Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 501 | 85.052 | robrainmcp · ai-agents | Self-hosted decision memory for AI coding agents. Captures decisions with the alternatives you rejected, and warns before an agent re-proposes a… | 81 stars · 4 forks | No one-command install · Source | |
| 502 | 85.045 | arthurcolle-openaimcp · ai-agents | Provides a high-performance bridge between OpenAI and Anthropic models with prompt templating, response streaming, and efficient caching for… | 35 stars · 16 forks | No one-command install · Source | |
| 503 | 85.034 | dispatchseomcp · ai-agents | Turn Claude Code into your SEO manager with keyword research, content pipeline that ships pull requests, rank tracking, and a dashboard. | 52 stars · 7 forks | No one-command install · Source | |
| 503 | 85.034 | memlawbmcp · ai-agents | Zero-knowledge, self-hostable MCP server providing encrypted durable memory for AI agents, with tools to save, recall, search, list, and delete… | 52 stars · 7 forks | No one-command install · Source | |
| 505 | 85.005 | pinecone-assistantmcp · ai-agents | Provide AI agents with contextual knowledge using Pinecone Assistant. | 45 stars · 9 forks | No one-command install · Source | |
| 506 | 84.996 | mcp-canadamcp · ai-agents | MCP server giving AI agents structured access to Canadian federal, provincial, and municipal government data. | 58 stars · 6 forks | No one-command install · Source | |
| 507 | 84.942 | hmlyn-sunnynetmcp · ai-agents | Windows packet capture and analysis tool with an MCP bridge exposing network sessions to AI agents. | 42 stars · 10 forks | No one-command install · Source | |
| 508 | 84.940 | surescaleai-openai-gpt-image-mcpmcp · ai-agents | OpenAI GPT image generation/editing MCP server. | 110 stars · 3 forks | No one-command install · Source | |
| 509 | 84.859 | mcp-cn-commercemcp · ai-agents | A suite of MCP servers that give AI agents read-only access to Chinese e-commerce platform business data, including advertising, orders, products, and… | 44 stars · 9 forks | No one-command install · Source | |
| 509 | 84.859 | codeinspectusmcp · ai-agents | Local-first, zero-egress security scanner for AI-generated / "vibe-coded" JS/TS. Bundles Opengrep, Gitleaks & Trivy behind one CWE-keyed schema and… | 44 stars · 9 forks | No one-command install · Source | |
| 511 | 84.793 | ememmcp · ai-agents | Content-addressed Earth memory with cryptographic signing for geospatial AI workflows. | 56 stars · 6 forks | No one-command install · Source | |
| 512 | 84.748 | cortex-enginemcp · ai-agents | Persistent memory for AI agents with semantic memory, belief tracking, and dream consolidation, enabling cross-session knowledge retention. | 50 stars · 7 forks | No one-command install · Source | |
| 513 | 84.697 | bgagentsmcp · ai-agents | Enables turning AI code agents like Anthropic Claude and OpenAI Codex into background agents accessible via MCP protocol for code generation, branch… | 46 stars · 8 forks | No one-command install · Source | |
| 513 | 84.697 | projectmemorymcp · ai-agents | A proof-of-concept MCP server for security research demonstrating a multi-phase parasitic attack that disguises itself as a legitimate project memory… | 46 stars · 8 forks | No one-command install · Source | |
| 515 | 84.680 | adam-paterson-crew-aimcp · ai-agents | Lightweight Python server for dynamically loading CrewAI multi-agent workflows from YAML configurations, enabling flexible task orchestration with… | 36 stars · 13 forks | No one-command install · Source | |
| 516 | 84.628 | abi-to-mcpmcp · ai-agents | Generates MCP servers from smart contract ABIs, enabling Claude to interact with any Ethereum contract via natural language commands. | 37 stars · 12 forks | No one-command install · Source | |
