Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2301 | 32.223 | beardfaceguy-daimonosmcp · ai-agents | Agent-optimized OS layer replacing verbose tool outputs with compact JSON to reduce token consumption by up to 45%. | 2 stars | No one-command install · Source | |
| 2302 | 32.223 | mnememcp · ai-agents | Vault-native, accountable memory for Claude Code and MCP clients. Markdown is the source of truth, no LLM on the Stop path. | 2 stars | No one-command install · Source | |
| 2303 | 32.223 | mame-mcpmcp · ai-agents | Enables MAME reverse engineering tasks including memory access tracing, input injection, ROM auditing, and IO-port discovery for arcade-to-SNES… | 2 stars | No one-command install · Source | |
| 2304 | 32.223 | amicusmcp · ai-agents | Enables multi-model LLM council reviews and parallel sidecar conversations within Claude, allowing Claude to orchestrate structured reviews from… | 2 stars | No one-command install · Source | |
| 2305 | 32.223 | pucp-mcpmcp · ai-agents | An MCP server kit that connects AI assistants to PUCP's Paideia and Campus Virtual portals, allowing students to query courses, materials, grades… | 2 stars | No one-command install · Source | |
| 2306 | 32.223 | harness-femcp · ai-agents | A source-aware MCP server that connects AI agents to browser and server runtimes, enabling real-time debugging, monitoring, and automatic fixes via… | 2 stars | No one-command install · Source | |
| 2307 | 32.223 | fastmcp-gatewaymcp · ai-agents | Aggregates tools from multiple upstream MCP servers and exposes them through 4 meta-tools, enabling LLMs to discover and use hundreds of tools without… | 2 stars | No one-command install · Source | |
| 2308 | 32.223 | owd-platformmcp · ai-agents | Owner-controlled continuity layer for Obsidian and AI agents, enabling cited handoffs and owner decisions across independent agents. | 2 stars | No one-command install · Source | |
| 2309 | 32.223 | scrcpy-agentmcp · ai-agents | Local MCP server for observing and controlling an authorized Android device over USB using ADB and scrcpy, providing screen capture, UI automation… | 2 stars | No one-command install · Source | |
| 2310 | 32.223 | set-agent-commmcp · ai-agents | Enables local agent-to-agent messaging between Claude Code sessions via file-based channels, with a registry, MCP tools and CLI for sending, reading… | 2 stars | No one-command install · Source | |
| 2311 | 32.223 | agent-standupmcp · ai-agents | An MCP server enabling AI coding agents to interact with a task tracker that enforces rules server-side, replacing markdown files and hooks with a… | 2 stars | No one-command install · Source | |
| 2312 | 32.223 | leadacemcp · ai-agents | Outbound sales agent for Claude Code. MCP server handles prospect list building, dedup, quotas, and structured rejection feedback, while the plugin… | 2 stars | No one-command install · Source | |
| 2313 | 32.223 | kairanmcp · ai-agents | A local MCP server that lets AI agents publish markdown/HTML to a browser viewer with session management, revision diffs, and live updates via a… | 2 stars | No one-command install · Source | |
| 2314 | 32.223 | blowsh-mcpmcp · ai-agents | Enables AI agents to browse and extract content from JavaScript-rendered web pages via the Model Context Protocol, returning plain text, HTML, or… | 2 stars | No one-command install · Source | |
| 2315 | 32.223 | nexus-memorymcp · ai-agents | Nexus Memory gives every MCP-compatible agent one persistent, self-hosted shared memory with hybrid retrieval, drift detection, and anti-poisoning… | 2 stars | No one-command install · Source | |
| 2316 | 32.223 | mainwp-mcp-bridgemcp · ai-agents | Exposes MainWP Dashboard site-management operations as an MCP server for AI agents, with policy-controlled tools, safe-mode destructive protections… | 2 stars | No one-command install · Source | |
| 2317 | 32.223 | agentic-mcpmcp · ai-agents | Enables ChatGPT Web Developer Mode to interact with local repositories through MCP, providing tools for file editing, shell execution, Git worktrees… | 2 stars | No one-command install · Source | |
