |
| 4371 | 22.524 | unwrittenmcp · ai-agents | MCP server that checks AI agent edits for missing companion files by learning co-change patterns from git history, preventing incomplete commits. | 1 star | No one-command install · Source | |
| 4372 | 22.524 | cyberrescuemcp · ai-agents | A locally-hosted MCP (Model Context Protocol) server that gives Claude real tools to debug Docker containers — fetch logs, inspect memory/CPU, and run… | 1 star | No one-command install · Source | |
| 4373 | 22.524 | mcp-surf-forecastmcp · back-end | An MCP server that provides real-time surf intelligence, including wave quality scoring, beach discovery, session planning, and forecast analysis… | 1 star | No one-command install · Source | |
| 4374 | 22.524 | patent-precheckmcp · other | Patentability pre-check for code — USPTO pillar scores, filing-readiness, and prior-art signals. | 1 star | No one-command install · Source | |
| 4375 | 22.524 | walletwallet-mcpmcp · back-end | Exposes the WalletWallet pass API as MCP tools for creating and updating digital passes, supporting Google Wallet links and usage checks. | 1 star | No one-command install · Source | |
| 4376 | 22.524 | make-chatgpt-sitemcp · ai-agents | MCP server that lets MCP clients inspect, create, update, and deploy ChatGPT Sites through a local Codex installation. | 1 star | No one-command install · Source | |
| 4377 | 22.524 | clinical-evidence-alexandriashaimcp · search | Aggregates clinical evidence from PubMed, ClinicalTrials.gov, and OpenFDA for biomedical literature search, trial queries, and drug information. | 1 star | No one-command install · Source | |
| 4378 | 22.524 | aws-dr-cost-estimator-mcp-servermcp · back-end | Plan AWS disaster recovery budgets conversationally, comparing backup/restore, pilot light, warm standby, and active/active strategies using live Cost… | 1 star | No one-command install · Source | |
| 4379 | 22.524 | tcgplayer-api-mcpmcp · back-end | Provides access to TCGplayer trading card data, including search, product details, pricing, and market information, enabling natural language queries… | 1 star | No one-command install · Source | |
| 4380 | 22.524 | mcp-data-profilermcp · ai-agents | MCP server that profiles local data files (CSV, Parquet, JSON, Excel) and returns compact structured summaries with data-quality flags, enabling AI… | 1 star | No one-command install · Source | |
| 4381 | 22.524 | pricecharting-api-mcpmcp · back-end | Enables Claude Code to interact with PriceCharting pricing data, supporting search, product pricing, categories, and group listings across multiple… | 1 star | No one-command install · Source | |
| 4382 | 22.524 | sap-abap-sql-mcpmcp · database | Provides tools to prepare and validate ABAP Open SQL statements for SAP's ADT data-preview console, automatically fixing dialect issues like… | 1 star | No one-command install · Source | |
| 4383 | 22.524 | db2st-mcpmcp · back-end | A horizontally scalable Model Context Protocol server for exposing shipment tracking (and other data sources) as authenticated MCP tools, starting… | 1 star | No one-command install · Source | |
| 4384 | 22.524 | hammerspoon-mcpmcp · back-end | Give AI agents deep control over macOS — windows, audio, Bluetooth, Spaces, Focus mode, and 200+ OS APIs — through one MCP server. | 1 star | No one-command install · Source | |
| 4385 | 22.524 | ai-translation-toolmcp · back-end | MCP server for transcribing audio and generating structured customer requirement meeting minutes (including flowcharts) using Whisper and AI backends… | 1 star | No one-command install · Source | |
| 4386 | 22.524 | finance-mcp-aggregatormcp · back-end | A scoped aggregator MCP server that routes intent to the 4-7 relevant finance tools from a 43-tool catalog, reducing token cost and improving… | 1 star | No one-command install · Source | |
| 4387 | 22.524 | localprodev-local-servicesmcp · other | Verified US local service provider data across contractor trades, with ratings, services, and pricing. | 1 star | No one-command install · Source | |
| 4388 | 22.524 | localpro-mcp-servermcp · back-end | Provides verified local trade and service business data (e.g., radon mitigation, foundation repair) to AI agents via tools like search_providers and… | 1 star | No one-command install · Source | |
| 4389 | 22.524 | mcp4rs-open-earth-explorermcp · other | Enables discovery, analysis, and explanation of open satellite data through MCP, with support for STAC catalogs and NASA GIBS. | 1 star | No one-command install · Source | |
| 4390 | 22.524 | retain-mcp-servermcp · back-end | Enables AI agents to query customer churn risk, MRR at risk, and customer health profiles from Retain, and take actions like adding notes and marking… | 1 star | No one-command install · Source | |
| 4391 | 22.524 | jemidev-mcpmcp · back-end | MCP server for Jemi that lets AI assistants read and edit Jemi projects via a local WebSocket bridge. | 1 star | No one-command install · Source | |
| 4392 | 22.524 | htb-app-mcpmcp · back-end | Enables interaction with Hack The Box App services including machines, challenges, sherlocks, and more through the HTB API v4. | 1 star | No one-command install · Source | |
| 4393 | 22.524 | red-monitoreo-chilemcp · ai-agents | A remote MCP server that centralizes the catalog of monitoring stations from three Chilean networks (DGA, DMC, Agromet) with geometry and extraction… | 1 star | No one-command install · Source | |
| 4394 | 22.524 | chatbottool-mcpmcp · back-end | A local-first MCP server providing guarded access to a workspace with file operations, search, commands, tests, Git helpers, checkpoints, and… | 1 star | No one-command install · Source | |
| 4395 | 22.524 | claude-graphmcp · ai-agents | A local knowledge graph of your codebase for Claude Code on macOS, exposing structural data via MCP tools for querying calls, imports, test coverage… | 1 star | No one-command install · Source | |
| 4396 | 22.524 | vault-mcp-bridgemcp · search | Read-only MCP bridge that exposes secure search and fetch tools over an Obsidian-compatible Markdown vault, enabling ChatGPT to query notes without… | 1 star | No one-command install · Source | |
| 4397 | 22.524 | amazon-creators-mcpmcp · back-end | placement for the depractaed Amazon Product Advertising endpoint. You ask Claude to find something, it searches the live Amazon catalogue, and it… | 1 star | No one-command install · Source | |
| 4398 | 22.524 | claude-codex-mcp-bridgemcp · ai-agents | A local MCP bridge that connects Claude Code and OpenAI Codex via a durable SQLite mailbox, with support for orchestrating and resuming Codex… | 1 star | No one-command install · Source | |
| 4399 | 22.524 | korone-mcpmcp · other | An MCP bridge that lets AI assistants control Roblox Studio 2021 in real time, offering tools for workspace inspection, instance creation, and Lua… | 1 star | No one-command install · Source | |
| 4400 | 22.524 | rnv-mcp-identitymcp · auth | A deterministic identity and authorization layer for MCP servers that verifies agent identity and scope using OAuth 2.0, WIMSE workload identity, and… | 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.