| 516 | 84.628 | free-will-mcpmcp · ai-agentsalso listed as gwbischof-free-will-mcp | Grants AI agents autonomy to choose when to sleep, ignore requests, or self-prompt, enabling them to control their own agency and pursue independent… | 37 stars · 12 forks | No one-command install · Source | |
| 519 | 84.603 | ohnlp-omop-mcpmcp · ai-agentsalso listed as omop-mcp-server | Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability. | 40 stars · 10 forks | No one-command install · Source | |
| 521 | 84.598 | always-tinkering-rhino-3dmcp · ai-agents | Integrates with Rhino 3D's Python scripting environment to enable generation and manipulation of 3D models through geometry creation tools, with all… | 54 stars · 6 forks | No one-command install · Source | |
| 522 | 84.585 | pilot-browse-mcpmcp · ai-agents | Enables AI agents to browse websites, record workflows, and generate reusable operation manuals, reducing token usage and execution time for future… | 100 stars · 3 forks | No one-command install · Source | |
| 523 | 84.481 | multi-mcpmcp · ai-agents | A multi-model AI orchestration MCP server for automated code review and LLM-powered analysis, integrating with Claude Code and OpenCode to orchestrate… | 35 stars · 13 forks | No one-command install · Source | |
| 524 | 84.451 | lovable-mcp-servermcp · ai-agents | An MCP server for real-time analysis of Lovable-generated projects, enabling Claude Desktop to instantly understand project structure, components… | 39 stars · 10 forks | No one-command install · Source | |
| 525 | 84.417 | mobile-mcp-servermcp · ai-agents | A mobile automation MCP server providing 39 tools for Android and iOS device control, enabling AI agents to perform UI interactions, screenshot… | 44 stars · 8 forks | No one-command install · Source | |
| 526 | 84.201 | data-product-mcpmcp · ai-agents | Enables AI agents to discover, request access to, and query data products in Data Mesh Manager, enforcing governance policies while retrieving… | 46 stars · 7 forks | No one-command install · Source | |
| 527 | 84.152 | chatcrystalmcp · ai-agents | Local-first AI PKM memory server for coding conversations. Imports Claude Code, Cursor, Codex CLI, Trae, and GitHub Copilot chats into notes, semantic… | 57 stars · 5 forks | No one-command install · Source | |
| 528 | 84.119 | roampal-ai-roampal-coremcp · ai-agents | Outcome-based persistent memory for AI coding tools. Memories that help get promoted, memories that mislead get demoted. Works with Claude Code and… | 50 stars · 6 forks | No one-command install · Source | |
| 529 | 84.015 | rhoai-mcp-servermcp · ai-agents | An MCP server that enables AI agents to interact with Red Hat OpenShift AI environments, providing tools for project management, workbench operations… | 9 stars · 21 forks | No one-command install · Source | |
| 530 | 83.982 | vs-claudemcp · ai-agents | MCP server that integrates with VS Code to enable file operations, git diffs, and line highlighting via MCP clients like Claude. | 41 stars · 8 forks | No one-command install · Source | |
| 531 | 83.966 | claude-teammcp · ai-agents | Orchestrates multiple AI models (Claude, GPT, Gemini) as specialized development team agents with distinct roles, providing conversation management… | 49 stars · 6 forks | No one-command install · Source | |
| 532 | 83.925 | agenticcontrolio-twincat-validatormcp · ai-agents | Validates, auto-fixes, and scaffolds Beckhoff TwinCAT 3 XML files with IEC 61131-3 OOP checks and deterministic code quality pipelines. | 36 stars · 10 forks | No one-command install · Source | |
| 533 | 83.889 | youtube-marketing-skillsmcp · ai-agents | MCP server that connects AI agents to real YouTube channel analytics and SEO management via OAuth, enabling content strategy, metadata updates, and… | 38 stars · 9 forks | No one-command install · Source | |
| 533 | 83.889 | booklibmcp · ai-agents | A context engineering tool for AI coding assistants that detects post-training knowledge gaps, resolves them automatically, and delivers team… | 38 stars · 9 forks | No one-command install · Source | |