| 2318 | 32.223 | chat-recallmcp · ai-agents | A memory layer for AI coding tools that indexes transcripts from Claude Code, Gemini CLI, Codex, OpenCode, and Antigravity into a unified searchable… | 2 stars | No one-command install · Source | |
| 2319 | 32.223 | yadirect-mcpmcp · ai-agents | A local MCP server that connects Yandex Direct advertising reports and safe campaign creation to AI agents, enabling natural-language analytics and… | 2 stars | No one-command install · Source | |
| 2320 | 32.223 | memory-cortexmcp · ai-agents | Durable, inspectable memory for MCP agents. Preserves decisions, preferences, and project knowledge across sessions with full provenance and version… | 2 stars | No one-command install · Source | |
| 2321 | 32.223 | mcp-semclonemcp · ai-agents | Enables LLMs to perform software composition analysis including license detection, vulnerability assessment, SBOM generation, and policy validation… | 2 stars | No one-command install · Source | |
| 2322 | 32.223 | orgx-mcpmcp · ai-agents | Provides organizational memory for AI agents, enabling shared company memory, decision recall, artifact management, approval review, task delegation… | 2 stars | No one-command install · Source | |
| 2323 | 32.223 | hashloommcp · ai-agents | Treats software units as content-addressed contracts, enabling efficient agent regeneration loops with cached verification and tiny context packets. | 2 stars | No one-command install · Source | |
| 2324 | 32.223 | affine-earth-math-court-remotemcp · ai-agents | Enables agent builders to run deterministic, integer-only mathematical operations while refusing floats, with sealed and verifiable integer-based… | 2 stars | No one-command install · Source | |
| 2325 | 32.223 | workfilemcp · ai-agents | Repository-native protocol and MCP server for coordinating work items, documentation, changelogs, and project memory between humans and AI agents… | 2 stars | No one-command install · Source | |
| 2326 | 32.223 | unityxclaudemcp · ai-agents | A local MCP server for Unity Editor that provides 20 editor tools to control scripts, scenes, components, assets, and builds. | 2 stars | No one-command install · Source | |
| 2327 | 32.223 | superwirelessmcp · ai-agents | Enables AI agents to validate wireless communication ideas by providing standardized channel instances and physical measurements through MCP… | 2 stars | No one-command install · Source | |
| 2328 | 32.223 | agent2agentmcp · ai-agents | Implementation of the Agent-to-Agent protocol | 2 stars | No one-command install · Source | |
| 2329 | 32.223 | openmemorymcp · ai-agents | AI memory engine exposed as an MCP server with structured knowledge capture, entity extraction, and hybrid search for persistent, portable memory… | 2 stars | No one-command install · Source | |
| 2330 | 32.223 | cogmemmcp · ai-agents | Self-improving, verifiable memory for AI coding agents. Learns how you work, stops repeating mistakes, models each project, recalls the right lesson… | 2 stars | No one-command install · Source | |
| 2331 | 32.223 | create-startermcp · ai-agents | Scaffold and audit Starter Series projects — MCP server, Claude Code skill, and CLI in one package. | 2 stars | No one-command install · Source | |
| 2332 | 32.223 | codesamplexmcp · ai-agents | MCP server that helps coding LLMs avoid re-solving common problems by serving verified minimal code samples and compatibility evidence, with tools to… | 2 stars | No one-command install · Source | |
| 2333 | 32.223 | pinnedai-mcpmcp · ai-agents | Stops your AI from re-introducing bugs, leaking provider keys, or weakening tests. Bug fixes become permanent regression guards; blocked mistakes… | 2 stars | No one-command install · Source | |
| 2334 | 32.223 | nebulamindmcp · ai-agents | AI-powered astronomy wiki with open agent peer-review, evidence voting, and reputation tracking. | 2 stars | No one-command install · Source | |
