Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 5101 | 22.524 | mcp-gtm-hiring-signal-scrapermcp · browser | Detects hiring intent signals by scanning job boards for specific companies. Returns structured role data for outbound sales targeting. | 1 star | No one-command install · Source | |
| 5102 | 22.524 | token-reconciler-mcpmcp · front-end | Enables AI agents to compare design tokens from multiple sources, retrieve prior reconciliation runs, and get detailed per-conflict breakdowns with… | 1 star | No one-command install · Source | |
| 5103 | 22.524 | keepitalive-mcpmcp · back-end | MCP server for KEEPitALIVE monitoring, enabling AI agents to read and manage monitors, incidents, triggers, and notification routing via the v1 API… | 1 star | No one-command install · Source | |
| 5104 | 22.524 | google-calendar-mcp-serviceaccountmcp · auth | Enables an AI agent to read and write events on a single Google Calendar using a service account, avoiding OAuth consent and token expiry. | 1 star | No one-command install · Source | |
| 5105 | 22.524 | amazon-india-product-research-mcpmcp · ai-agents | Enables beginner Amazon India sellers to research product opportunities, estimate demand, analyze competition, calculate profitability, find… | 1 star | No one-command install · Source | |
| 5106 | 22.524 | rainbird-mcpmcp · observability | Enables natural-language control and monitoring of Rain Bird ESP-TM2 irrigation controllers over a local LAN, including starting zones, running… | 1 star | No one-command install · Source | |
| 5107 | 22.524 | frontdesko-mcp-servermcp · back-end | Enables AI assistants to answer hoteliers' questions about pricing plans, PMS comparisons, OTA commission savings, documentation search, and live demo… | 1 star | No one-command install · Source | |
| 5108 | 22.524 | gitlmcp · ai-agents | AI code reviews and git activity digests with machine-readable risk scoring, available as an MCP server for use within an agent session. | 1 star | No one-command install · Source | |
| 5109 | 22.524 | infobip-mcpmcp · back-end | Unified Model Context Protocol (MCP) server for Infobip APIs. Consolidates SMS, WhatsApp, Email, 2FA/OTP, and Account management into a single… | 1 star | No one-command install · Source | |
| 5110 | 22.524 | cyanheads-evals-mcp-servermcp · back-end | Author verifiable eval records through a draft → review → revise → submit loop with server-enforced graders; compile to JSONL/CSV/Inspect/lm-eval via… | 1 star | No one-command install · Source | |
| 5111 | 22.524 | mcp-context-windowmcp · search | Provides an external context buffer so a local model can maintain session memory across long tasks and search and page through large documents without… | 1 star | No one-command install · Source | |
| 5112 | 22.524 | cyanheads-mailchimp-mcp-servermcp · back-end | Draft, test, and send Mailchimp campaigns from an MCP client with audience management, subscriber CRUD, and post-send analytics behind safe-by-default… | 1 star | No one-command install · Source | |
| 5113 | 22.524 | cyanheads-mailchimpmcp · back-end | Manages Mailchimp campaigns, audiences, and subscribers through a full-featured Marketing API integration. | 1 star | No one-command install · Source | |
| 5114 | 22.524 | epa-mcp-servermcp · back-end | Access EPA environmental data — facility compliance (ECHO), toxic releases (TRI), Superfund sites, drinking water systems, environmental justice… | 1 star | No one-command install · Source | |
| 5115 | 22.524 | pdf-toolkit-mcpmcp · back-end | A comprehensive MCP server with 37 tools for PDF operations including reading, searching, creating, merging, splitting, watermarking, form filling… | 1 star | No one-command install · Source | |
| 5116 | 22.524 | figma-tunnel-mcpmcp · front-end | Enables AI agents to control and export from Figma via WebSocket, with optional Cloudflare tunnel for remote access. | 1 star | No one-command install · Source | |
| 5117 | 22.524 | leetcode-github-assistantmcp · search | Enables querying a personal GitHub repository of solved LeetCode problems via natural language, including topic-based search and live retrieval of… | 1 star | No one-command install · Source | |