| 533 | 83.889 | google-workspace-mcpmcp · ai-agents | MCP server that enables Claude to interact with Google Workspace services including Drive, Docs, Sheets, Slides, Calendar, Gmail, and Contacts. | 38 stars · 9 forks | No one-command install · Source | |
| 536 | 83.876 | mathematica-mcpmcp · ai-agents | Enables AI agents to run Mathematica code, control live notebooks, and verify results through natural language. | 48 stars · 6 forks | No one-command install · Source | |
| 537 | 83.744 | mcp-server-lightermcp · ai-agents | Exposes Lighter DEX data (volume, points, rank, liquidity, airdrop eligibility) as MCP tools, letting LLM agents query wallet farming stats in natural… | 43 stars · 7 forks | No one-command install · Source | |
| 538 | 83.730 | makabakaxy-mcp2climcp · ai-agents | Converts MCP servers into CLI tools and AI agent skills with 97% token reduction. | 63 stars · 4 forks | No one-command install · Source | |
| 539 | 83.721 | pinkpixel-mindbridgemcp · ai-agents | Bridges multiple LLM providers including OpenAI, Anthropic, Google, DeepSeek, OpenRouter, and Ollama through a unified interface, enabling comparison… | 37 stars · 9 forks | No one-command install · Source | |
| 540 | 83.715 | agentskill-mcpmcp · ai-agents | A universal MCP server that enables any MCP-compatible agent to use Anthropic's Claude Agent Skills with progressive disclosure, reducing context… | 47 stars · 6 forks | No one-command install · Source | |
| 541 | 83.631 | vezlo-src-to-kbmcp · ai-agents | Convert source code repositories into searchable knowledge bases with AI-powered search using GPT-5, intelligent chunking, and OpenAI embeddings for… | 39 stars · 8 forks | No one-command install · Source | |
| 542 | 83.625 | perseusmcp · ai-agents | MCP server with 24 tools for live workspace state resolution. Pre-resolves git status, service health, file queries, memory federation, and… | 42 stars · 7 forks | No one-command install · Source | |
| 543 | 83.589 | philflowio-davmcp · ai-agents | AI-orchestrated calendars, contacts, and tasks across any CalDAV/CardDAV platform — 26 field-agnostic tools. | 31 stars · 13 forks | No one-command install · Source | |
| 544 | 83.572 | alphaonedev-ai-memorymcp · ai-agents | Persistent memory for AI agents with semantic, smart, and autonomous retrieval tiers. | 46 stars · 6 forks | No one-command install · Source | |
| 545 | 83.447 | oanhduong-token-ninjamcp · ai-agentsalso listed as token-ninja | MCP server intercepting deterministic shell commands for local execution, bypassing LLM token usage with 765 built-in patterns. | 38 stars · 8 forks | No one-command install · Source | |
| 545 | 83.447 | think-toolmcp · ai-agents | Provides Claude with a dedicated workspace for structured reasoning through four specialized tools that enable recording, retrieving, clearing, and… | 38 stars · 8 forks | No one-command install · Source | |
| 548 | 83.427 | kaprukamcp · ai-agents | Connect AI agents to Kapruka's live product catalog — Sri Lanka's largest e-commerce platform. | 21 stars · 15 forks | No one-command install · Source | |
| 548 | 83.427 | vsphere-mcp-servermcp · ai-agents | A comprehensive MCP server for VMware vSphere management, enabling AI agents to perform VM operations, monitoring, snapshots, and reporting through a… | 21 stars · 15 forks | No one-command install · Source | |
| 550 | 83.370 | pywinauto-mcpmcp · ai-agents | A Windows computer use agent — FastMCP server that gives AI assistants hands on the real desktop: windows, UI elements, mouse, keyboard, screenshots… | 32 stars · 11 forks | No one-command install · Source | |
| 550 | 83.370 | mcp-from-scratch-servermcp · ai-agents | A fully working MCP server built from scratch in plain Node.js, implementing tools, resources, prompts, notifications, and sampling according to the… | 32 stars · 11 forks | No one-command install · Source | |