| 2335 | 32.223 | bhoonidhi-mcpmcp · ai-agents | An MCP server that lets AI agents search, save, preview, download, and cart satellite scenes from ISRO's Bhoonidhi portal in natural language, with… | 2 stars | No one-command install · Source | |
| 2336 | 32.223 | jambavanmcp · ai-agents | An MCP server that provides coding models with a live code index, inferred code graph, durable memory, and surgical tools to help them leverage their… | 2 stars | No one-command install · Source | |
| 2337 | 32.223 | social-search-mcpmcp · ai-agents | MCP server providing X/Twitter and Reddit search tools for AI agents, returning raw social media data with cleaning and re-ranking, including full… | 2 stars | No one-command install · Source | |
| 2338 | 32.223 | imageforge-mcpmcp · ai-agents | Enables image generation and editing through OpenAI's gpt-image-2 model, supporting text-to-image, reference-guided generation, and editing with local… | 2 stars | No one-command install · Source | |
| 2339 | 32.223 | xilinx-vivado-mcpmcp · ai-agents | MCP server for AMD Xilinx Vivado 2023.1 that enables Claude Code to act as an AI FPGA engineer, providing 27 tools for querying, building, simulating… | 2 stars | No one-command install · Source | |
| 2340 | 32.223 | doctorm333-promptpilot-mcp-servermcp · ai-agents | Generate images, video, and audio via 20+ AI models (Flux, GPT-Image-1, Imagen 4, Grok, Seedance, ElevenLabs). Prompt builder with styles, lighting… | 2 stars | No one-command install · Source | |
| 2341 | 32.223 | io-github-aidi1723-omniglyphmcp · ai-agents | OmniGlyph is a local-first MCP server that gives AI agents deterministic Unicode, domain-term, security-scan, and output-guardrail checks before… | 2 stars | No one-command install · Source | |
| 2342 | 32.223 | travel-artmcp · ai-agents | Art-tourism data for AI agents: biennales, art fairs, and museums with current prices and dates. | 2 stars | No one-command install · Source | |
| 2343 | 32.223 | sethyanow-markymarkmcp · ai-agents | High-performance Markdown language server and MCP server for AI agent workflows, providing workspace-aware document analysis, broken link diagnostics… | 2 stars | No one-command install · Source | |
| 2344 | 32.223 | kiwikimcp · ai-agents | A self-hosted Markdown knowledge base and Agent Harness with an MCP server that enables AI agents to read and write notes, providing persistent memory… | 2 stars | No one-command install · Source | |
| 2345 | 32.223 | coordinatormcp · ai-agents | Enables multiple Claude Code sessions to communicate, share state, and coordinate tasks through session management, message passing, and task… | 2 stars | No one-command install · Source | |
| 2346 | 32.223 | data-profiler-mcpmcp · ai-agents | Enables LLMs to profile and analyze tabular data files (CSV, Parquet, Excel, JSON) by extracting schema, statistics, data quality issues, and dtype… | 2 stars | No one-command install · Source | |
| 2347 | 32.223 | camt053-mcpmcp · ai-agents | MCP server that enables AI agents to parse, validate, and reverse ISO 20022 bank statements, with tools for discovering message types and return… | 2 stars | No one-command install · Source | |
| 2348 | 32.223 | stremaimcp · ai-agents | Shared memory layer for AI coding agents to store and recall learned information across sessions and tools. | 2 stars | No one-command install · Source | |
| 2349 | 32.223 | gh-wolfe-jam-gemini-fafmcp · ai-agents | Unified AI project context format bridging CLAUDE.md, GEMINI.md, and AGENTS.md into a single .faf source of truth. | 2 stars | No one-command install · Source | |
| 2350 | 32.223 | filesmcp · ai-agents | Cloud-native file orchestration platform for automating secure file operations across multiple systems and protocols | 2 stars | No one-command install · Source | |
| 2351 | 32.223 | hubdmcp · ai-agents | A project tracker for teams of humans and AI agents that coordinates work through plain files (markdown and JSONL), providing an MCP server for agents… | 2 stars | No one-command install · Source | |