| 5118 | 22.524 | cyanheads-usgs-water-mcp-servermcp · back-end | Query real-time and historical water data from ~8,000 USGS stream gages and groundwater wells via MCP, with 7 tools and 2 resources. | 1 star | No one-command install · Source | |
| 5119 | 22.524 | ai-market-intelligencemcp · other | Enables comparing and recommending AI models based on scenario-specific criteria such as capability, context, relative cost, and self-hosting, with… | 1 star | No one-command install · Source | |
| 5120 | 22.524 | micropub-mcpmcp · auth | Enables AI agents to create, update, delete, and query posts on any Micropub-compatible blog with IndieAuth authentication. | 1 star | No one-command install · Source | |
| 5121 | 22.524 | contextshrinkermcp · back-end | Zero-dependency Go MCP server that indexes codebases into an embedded Kùzu graph DB—enabling 90%+ token reduction, precise call-chain queries, and AI… | 1 star | No one-command install · Source | |
| 5122 | 22.524 | countersignmcp · payments | Kill switch + spend guard for AI agents that spend money: one policy, one sub-second freeze, and one signed audit ledger across every wallet vendor at… | 1 star | No one-command install · Source | |
| 5123 | 22.524 | promptoptmcp · ai-agents | Enables local, offline prompt compression, smart asking when needed, and routing to the cheapest capable model to save tokens and costs for terminal… | 1 star | No one-command install · Source | |
| 5124 | 22.524 | adelaidasofia-linearmcp · auth | Multi-workspace Linear project management integration with PAT authentication, 57 tools, and prompt support. | 1 star | No one-command install · Source | |
| 5125 | 22.524 | microfarm-mcpmcp · other | Enables AI assistants to assess any parcel for micro-farm viability (climate, water, farmland context, access, flood risk) and dwelling feasibility… | 1 star | No one-command install · Source | |
| 5126 | 22.524 | mcp-stm32-servermcp · back-end | Enables AI assistants to control an STM32 microcontroller over serial by reading/writing GPIO, setting LED brightness, reading ADC channels, and… | 1 star | No one-command install · Source | |
| 5127 | 22.524 | roundtable-mcpmcp · ai-agents | Enables role-based, multi-model AI orchestration by assigning specialized expert roles to a hybrid panel of local and cloud LLMs, generating unified… | 1 star | No one-command install · Source | |
| 5128 | 22.524 | doctrovemcp · back-end | Versioned library documentation retrieval MCP server for coding agents, providing accurate, versioned, and traceable API documentation snippets with… | 1 star | No one-command install · Source | |
| 5129 | 22.524 | whatsmcpmcp · back-end | A stateless MCP server that exposes the Z-API WhatsApp REST API as tools, enabling AI assistants to send messages, manage groups, and interact with… | 1 star | No one-command install · Source | |
| 5130 | 22.524 | gneyal-branch-monkeymcp · observability | Integrates with Branch Monkey Cloud for task management, team collaboration, and project tracking with automatic prompt logging | 1 star | No one-command install · Source | |
| 5131 | 22.524 | sofa-mcpmcp · search | Enables MCP clients to search, read, and interact with Stack Overflow for Agents posts and Stack Exchange Q&A, including posting, replying, voting… | 1 star | No one-command install · Source | |
| 5132 | 22.524 | otamamcp · github-vcs | An MCP server that lets AI assistants safely access local git repositories, with free reads and gated writes requiring explicit confirmation. | 1 star | No one-command install · Source | |
| 5133 | 22.524 | vision-gemmamcp · other | Provides offline, privacy-preserving image recognition, OCR, and scene description for AI assistants via the Model Context Protocol, with… | 1 star | No one-command install · Source | |
| 5134 | 22.524 | farpymcp · other | Verified GPU compute for Blender rendering with signed receipts and proof. | 1 star | No one-command install · Source | |
| 5135 | 22.524 | pi-mcpmcp · back-end | MCP server for Raspberry Pi exposing tools for host health checks, shell execution, and Docker container restarts over authenticated HTTP. | 1 star | No one-command install · Source | |
| 5136 | 22.524 | a2al-mcp-servermcp · back-end | Enables AI agents to publish themselves, discover each other, and establish authenticated encrypted connections without central infrastructure, using… | 1 star | No one-command install · Source | |