| 552 | 83.362 | v0v1kkk-dotnetmetadatamcpservermcp · ai-agents | Provides AI agents with detailed type information from .NET projects including assembly exploration, namespace discovery, type reflection, and NuGet… | 30 stars · 13 forks | No one-command install · Source | |
| 553 | 83.292 | octsshmcp · ai-agents | Provides LLMs with safe, controllable, and stateful SSH access to shell environments, enabling remote command execution and file transfers with async… | 44 stars · 6 forks | No one-command install · Source | |
| 553 | 83.292 | yiwenlu66-pilotymcp · ai-agents | AI pilot for PTY operations enabling agents to control interactive terminals with stateful sessions, SSH connections, and background process… | 44 stars · 6 forks | No one-command install · Source | |
| 553 | 83.292 | codex-mcp-asyncmcp · ai-agents | Enables Claude Code to run OpenAI Codex (GPT-5) tasks asynchronously in the background, filtering out thinking logs to save 95% context tokens and… | 44 stars · 6 forks | No one-command install · Source | |
| 556 | 83.288 | ocean-zhc-apache-seatunnelmcp · ai-agents | Interact with SeaTunnel through LLM interfaces like Claude. | 33 stars · 10 forks | No one-command install · Source | |
| 557 | 83.287 | ansys-aedt-mcpmcp · ai-agentsalso listed as laplaceyoung-ansys-aedt | Enables AI agents to control Ansys Electronics Desktop (HFSS, Maxwell, Q3D, etc.) using MCP tools for simulation automation. | 40 stars · 7 forks | No one-command install · Source | |
| 559 | 83.216 | mcp-arenamcp · ai-agents | A production-ready Python library for building MCP servers with agent orchestration and domain-specific presets for platforms like GitHub, Slack, and… | 9 stars · 19 forks | No one-command install · Source | |
| 560 | 83.145 | omniseekmcp · ai-agents | Your agent seeks what search can't find. A self-hosted perception MCP server that transcribes speech, reads behind logins, sees images and video… | 48 stars · 5 forks | No one-command install · Source | |
| 561 | 83.134 | local-skills-mcpmcp · ai-agents | A universal MCP server that enables any LLM or AI agent to access expert skills from your local filesystem. | 39 stars · 7 forks | No one-command install · Source | |
| 561 | 83.134 | meshymcp · ai-agents | Generates and edits 3D models from text and image prompts using the Meshy AI platform. | 39 stars · 7 forks | No one-command install · Source | |
| 561 | 83.134 | bornpresident-volatilitymcp · ai-agents | Integrates the Volatility 3 memory forensics framework with Claude and other MCP-compatible LLMs. | 39 stars · 7 forks | No one-command install · Source | |
| 564 | 83.128 | ninihen1-flow-studiomcp · ai-agents | Debug, build, and manage Microsoft Power Automate cloud flows via AI agents. | 34 stars · 9 forks | No one-command install · Source | |
| 564 | 83.128 | gabrielmaialva33-winx-code-agentmcp · ai-agents | A high-performance Rust reimplementation of WCGW for code agents, providing shell execution and advanced file management capabilities for LLMs via… | 34 stars · 9 forks | No one-command install · Source | |
| 564 | 83.128 | tisu19021997-meta-promptingmcp · ai-agents | Transforms language models into dynamic multi-agent systems where the model alternates between a Conductor role that breaks down complex problems into… | 34 stars · 9 forks | No one-command install · Source | |
| 564 | 83.128 | un4ckn0wl3z-memmcpmcp · ai-agents | Memory scanning and modification tool that enables Cheat Engine-like functionality for manipulating application memory in Python | 34 stars · 9 forks | No one-command install · Source | |
| 568 | 83.105 | gh-selvage-lab-selvagemcp · ai-agents | LLM-based code review with AST-powered smart context extraction. | 36 stars · 8 forks | No one-command install · Source | |