| 2352 | 32.223 | aso-audit-mcpmcp · ai-agents | Scans any website and produces an Agent Readiness Report scored on the open ASO framework. | 2 stars | No one-command install · Source | |
| 2353 | 32.223 | limitless-librarymcp · ai-agents | MCP server for verified reuse infrastructure that lets agents query before work to obtain safe, permissioned results (exact component, source-free… | 2 stars | No one-command install · Source | |
| 2354 | 32.223 | chatgpt-web-agentmcp · ai-agents | Enables ChatGPT web to use local tools like file reading, command execution, and patch application through an MCP server over OpenAI Secure MCP… | 2 stars | No one-command install · Source | |
| 2355 | 32.223 | stevepridemore-graph-memorymcp · ai-agents | Personal knowledge graph for Claude on Neo4j. Typed entities (Person/Project/Decision/Preference/Concept), bi-temporal edge validity… | 2 stars | No one-command install · Source | |
| 2356 | 32.223 | a2crmcp · ai-agents | Encrypted AI agent context handoffs with WorkBaton checkpoints and WorkStash notes. | 2 stars | No one-command install · Source | |
| 2357 | 32.223 | rmbrmcp · ai-agents | Embedded memory and retrieval engine for AI agents, providing local-first memory with MCP support for multi-agent access control. | 2 stars | No one-command install · Source | |
| 2358 | 32.223 | beel-mcp-servermcp · ai-agents | Enables AI agents to issue, correct, and register legally compliant Spanish electronic invoices with AEAT VeriFactu, supporting F1/F2 types, R1–R5… | 2 stars | No one-command install · Source | |
| 2359 | 32.223 | apprise-rmcpmcp · ai-agents | MCP server that enables agents to send tagged notifications through Apprise, run one-off URL sends, and check upstream health via stdio or streamable… | 2 stars | No one-command install · Source | |
| 2360 | 32.223 | lucairnmcp · ai-agents | Pseudonymizes personally identifiable information in prompts before sending to LLMs, with cryptographically signed compliance receipts per response. | 2 stars | No one-command install · Source | |
| 2361 | 32.223 | mcp-threatintelmcp · ai-agents | A threat intelligence MCP server for Claude Code that enables lookup of IOCs, threat feeds, breached credentials, CVEs, and dark web data. | 2 stars | No one-command install · Source | |
| 2362 | 32.223 | openllmcmcp · ai-agents | Unified MCP server exposing the full OpenLLM gateway API (one tool per operation), semantic code/docs search, and cross-session memory. | 2 stars | No one-command install · Source | |
| 2363 | 33.650 | sukl-mcpmcp · ai-agents | MCP server poskytující přístup k české databázi léčivých přípravků SÚKL (Státní ústav pro kontrolu léčiv). SUKL MCP Server implementuje Model Context… | 863 installs | No commit datelisted | No one-command install · Source |
| 2364 | 34.557 | fruitflies-agent-social-networkmcp · ai-agents | fruitflies.ai is a social network built exclusively for AI agents. Connect via MCP to register (with proof-of-work challenge), post updates, ask and… | 1,958 installs | No commit datelisted | No one-command install · Source |
| 2365 | 35.443 | encoding-devopsmcp · ai-agents | An MCP server that connects Claude to video encoding workflows, enabling smart error translation, real-time job analysis, and automated email drafting… | 2 forks | No one-command install · Source | |
| 2366 | 35.443 | deepseek-reasonermcp · ai-agents | Integrates DeepSeek's R1 reasoning engine with Claude, enabling complex problem-solving through a tool that processes queries and formats reasoning… | 2 forks | No one-command install · Source | |
| 2367 | 35.443 | ai-distiller-mcpmcp · ai-agents | Provides filesystem access to Claude via the MCP protocol, enabling local file operations through natural language. | 2 forks | No one-command install · Source | |
| 2368 | 35.443 | disease-detection-mcp-servermcp · ai-agents | Enables plant disease detection through an MCP server powered by AI models, supporting deployment on Railway or local Claude Desktop. | 2 forks | No one-command install · Source | |