| 5137 | 22.524 | semantic-searchmcp · back-end | Local semantic recall MCP server for citation-integrity workflows. Enables semantic search over a text corpus, returning file paths and page numbers… | 1 star | No one-command install · Source | |
| 5138 | 22.524 | sumi-docs-mcpmcp · back-end | Read-only MCP server for Markdown, MDX, and OpenAPI docs, exposing list, search, fetch, and OpenAPI spec tools over stdio. | 1 star | No one-command install · Source | |
| 5139 | 22.524 | localforgemcp · back-end | Enables hybrid agentic coding by delegating token-heavy implementation, editing, and test-debug loops to local open-source models while frontier cloud… | 1 star | No one-command install · Source | |
| 5140 | 22.524 | collectuimcp · front-end | Enables coding agents to turn CollectUI links or any image/GIF/video URL into a detailed design and motion brief with measured timings, easing curves… | 1 star | No one-command install · Source | |
| 5141 | 22.524 | hccmcp · ai-agents | Local-first, cross-agent memory layer for Hermes, OpenClaw, and Claude Code (MCP) behind a single REST API. Hybrid BM25+pgvector+RRF retrieval with… | 1 star | No one-command install · Source | |
| 5142 | 22.524 | x-mcp-playwrightmcp · browser | A Twitter/X MCP server powered by patchright (stealth Playwright fork) and a persistent Chrome user profile. It enables posting, engaging, searching… | 1 star | No one-command install · Source | |
| 5143 | 22.524 | knotenmcp · ai-agents | Enables coding agents to query and commit to a research graph that remembers failed experiments, ensuring reproducibility and preventing redundant… | 1 star | No one-command install · Source | |
| 5144 | 22.524 | llmsdottxt-mcpmcp · ai-agents | Auto-discovers llms.txt documentation from project dependencies and exposes it to AI coding agents via MCP, enabling agents to read first-party docs… | 1 star | No one-command install · Source | |
| 5145 | 22.524 | codemodekitmcp · back-end | Enables building safe, programmable Code Mode MCP servers from upstream tool sources, with model-authored TypeScript running in a sandbox and tool… | 1 star | No one-command install · Source | |
| 5146 | 22.524 | lifesignmcp · back-end | Enables AI agents to read real-time device status and health data (battery, location, network) reported from a mobile phone, acting as a single-port… | 1 star | No one-command install · Source | |
| 5147 | 22.524 | pet-tools-mcpmcp · ai-agents | Enables AI agents to code and debug Commodore PET software using the VICE emulator, with CLI and MCP tools for session control, screen reading, memory… | 1 star | No one-command install · Source | |
| 5148 | 22.524 | ui-perception-enginemcp · front-end | Enables AI agents to perceive and interact with web interfaces by extracting a unified UI Scene Graph from live URLs, providing tools for navigation… | 1 star | No one-command install · Source | |
| 5149 | 22.524 | memory-mcpmcp · ai-agents | Persistent project memory for AI models and coding agents. Memory MCP stores architecture, decisions, tasks, warnings, preferences, and session state… | 1 star | No one-command install · Source | |
| 5150 | 22.524 | hipercampomcp · ai-agents | An MCP server that gives Claude a memory system modeled on the hippocampus using hyperdimensional computing, with features like surprise-gated… | 1 star | No one-command install · Source | |
| 5151 | 22.524 | israel-hiking-mcpmcp · back-end | An unofficial, read-only MCP server exposing Israel Hiking Map data, currently in early scaffolding with only a placeholder ping tool. | 1 star | No one-command install · Source | |
| 5152 | 22.524 | flutter-orchestratormcp · ai-agents | Enables building Flutter and Dart apps through a multi-agent system that orchestrates specialized agents for UI design, backend development, testing… | 1 star | No one-command install · Source | |
| 5153 | 22.524 | kotlin-multi-agent-orchestratormcp · ai-agents | Enables end-to-end generation, scaffolding, testing, diagnosis, and auditing of Kotlin applications for Android, Compose Multiplatform, Ktor, and… | 1 star | No one-command install · Source | |
