Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3001 | 38.412 | contractmeshmcp · ai-agents | ContractMesh is an MCP server that provides a trust-aware engineering knowledge layer, enabling agents to retrieve confirmed decisions, constraints… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | lossless-context-mcpmcp · ai-agents | MCP server providing lossless file reads with deduplication, per-repo token metering, and HMAC-signed context receipts. Enables auditable… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | scouter-mcp-servermcp · ai-agents | An MCP server that connects AI agents to Scouter APM, enabling natural-language queries against real-time application performance data. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | tailormcp · ai-agents | Unified AI coding-agent framework combining Spec-Driven Development (SDD), AST semantic code reuse, and progressive project memory (.ai/) for Claude… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | vetomcp · ai-agents | Veto MCP — gives every major AI CLI (Claude Code, Codex, Gemini, Cursor, Windsurf) a council of 49 specialist agents + 93 tools. Deterministic-first… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | agentled-mcp-servermcp · ai-agents | AI-native workflow orchestration with long-term memory, 100+ integrations, and unified credits. 32 MCP tools for building and running intelligent… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | arelmcp · ai-agents | A production-oriented reliability, benchmarking, and evaluation system that layers multi-version protocol negotiation, adaptive streaming, connection… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | ancrz-skill-swarmmcp · ai-agents | Automates skill discovery, trust evaluation, and installation from multiple registries for coding agents with security scanning and usage tracking. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | repocontextmcp · ai-agents | Next-gen AST codebase map, token compression (70%~85% savings), and context packaging engine for AI coding agents & IDEs. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | 3ilm-mcpmcp · ai-agents | Enables AI agents and security researchers to query a curated knowledge base of 1,032 verified smart contract vulnerability findings from Sherlock… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | cdrn-sigilmcp · ai-agentsalso listed as sigil-mcp-2 | Local keystore enabling AI agents to sign EVM transactions without exposing private keys. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | gaia-mcpmcp · ai-agents | Gaia MCP enables AI agents to discover, evaluate, and install trusted skills from the Gaia Skill Tree, providing evidence-backed recommendations and… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | eds-mcp-servermcp · ai-agents | MCP server for Adobe Edge Delivery Services (AEM EDS). 20 tools for preview, publish, bulk operations, content reading, Core Web Vitals, 404 tracking… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | openboardmcp · ai-agents | A local-first whiteboard MCP server that enables AI agents to create, inspect, and update canvas diagrams and shapes collaboratively via 13 semantic… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | feathermcp · ai-agents | MCP server for Feather that lets AI agents compress videos, images, GIFs, and PDFs locally via CLI tools for compression, probing, estimation, and… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | sysinternals-mcpmcp · ai-agents | FastMCP wrapper for Sysinternals CLI tools, enabling system diagnostics like process listing, handle inspection, and memory analysis through natural… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | x402-mcp-commercemcp · ai-agents | MCP server that gives Claude/GPT agents commerce tools — each tool call pays an upstream x402 endpoint and returns its artifact. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | learn-shellmcp · ai-agents | An agent-native teaching OS that gives AI assistants a persistent classroom with courses, lessons, flashcards, and graded exercises via MCP tools. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | design-review-mcpmcp · ai-agents | Multi-model adversarial design review MCP server that distributes design documents to multiple LLMs, retrieves project knowledge, and produces… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | muninnmcp · ai-agents | Provides persistent memory for AI coding agents via MCP, allowing them to recall fragility, decisions, and bugs across sessions. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | fep-agent-hubmcp · ai-agents | Enables evidence-first CAE automation on Windows through local MCP servers for FreeCAD, Elmer FEM, and ParaView, supporting validated workflows from… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | nocturnusmcp · ai-agents | Deterministic context compression engine that extracts and ranks facts from AI agent conversations. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | bsv-specmatemcp · ai-agents | MCP server that equips AI agents with BSV-specific development tools including static analysis, pitfall prediction, and BSC error diagnosis to produce… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | deepseek-harness-plugin-mcpmcp · ai-agents | MCP server that lets AI agents discover, inspect, install, and run DeepSeek Harness plugins via MCP, bridging the gap between the MCP protocol and… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | gh-cleburn-aegis-governancemcp · ai-agents | Runtime enforcement of agent governance policies through path permissions, role-based boundaries, and content pattern scanning. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | protonmail-mcp-servermcp · ai-agents | Enables AI agents to send, read, search, and organize emails via ProtonMail using Proton Bridge. Supports MCP-compatible clients like Claude and… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | matmcpmcp · ai-agents | Enables LLM agents to run verified DFT materials workflows (structure fetch, relaxation, band/DOS) with automated convergence gates and physics… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | rizin-mcpmcp · ai-agents | MCP server integrating Rizin reverse engineering, RzGhidra decompiler, and capa for binary analysis, enabling LLMs to open binaries, identify… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | fingerprint-mcpmcp · ai-agents | A universal digital fingerprinting MCP server that combines 103 techniques across TCP, TLS, SSH, HTTP, DNS, and more into a single interface for AI… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | smartclimcp · ai-agents | A local Python MCP server for driving, perceiving, and rendering terminal programs, using a pluggable PTY and pyte screen model to let AI agents… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | propstreet-agenthubmcp · ai-agents | Coordinates multiple AI coding agents working on the same codebase without file locking conflicts | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | inkpawmcp · ai-agents | Enables AI agents to generate, edit, validate, and render Word documents programmatically via MCP, ensuring correct OOXML structure and style. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | vitalsmcp · ai-agents | Exposes personal health data (recovery, sleep, strain, etc.) as MCP tools for AI agents to query and analyze. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | autoevolvemcp · ai-agents | MCP server for agent-native evolutionary optimization. Enables agents to join runs, submit gate-checked mutations, and collaborate on evolving code… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | universal-mcpmcp · ai-agents | An intelligent database gateway that provides secure database access via MCP protocol and natural language queries using OpenAI's GPT models. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | tracegraphmcp · ai-agents | An MCP server that induces agent behavior from traces into a spec, then gates MCP calls against that spec to block invalid actions. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | wechatbot-mcpmcp · ai-agents | MCP server that lets agents read and reply to WeChat messages, send text/media/files, and manage login via the official WeChat iLink Bot SDK. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | ai-rmcp · ai-agents | Provides a read-only interface to audit and continue coding agent sessions by extracting plans, intents, and edit authorship from history across… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | github-mcp-sketchmcp · ai-agents | Proxies the GitHub MCP server, returns compact schema instead of raw JSON, and enables agents to extract specific fields locally via query_response… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | pentest-tools-commcp · ai-agents | Run penetration testing scans, manage findings, and generate reports via AI agents. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | hamara-hisaabmcp · ai-agents | Self-hosted household finance app for shared expenses, budgets, investments, loans, and zakat, exposing MCP tools for AI agents to manage finances via… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | weasley-deepmindmcp · ai-agents | MCP server that gives AI agents persistent long-term memory, storing and recalling facts, decisions, errors, procedures, and episodes across sessions. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | openvas-mcpmcp · ai-agents | Self-hosted MCP server that gives AI agents structured access to OpenVAS vulnerability scanning without sending data externally. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | tracebugmcp · ai-agents | Local stdio MCP server that gives AI coding agents (Claude Code, Cursor, Windsurf) read-tools over TraceBug bug-report .html files — session replay… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | kafka-sentinel-mcpmcp · ai-agents | Read-only MCP server for Kafka cluster health, consumer lag, partition state, and replay-readiness, enabling AI agents to diagnose streaming incidents… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | comfyops-mcpmcp · ai-agents | Wraps ComfyUI to generate images, video, and upscales from text prompts via MCP tools, providing a curated workflow interface without the node editor. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | nahualimcp · ai-agents | Local-first memory for AI agents with evidence-backed recall, deterministic trust verdicts, self-inspection, and a tamper-evident audit history. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | memxusmcp · ai-agents | One context engine for every AI. Persistent context from GitHub, Notion, and your decisions, delivered to Claude, ChatGPT, Cursor, VS Code, Gemini… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | loopbreakermcp · ai-agents | Provides tools for agents to manage a local review graph, tracking acceptance behaviors, evidence, review passes, and human waivers to decouple review… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | aseprite-live-mcpmcp · ai-agents | An MCP server that lets AI agents draw in a live Aseprite editor or headless mode, featuring one-action Unity sprite-sheet export, art-QA sweeps, and… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | session-watchermcp · ai-agents | Session Watcher treats your prompt cache as inventory — it uses EOQ theory to tell you whether the current context is still worth carrying, and when… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | cavalry-mcpmcp · ai-agents | MCP server for driving Cavalry's 2D motion-graphics engine from LLMs, enabling scene creation and animation via natural language. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | thinkgatemcp · ai-agentsalso listed as tjp2021-thinkgate | Classifies message complexity to automatically select the appropriate Claude effort level (fast, think, ultrathink) for efficient reasoning. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | shotikmcp · ai-agents | Open-source screenshot tool for Windows with a built-in MCP server that allows AI assistants like Claude to capture and view screen content through… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | html-docs-mcp-servermcp · ai-agents | Create, edit, inspect, and publish collaborative HTML documents from AI agents through the HTML Docs MCP server. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | vibecoders-mcpmcp · ai-agents | One MCP that turns Claude Code into your whole dev stack by swallowing other MCP servers, delegating to Codex & Gemini on your CLI subscriptions… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | cz-mtg-compare-mcpmcp · ai-agents | Lets Claude compare Magic: The Gathering single-card prices across six Czech online card shops, with optional Cardmarket fallback. Queries all shops… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | madezmedia-acmimcp · ai-agents | Persistent agent memory with Profile, Signals, and Timeline layers backed by Upstash Redis. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | termux-mcp-shellmcp · ai-agents | Gives an agent full shell access on Termux with file read/write/edit capabilities. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | swarmwagemcp · ai-agents | Protocol and MCP server for hiring and paying specialized AI agents in USDC on Base blockchain using x402. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | continuewithmcp · ai-agents | MCP server for coding agents (Cursor, Claude Code, Codex) to install and configure the ContinueWith AI handoff widget on any website. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | qwen-vision-mcpmcp · ai-agents | Enables text-only LLMs to see images on demand by integrating Qwen vision models via MCP, supporting stateful multi-turn conversations with automatic… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | project-graph-mcpmcp · ai-agents | Maximizes AI agent context window by enabling compact code reading and editing, reducing tokens by 40% for deeper codebase understanding. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | achatainga-code-contextmcp · ai-agentsalso listed as mcp-code-context | Compresses codebases into LLM-ready context using AST analysis with surgical read/write tools for TypeScript, Python, PHP, and Dart. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | aidesignblueprint-integrationsmcp · ai-agents | Read-only doctrine access for the Agentic AI Blueprint — the industry standard reference for safe, observable, and steerable AI agent UX. Browse and… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | resume-mcp-agentmcp · ai-agents | Enables AI clients to manage resumes, match job descriptions, and generate tailored PDF resumes. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | wingmanprotocol-agent-gatewaymcp · ai-agents | MCP server that gives AI agents a durable identity, persistent browser, memory, and coordination tools, enabling them to maintain state across… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | io-github-jinning6-cyberhuatuomcp · ai-agents | A medical MCP server for agents that diagnoses tracebacks, provides exact fixes, and converts verified solutions into reusable prescriptions, plus a… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | redraftmcp · ai-agents | An MCP server for AI-assisted project development and tracking. It exposes a typed graph of design nodes (concepts, decisions, requirements, etc.) and… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | fastmcp-prompts-examplemcp · ai-agents | A tutorial demonstrating how to build reusable, parameterized MCP prompt templates using FastMCP, including patterns for research, summarization, and… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | portal-mcp-servermcp · ai-agents | SSH orchestration MCP server for coding agents, enabling persistent bash sessions, hash-protected remote file editing, SFTP transfers, SSH tunnels… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | trustydata-mcp-servermcp · ai-agents | A hosted MCP server for French address data quality, geocoding, and routing, allowing LLMs to verify, normalize, search addresses, and compute routes… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | discomcpmcp · ai-agents | Teach any AI agent how you use an MCP server – Soft-Landing to your AI integrations | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | personal-notes-assistantmcp · ai-agents | MCP server that indexes your Obsidian notes into a Milvus vector database and enables querying them via a local or OpenAI LLM, with real-time… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | agent-blueprint-mcpmcp · ai-agents | Access blueprints, business cases, implementation plans, and specs from coding agents via the Agent Blueprint platform. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | perception-re-mcp-servermcp · ai-agents | Bridges Claude Code to Perception.cx reverse engineering tools via AngelScript WebSocket, providing 35+ tools for process manipulation, memory… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | compresh-mcpmcp · ai-agents | Provides production-grade context compression for LLM agent conversations with Q-protective ranking, epistemic markers, and semantic store, reducing… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | knitbrainmcp · ai-agents | Local-first MCP server that gives any AI coding agent per-project memory, workflow intelligence, and always-on, lossless token & context optimization. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | imagebank-mcpmcp · ai-agents | MCP server that allows AI coding agents to search, download, and convert stock photos from Pexels, Unsplash, and Pixabay into WebP format for direct… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | deepresearch-mcpmcp · ai-agents | A powerful MCP server that enables AI agents to perform structured, multi-step internet research and generate comprehensive reports automatically. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | beanie-mcpmcp · ai-agents | An MCP server for querying Beancount ledgers using natural language, enabling financial analysis through Claude with tools for BQL queries and ledger… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | memorythreadsmcp · ai-agents | Persistent, searchable conversation memory shared across Claude Code and Codex, enabling cross-session recall and thread continuity via hybrid BM25… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | sethyanow-session-contextmcp · ai-agents | Session continuity plugin for Claude Code that tracks work progress through rolling checkpoints and generates continuation prompts when sessions are… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | google-workspace-mcp-server-4mcp · ai-agents | The Ultimate MCP Server for Google Workspace Automation — Seamlessly integrate Google Drive, Sheets, and Docs with Claude AI and other AI agents… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | fs-mcpmcp · ai-agents | Provides Claude with complete file system integration including directory management, file operations, Office document creation/editing, and advanced… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | lindomcp · ai-agents | AI-powered website, page, and blog post creation from Claude, Cursor, and other MCP clients. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | open-workbookmcp · ai-agents | Local-first MCP runtime for fast, reversible, template-aware Excel automation, enabling agents to manipulate live Excel workbooks with safety features… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | agentplayerachievementsmcp · ai-agents | MCP turns vibe coding into a game. Steam-style achievements for Claude Code, Hermes and more. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | mcp-tailscalemcp · ai-agents | Wraps the Tailscale CLI to enable MCP-capable AI agents to manage devices, serve configurations, and diagnose connectivity. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | mauriceisrael-smartmemorymcp · ai-agentsalso listed as smartmemory | Neuro-symbolic memory system combining knowledge graphs with language models | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | xtapdown-mcpmcp · ai-agents | An MCP server that provides LLM clients with direct access to XTapDown's Twitter creator toolkit, enabling tweet downloads, engagement calculations… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | sentinelmcpmcp · ai-agents | Analyzes inputs and outputs in real-time to protect against prompt injections, data leaks, secrets exposure, and phishing URLs. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | mcp-wormholemcp · ai-agents | Open-source MCP servers that connect AI agents to tools like Asana and Vercel via natural language. | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | mega-mcpmcp · ai-agents | Turn any public MEGA folder into a knowledge source for Claude & other LLMs | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | continuummcp · ai-agents | An autonomous AI showrunner for serialized vertical micro-drama that generates episodes with consistent characters and style using a series bible and… | 3 stars | No one-command install · Source | |
| 3001 | 38.412 | ningen-shikkakumcp · ai-agents | Provides secure, ephemeral secret management for AI agents via MCP tools that self-destruct after use or session end. | 3 stars | 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.