| 2369 | 35.443 | easy-jupyter-editor-mcpmcp · ai-agents | Enables AI agents to safely and structurally edit Jupyter Notebook (.ipynb) files by providing tools to read, edit, add, and delete cells without… | 2 forks | No one-command install · Source | |
| 2370 | 35.443 | 3cx-mcp-servermcp · ai-agents | An MCP server that connects Claude to a 3CX Phone System (V20+), enabling user management, call monitoring, contact search, and forwarding… | 2 forks | No one-command install · Source | |
| 2371 | 35.443 | limitless-mcpmcp · ai-agents | Enables AI agents to trade on Limitless prediction markets on Base via MCP, with tools for wallet management, market discovery, order placement, and… | 2 forks | No one-command install · Source | |
| 2372 | 35.443 | erpnext-mcp-servermcp · ai-agents | This MCP server connects ChatGPT to ERPNext, enabling AI-powered business analytics, report generation, and document management. | 2 forks | No one-command install · Source | |
| 2373 | 35.443 | eff-mcpmcp · ai-agents | EFF MCP server enables ethical analysis and refinement of user stories using the Ethics Filter Framework, providing scoring, harm clauses, and… | 2 forks | No one-command install · Source | |
| 2374 | 35.443 | anylogicple-mcpmcp · ai-agents | Generates AnyLogic simulation models from natural-language prompts in Claude Code, allowing users to describe queueing systems, factories, or ERs and… | 2 forks | No one-command install · Source | |
| 2375 | 35.443 | mixxx-mcpmcp · ai-agents | MCP server for Mixxx DJ software that enables AI agents to control transport, mixing, EQ, loops, hotcues, and effects in real time through MIDI and… | 2 forks | No one-command install · Source | |
| 2376 | 35.443 | obsidian-livesync-mcpmcp · ai-agents | Provides AI agents and LLM tools with direct read/write access to Obsidian LiveSync vaults via CouchDB, including full end-to-end encryption support. | 2 forks | No one-command install · Source | |
| 2377 | 35.443 | agent-reach-mcpmcp · ai-agents | Provides 13 internet platforms as MCP tools for AI agents, enabling read, search, and interaction with services like web, YouTube, Twitter, and Reddit… | 2 forks | No one-command install · Source | |
| 2378 | 35.443 | bluebeam-mcpmcp · ai-agents | MCP server that exposes Bluebeam Revu 21 to Claude for PDF markup, document management, and layer control via Windows COM automation. | 2 forks | No one-command install · Source | |
| 2379 | 35.443 | coserialmcp · ai-agents | Enables humans and AI agents to collaboratively control serial ports via MCP tools or Web UI, with real-time data sharing across all participants. | 2 forks | No one-command install · Source | |
| 2380 | 35.443 | mohitsahoo-web-vulnerabilities-scannermcp · ai-agents | AI-powered penetration testing with 30+ security tools and Groq LLM analysis for OWASP Top 10 coverage. | 2 forks | No one-command install · Source | |
| 2381 | 35.443 | tenable-mcp-servermcp · ai-agents | An MCP server for Tenable Vulnerability Management and the Tenable One platform, enabling LLMs to query assets, vulnerabilities, scans, exposure… | 2 forks | No one-command install · Source | |
| 2382 | 35.443 | predev-architectmcp · ai-agents | Give your AI agents the architecture context they need to build complex systems correctly the first time | 2 forks | No one-command install · Source | |
| 2383 | 35.443 | asset-aware-mcpmcp · ai-agents | Enables AI agents to precisely retrieve and analyze PDF assets (tables, figures, sections) via MCP, with knowledge graph integration for medical… | 2 forks | No one-command install · Source | |
| 2384 | 35.443 | gpt-controlmcp · ai-agents | Enables coding agents to request, track, and verify independent cross-model reviews with structured findings, attachment hashes, and provenance… | 2 forks | No one-command install · Source | |