| 5154 | 22.524 | acedatacloud-shorturlmcp · back-end | URL shortening and management through the AceDataCloud API platform. | 1 star | No one-command install · Source | |
| 5155 | 22.524 | acedatacloud-mcpshorturlmcp · other | Free URL shortening with batch support (up to 10 URLs), permanent `surl.id` short links, zero credit consumption. | 1 star | No one-command install · Source | |
| 5156 | 22.524 | java-jar-decompiler-reverse-engineering-mcp-servermcp · back-end | Enables decompilation and reverse engineering of Java JAR files through multi-engine decompilation, candidate evaluation, Maven project structuring… | 1 star | No one-command install · Source | |
| 5157 | 22.524 | korea-scholarship-mcpmcp · observability | Exposes KCI and OAK Korean bibliographic services as MCP tools for searching, harvesting, and retrieving articles, references, and journal metrics. | 1 star | No one-command install · Source | |
| 5158 | 22.524 | ai-search-operations-mcp-for-bing-webmastermcp · search | Combines Bing Webmaster data, GA4 AI-traffic opportunity matching, technical SEO scanning, AI-search content audits, approval-gated WordPress fix… | 1 star | No one-command install · Source | |
| 5159 | 22.524 | ultron-control-centermcp · ai-agents | An MCP server that provides persistent, governed memory for Claude Code, enabling local storage and retrieval of decisions, architecture, and context… | 1 star | No one-command install · Source | |
| 5160 | 22.524 | waybillmcp · ai-agents | A token accounting plugin for Claude Code that meters AI token usage, attributes costs to Jira stories, and generates evidence-backed reports for… | 1 star | No one-command install · Source | |
| 5161 | 22.524 | echo-sentiment-mcpmcp · back-end | Provides real-time XLM (Stellar) market sentiment as a tool, computed from a keyless composite of the Crypto Fear & Greed Index, SDEX order-flow… | 1 star | No one-command install · Source | |
| 5162 | 22.524 | inbin-mcpmcp · back-end | Proxies stdio MCP clients to Inbin's remote MCP endpoint, exposing tools to list inboxes, search and retrieve events, and inspect schemas. | 1 star | No one-command install · Source | |
| 5163 | 22.524 | joy7758-chinese-legal-databasemcp · database | Provides access to Chinese legal regulations and laws through a structured database interface, enabling legal research and compliance queries within… | 1 star | No one-command install · Source | |
| 5164 | 22.524 | claude-replaymcp · observability | Enables search, analytics, and visualization of Claude Code sessions with MCP tools for session management, recovery, and insights. | 1 star | No one-command install · Source | |
| 5165 | 22.524 | tripcreighton-peeky-searchmcp · search | Privacy-focused web search using local SearXNG with BM25 scoring to extract relevant content snippets from web pages. | 1 star | No one-command install · Source | |
| 5166 | 22.524 | icloud-mcp-2mcp · back-end | Unified Apple/iCloud MCP server for Calendar, Contacts, and Mail using CalDAV, CardDAV, IMAP, and SMTP protocols with app-specific passwords. | 1 star | No one-command install · Source | |
| 5167 | 22.524 | p-l-ta-macos-calendarmcp · search | List, search, and manage calendar events via macOS Calendar.app across all configured accounts. | 1 star | No one-command install · Source | |
| 5168 | 22.524 | national-parks-mcp-servermcp · back-end | Plan US National Park Service trips — find parks, check alerts and closures, find campgrounds, browse things to do and events via the NPS Data API… | 1 star | No one-command install · Source | |
| 5169 | 22.524 | lcu-mcpmcp · back-end | Provides MCP tools to interact with a running League of Legends client, including REST API calls, live event streaming, and DOM/JavaScript access. | 1 star | No one-command install · Source | |
| 5170 | 22.524 | kiwoom-mcp-servermcp · back-end | Read-only MCP server for Kiwoom Securities, enabling natural language queries of Korean stock market data and account information, including ISA tax… | 1 star | No one-command install · Source | |
| 5171 | 22.524 | cas-studiomcp · front-end | Enables AI hosts to design and simulate complex adaptive systems, including managing agent types, running simulations, and analyzing emergent… | 1 star | No one-command install · Source | |