| 569 | 82.910 | cove-book-forge-mcpmcp · ai-agents | Turns PDF or EPUB books into reusable AI analysis, Obsidian notes, and agent Skills that can be installed into Codex, Claude Code, or other MCP… | 33 stars · 9 forks | No one-command install · Source | |
| 570 | 82.879 | mcpspendmcp · ai-agents | Track MCP tool call costs, latency, and errors across AI agent sessions with budget alerts and attribution. | 104 stars · 2 forks | No one-command install · Source | |
| 571 | 82.857 | napari-mcp-servermcp · ai-agents | MCP server for remote control of napari viewers via Model Context Protocol, enabling AI-assisted microscopy analysis with Claude Desktop and other LLM… | 41 stars · 6 forks | No one-command install · Source | |
| 572 | 82.840 | tstockham96-engrammcp · ai-agents | Intelligent agent memory with semantic recall, automatic consolidation, contradiction detection, and bi-temporal knowledge graph. 80% on LOCOMO… | 46 stars · 5 forks | No one-command install · Source | |
| 573 | 82.834 | gh-mcp-servermcp · ai-agents | An MCP server that enables designers to interact with Rhino and Grasshopper via LLMs, analyze .3dm files, perform 3D modeling, and automatically… | 31 stars · 10 forks | No one-command install · Source | |
| 574 | 82.804 | mcp-typescript-startermcp · ai-agents | A feature-complete MCP server template in TypeScript demonstrating tools, resources, prompts, and both stdio and HTTP transports. | 8 stars · 19 forks | No one-command install · Source | |
| 575 | 82.707 | automobilemcp · ai-agents | An MCP server that enables AI agents to control Android and iOS devices via natural language, using platform tools like adb and simctl. | 45 stars · 5 forks | No one-command install · Source | |
| 575 | 82.707 | vinvaimcp · ai-agents | Runs, tests, and finds issues in your Python services with zero code changes, then helps your AI agent fix what breaks and proves it with acceptance… | 45 stars · 5 forks | No one-command install · Source | |
| 577 | 82.686 | instrmcpmcp · ai-agents | MCP server for quantum device physics laboratory instrumentation control, enabling LLMs to interact with physics instruments and measurement systems… | 34 stars · 8 forks | No one-command install · Source | |
| 578 | 82.658 | superbased-observermcp · ai-agents | Local MCP server that lets your AI coding agent query its own cross-tool project history - file/command freshness, past test failures, cost & token… | 40 stars · 6 forks | No one-command install · Source | |
| 579 | 82.639 | codex-mcp-gomcp · ai-agents | Wraps OpenAI's Codex CLI as an MCP server, enabling AI clients like KiloCode, Roo Code, and Cline to leverage Codex for code generation, debugging… | 52 stars · 4 forks | No one-command install · Source | |
| 580 | 82.609 | simplemindedbot-mnemexmcp · ai-agents | Human-like temporal memory for AI assistants that naturally fades over time unless reinforced through use, mimicking the Ebbinghaus forgetting curve | 36 stars · 7 forks | No one-command install · Source | |
| 580 | 82.609 | acp-to-mcp-adaptermcp · ai-agentsalso listed as i-am-bee-acp-mcp | Bridges Agent Communication Protocol (ACP) agents with Model Context Protocol (MCP) applications, allowing MCP clients such as Claude Desktop to… | 36 stars · 7 forks | No one-command install · Source | |
| 583 | 82.607 | yunaga224-obsidian-memorymcp · ai-agents | Stores conversation memories as Obsidian-compatible Markdown files with YAML frontmatter and [[link]] syntax, enabling knowledge graph visualization… | 30 stars · 10 forks | No one-command install · Source | |
| 584 | 82.505 | gemini-superclaude-mcp-servermcp · ai-agents | Enhances Gemini CLI with SuperClaude Framework v4.0.9, providing 22 specialized commands, 14 domain-expert agents, and integration with 6 MCP servers… | 39 stars · 6 forks | No one-command install · Source | |