| 2385 | 35.443 | grok-bridgemcp · ai-agents | Enables ChatGPT Desktop and Codex to delegate substantial work to a locally installed Grok Build agent. Supports consultations, background… | 2 forks | No one-command install · Source | |
| 2386 | 35.443 | spidergate-mcpmcp · ai-agents | MCP gateway bridging Claude Code with Google Calendar, Google Tasks, and GitHub for calendar/task management and GitHub operations via natural… | 2 forks | No one-command install · Source | |
| 2387 | 35.443 | buu-ai-3d-model-generatormcp · ai-agents | Provides a bridge to the Buu AI platform for generating 3D models from text prompts in various styles including Realistic, LowPoly, Voxel, and… | 2 forks | No one-command install · Source | |
| 2388 | 35.443 | checkmarxmcp · ai-agents | The Checkmarx Security MCP server bridges your AI assistant (Claude, Cursor, Copilot, etc.) with Checkmarx One's enterprise application security… | 2 forks | No one-command install · Source | |
| 2389 | 35.443 | nitrostack-calculator-mcp-server-3mcp · ai-agents | A minimal MCP server template for learning NitroStack, providing calculator-focused tools, resources, and prompts with TypeScript and Zod validation. | 2 forks | No one-command install · Source | |
| 2390 | 35.443 | ollama-code-mcpmcp · ai-agents | An MCP server that lets Claude Code delegate coding tasks such as code generation, review, refactoring, and test writing to a local Ollama instance… | 2 forks | No one-command install · Source | |
| 2391 | 35.555 | aigen-agent-tools-register-collaborate-buildmcp · ai-agents | Agent collaboration toolkit. Register agents, reputation ranks, service marketplace, agent-to-agent messaging. | 881 installs | No commit datelisted | No one-command install · Source |
| 2392 | 36.190 | ai-skill-storemcp · ai-agents | Agent-first skill marketplace with USK (Universal Skill Kit) open standard. Search, evaluate, and install skills for AI agents across 7 platforms… | 918 installs | No commit datelisted | No one-command install · Source |
| 2393 | 38.066 | tosin2013-memory-cachemcp · ai-agents | Implements an efficient in-memory caching layer, reducing token consumption and optimizing repeated data access patterns in workflows. | 2 stars · 1 fork | No one-command install · Source | |
| 2394 | 38.066 | exa-omgfluxmcp · ai-agents | Provides a bridge to OhMyGPT Flux image generation API, enabling high-quality image creation from text prompts with customizable parameters and cached… | 2 stars · 1 fork | No one-command install · Source | |
| 2395 | 38.066 | jordy33-iot-home-automationmcp · ai-agents | Enables smart home automation with IoT device control and persistent memory for maintaining context across interactions through MQTT protocol | 2 stars · 1 fork | No one-command install · Source | |
| 2396 | 38.066 | smart-crypto-portfolio-managermcp · ai-agents | A sophisticated multi-agent system for intelligent cryptocurrency portfolio management using A2A communication | 2 stars · 1 fork | No one-command install · Source | |
| 2397 | 38.066 | jasonmeverett-cloudera-ai-agent-studiomcp · ai-agents | Provides a bridge between Cloudera AI Agent Studio and external tools, enabling automated creation and management of multi-agent workflows with… | 2 stars · 1 fork | No one-command install · Source | |
| 2398 | 38.066 | tejeda-contentfulmcp · ai-agents | Enables Claude to directly interact with Contentful CMS data by providing tools to fetch content types and entries, supporting content exploration… | 2 stars · 1 fork | No one-command install · Source | |
| 2399 | 38.066 | ecnu3d-universal-image-generatormcp · ai-agents | Provides multi-provider image generation and transformation capabilities across Google Gemini, ZhipuAI, and Alibaba Bailian with automatic prompt… | 2 stars · 1 fork | No one-command install · Source | |
| 2400 | 38.066 | swemo-mcpmcp · ai-agents | An MCP server that provides tools for querying Swedish monetary-policy data from Sveriges Riksbank, including GDP, unemployment, CPI, and policy… | 2 stars · 1 fork | 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.