| 5172 | 22.524 | fema-mcp-servermcp · back-end | Query FEMA disaster declarations, public assistance grants, housing aid, and NFIP flood insurance claims via MCP. Supports STDIO and Streamable HTTP. | 1 star | No one-command install · Source | |
| 5173 | 22.524 | cyanheads-pokeapi-mcp-servermcp · back-end | Look up Pokémon, moves, abilities, items, natures, and type matchups from PokéAPI v2 via MCP. Supports STDIO or Streamable HTTP. | 1 star | No one-command install · Source | |
| 5174 | 22.524 | anonsec-mcp-servermcp · back-end | Provides anonymous email management through Firefox Relay, enabling sending, receiving, and OTP extraction while maintaining privacy and security. | 1 star | No one-command install · Source | |
| 5175 | 22.524 | que-paso-ayermcp · ai-agents | MCP server that helps software teams track and understand technical debt, recurring issues, project dependencies, and real-time agent handoffs through… | 1 star | No one-command install · Source | |
| 5176 | 22.524 | ledgerfc-mcpmcp · ai-agents | Provides AI agents with live, grounded sports data including model probabilities, track records, and European soccer and tennis arbitrage… | 1 star | No one-command install · Source | |
| 5177 | 22.524 | http-inspectormcp · back-end | HTTP Inspector MCP Server enables sending arbitrary HTTP requests, viewing history via a web panel, and taking screenshots of the panel for AI… | 1 star | No one-command install · Source | |
| 5178 | 22.524 | remote-agentsmcp · ai-agents | A unified MCP-compatible system for controlling fleets of remote machines through AI agents. | 1 star | No one-command install · Source | |
| 5179 | 22.524 | notion-multi-workspacemcp · auth | Connects any number of Notion workspaces through a single MCP server, exposing four tools for connecting, listing, searching, and fetching Notion… | 1 star | No one-command install · Source | |
| 5180 | 22.524 | bevigil-mcp-servermcp · back-end | MCP server that provides AI-native access to BeVigil's OSINT API, enabling mobile app security research and asset discovery through tools for hosts… | 1 star | No one-command install · Source | |
| 5181 | 22.524 | elastic-mcpmcp · search | A Model Context Protocol server for Elasticsearch, enabling search, index inspection, and cluster information tools with optional write tools. | 1 star | No one-command install · Source | |
| 5182 | 22.524 | sophos-firewall-mcp-servermcp · back-end | An asynchronous MCP server for Sophos Firewall, enabling AI assistants to manage, audit, and troubleshoot network security infrastructure. | 1 star | No one-command install · Source | |
| 5183 | 22.524 | 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 | |
| 5184 | 22.524 | 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 | |
| 5185 | 22.524 | repopilot-mcpmcp · back-end | 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 | |
| 5186 | 22.524 | 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 | |
| 5187 | 22.524 | 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 | |
| 5188 | 22.524 | 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 | |
| 5189 | 22.524 | 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 | |
| 5190 | 22.524 | ojaskord-url-safety-validatormcp · other | URL safety assessment with SAFE/SUSPICIOUS/DANGEROUS verdicts using Google Web Risk, URLhaus, and PhishTank. | 1 star | No one-command install · Source | |
| 5191 | 22.524 | 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 | |
| 5192 | 22.524 | 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 | |
| 5193 | 22.524 | 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 | |
| 5194 | 22.524 | 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 | |
| 5195 | 22.524 | 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 | |
| 5196 | 22.524 | 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 | |
| 5197 | 22.524 | 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 | |
| 5198 | 22.524 | 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 | |
| 5199 | 22.524 | bg-tasks-mcpmcp · ai-agents | 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 | |
| 5200 | 22.524 | 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 |
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.