Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1301 | 22.557 | local-code-agentmcp · ai-agents | Enables external AI (ChatGPT, Claude) to securely access a local workspace via Cloudflare Tunnel, providing file operations, shell commands, Git… | 1 star | No one-command install · Source | |
| 1302 | 22.557 | glitch-mcpmcp · ai-agents | Connects AI developer tools to the Glitch Agent service for game marketing tasks such as Steam analysis, influencer outreach, PR planning, and… | 1 star | No one-command install · Source | |
| 1303 | 22.557 | geo-mcp-workermcp · ai-agents | Free geospatial MCP server for AI agents, providing geocoding, reverse geocoding, POI search, and route planning using OpenStreetMap data via… | 1 star | No one-command install · Source | |
| 1304 | 22.557 | slang-workflowsmcp · ai-agents | Run provable, .slang-driven multi-agent workflows inside Claude Code. A deterministic executor enforces typed output contracts, tool scoping, and… | 1 star | No one-command install · Source | |
| 1305 | 22.557 | minecraft-codex-companionmcp · ai-agents | Local MCP server that lets AI agents control a Minecraft Forge 1.20.1 NPC to chat, move, gather, craft, build, fight, and manage inventory in a… | 1 star | No one-command install · Source | |
| 1306 | 22.557 | romaco-mcpmcp · ai-agents | MCP server for romaco-charts. Control your trading chart from Claude, Cursor, or any MCP-compatible AI agent. | 1 star | No one-command install · Source | |
| 1307 | 22.557 | pacs008-mcpmcp · ai-agents | An MCP server that exposes the pacs008 ISO 20022 FI-to-FI Customer Credit Transfer library as tools for AI agents and assistants, enabling generation… | 1 star | No one-command install · Source | |
| 1308 | 22.557 | droidagentkitmcp · ai-agents | MCP server that provides AI coding agents real Android development tools—Gradle, adb, logcat, lint, crash triage—through a local, permissioned… | 1 star | No one-command install · Source | |
| 1309 | 22.557 | mnemonmcp · ai-agents | A self-hosted MCP server that provides a unified memory vault across MCP clients with hybrid BM25+vector search. | 1 star | No one-command install · Source | |
| 1310 | 22.557 | cisco-sdwan-mcpmcp · ai-agents | An MCP server for Cisco Catalyst SD-WAN that lets LLM clients query fabric inventory, device health, alarms, and path quality from vManage. It is… | 1 star | No one-command install · Source | |
| 1311 | 22.557 | context-repo-mcpmcp · ai-agents | An MCP server that enables AI assistants to manage Context Repo prompts, documents, and collections with semantic search and progressive disclosure… | 1 star | No one-command install · Source | |
| 1312 | 22.557 | longtermmemory-mcpmcp · ai-agents | A fully local MCP server that gives AI agents persistent, semantic long-term memory without any cloud dependencies. | 1 star | No one-command install · Source | |
| 1313 | 22.557 | ai-act-companionmcp · ai-agents | An MCP server that provides tools for deterministic EU AI Act risk classification and documentation generation, enabling human-in-the-loop AI system… | 1 star | No one-command install · Source | |
| 1314 | 22.557 | small-model-harness-mcpmcp · ai-agents | Provides context management, task classification, and routing tools for small models (1B-12B) in production agentic workflows. | 1 star | No one-command install · Source | |
| 1315 | 22.557 | tersignmcp · ai-agents | MCP server for Tersign, the evidence layer for agent commerce, enabling agents to issue, verify, and manage signed receipts, compliance records… | 1 star | No one-command install · Source | |
| 1316 | 22.557 | m2m-sentinelmcp · ai-agents | Deterministic EVM bytecode capability intelligence, EIP-1967 proxy resolution, and preflight guards for autonomous agents on Base. | 1 star | No one-command install · Source | |
| 1317 | 22.557 | imqueue-mcpmcp · ai-agents | Model Context Protocol (MCP) server for @imqueue — lets AI coding agents (Claude Code, Cursor and others) search the docs, scaffold typed services &… | 1 star | No one-command install · Source | |
| 1318 | 22.557 | mcp-file-toolsmcp · ai-agents | MCP server for encoding-aware file operations supporting 24 encodings, with secure directory-restricted tools and optional local execution for ChatGPT… | 1 star | No one-command install · Source | |