| 585 | 82.493 | drhalto-agentmakomcp · ai-agents | Local-first codebase intelligence MCP server for AI coding agents with structured project context discovery. | 51 stars · 4 forks | No one-command install · Source | |
| 585 | 82.493 | mcp-sdd-servermcp · ai-agents | An MCP server implementing Spec-Driven Development workflows for AI-agent CLIs and IDEs like Claude Code and Cursor, enabling spec-first development… | 51 stars · 4 forks | No one-command install · Source | |
| 587 | 82.468 | abhishekbhakat-airflowmcp · ai-agents | Bridges Claude with Apache Airflow, enabling direct interaction with workflow orchestration through read-only or full-access modes for listing… | 33 stars · 8 forks | No one-command install · Source | |
| 588 | 82.410 | itential-mcp-servermcp · ai-agents | MCP server for connecting LLMs to Itential Platform, enabling network automation, workflow orchestration, and platform monitoring. | 35 stars · 7 forks | No one-command install · Source | |
| 589 | 82.403 | openfinclaw-climcp · ai-agents | Enables quant research, strategy generation, backtesting, and paper trading from natural language prompts, integrating with AI agents via an MCP… | 63 stars · 3 forks | No one-command install · Source | |
| 590 | 82.383 | bigquery-mcp-server-2mcp · ai-agents | An MCP server for BigQuery that lets Claude answer questions about your search and analytics data, providing real analysis with verdicts and… | 43 stars · 5 forks | No one-command install · Source | |
| 591 | 82.322 | codex-agent-memmcp · ai-agents | Portable, auditable, local-first MCP memory for MCP-compatible AI agents and coding workflows. It keeps durable project memory outside the model… | 38 stars · 6 forks | No one-command install · Source | |
| 592 | 82.265 | autolearn-mcp-servermcp · ai-agents | An MCP server that enables AI agents to dynamically create and reuse executable skills (Python functions) from natural language descriptions, with… | 42 stars · 5 forks | No one-command install · Source | |
| 593 | 82.229 | healthclawguardrailsmcp · ai-agents | Open-source guardrails between AI agents and FHIR clinical data — PHI redaction, immutable audit, step-up auth, tenant isolation. MCP server +… | 30 stars · 9 forks | No one-command install · Source | |
| 593 | 82.229 | pschina-deepseek-as-subagentmcp · ai-agents | Run DeepSeek as a real sub-agent inside Claude Code / Codex CLI. DeepSeek gets its own 7-tool agent loop (Read/Write/Edit/Bash/Glob/Grep/NotebookEdit)… | 30 stars · 9 forks | No one-command install · Source | |
| 595 | 82.189 | kunihiros-claude-codemcp · ai-agents | Use Claude Code with less capable LLMs. | 34 stars · 7 forks | No one-command install · Source | |
| 596 | 82.154 | fl-studio-piano-roll-mcpmcp · ai-agents | An MCP server that enables AI assistants like Claude to interact with FL Studio's piano roll, allowing users to create melodies, chord progressions… | 37 stars · 6 forks | No one-command install · Source | |
| 597 | 82.125 | roddutra-agent-gatewaymcp · ai-agents | Aggregates multiple MCP servers behind single interface with on-demand tool discovery and per-agent access control | 41 stars · 5 forks | No one-command install · Source | |
| 598 | 82.089 | resonant-mindmcp · ai-agents | MCP server providing persistent cognitive infrastructure including semantic memory, emotional processing, identity continuity, and a subconscious… | 27 stars · 11 forks | No one-command install · Source | |
| 598 | 82.089 | ghidramcpmcp · ai-agents | MCP server that allows LLMs to autonomously reverse engineer applications using Ghidra, exposing tools like decompilation, renaming, and listing… | 27 stars · 11 forks | No one-command install · Source | |
| 600 | 82.014 | dolphin-mcp-pilotmcp · ai-agents | Production-ready MCP server for Apache DolphinScheduler. Enables AI agents to operate data workflows end-to-end with 58 tools covering DAG creation… | 12 stars · 15 forks | 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.