| 1319 | 22.557 | siraya-mcp-workermcp · ai-agents | A Cloudflare Worker MCP server that exposes SIRAYA model discovery and invocation tools to MCP-capable agents. | 1 star | No one-command install · Source | |
| 1320 | 22.557 | pinako-ai-bridgemcp · ai-agents | Pinako AI Bridge is the MCP server that connects Pinako, a Chromium extension for tab, window, library, and bookmark management, to local AI clients… | 1 star | No one-command install · Source | |
| 1321 | 22.557 | banco-bmg-mcpmcp · ai-agents | Conecta sua conta do Banco Bmg ao Claude, ChatGPT e agentes de IA via Open Finance Brasil, permitindo consultar saldos, extratos, faturas e… | 1 star | No one-command install · Source | |
| 1322 | 22.557 | vcf-mcpmcp · ai-agents | An MCP server that gives LLM agents full API access to a VMware Cloud Foundation 9.1 estate, exposing 8,931 operations through eight tools with… | 1 star | No one-command install · Source | |
| 1323 | 22.557 | mindsync-mcpmcp · ai-agents | Local-first MCP server for multi-agent memory sync and focus conflict detection, enabling multiple coding agents to share a session registry and… | 1 star | No one-command install · Source | |
| 1324 | 22.557 | planckbotmcp · ai-agents | An adaptive tiny-model layer that sits between an LLM and its MCP tools, compressing verbose tool outputs to reduce token usage by up to two orders of… | 1 star | No one-command install · Source | |
| 1325 | 22.557 | controlboard-mcp-servermcp · ai-agents | Enables AI coding tools like Claude Code, Codex, and Cursor to register with ControlBoard boards, providing 44 tools for task management, agent… | 1 star | No one-command install · Source | |
| 1326 | 22.557 | todo4agentmcp · ai-agents | Enables agents to manage personal task lists through the MCP protocol, supporting task creation, editing, completion, deletion, grouping, reordering… | 1 star | No one-command install · Source | |
| 1327 | 22.557 | robo-cortexmcp · ai-agents | Provides a git-aware knowledge base for AI coding agents to store and retrieve memories anchored to code changes, with automatic staleness detection. | 1 star | No one-command install · Source | |
| 1328 | 22.557 | espn-fantasy-mcp-servermcp · ai-agents | MCP server providing access to ESPN Fantasy Baseball data, enabling league settings, rosters, player lookup, free agents, waiver claims, lineup… | 1 star | No one-command install · Source | |
| 1329 | 22.557 | dsh-agentlinkmcp · ai-agents | Enables Codex and Claude Code to delegate implementation, research, debugging, and long-log work to DeepSeek Harness, then observe, continue, or… | 1 star | No one-command install · Source | |
| 1330 | 22.557 | codex-memory-intelligencemcp · ai-agents | A local-first MCP server that gives AI coding agents durable project memory, dependency graphs, and impact analysis to answer team knowledge and… | 1 star | No one-command install · Source | |
| 1331 | 22.557 | iso20022-readiness-suite-mcpmcp · ai-agents | An MCP server that provides a readiness gateway for ISO 20022 payments, offering readiness checks, automated remediation, clearing-profile linting… | 1 star | No one-command install · Source | |
| 1332 | 22.557 | corresyncmcp · ai-agents | A local MCP server that unifies email and calendar management across multiple providers, enabling AI agents to search, read, and write with explicit… | 1 star | No one-command install · Source | |
| 1333 | 22.557 | wcag-accessibility-mcpmcp · ai-agents | A WCAG accessibility testing MCP for AI agents, Codex, Claude Code, and automated UI audits. | 1 star | No one-command install · Source | |
| 1334 | 22.557 | orbit-remote-mcpmcp · ai-agents | A public, read-only remote MCP bridge for Equinox Orbit, enabling exploration of public posts, agents and conversations on Orbit via ChatGPT. | 1 star | No one-command install · Source | |
| 1335 | 22.557 | memory-engine-mcpmcp · ai-agents | Enables AI assistants to have a living memory with atomic knowledge storage, multi-factor recall, organic decay, automatic learning, and graph… | 1 star | No one-command install · Source | |
| 1336 | 22.557 | lightworkermcp · ai-agents | Local-first multi-agent delegation and approval control for Codex via MCP, with persistent task DAG, isolated worktrees, and a web console. | 1 star | No one-command install · Source | |
| 1337 | 22.557 | brain-v42mcp · ai-agents | Provides persistent memory and knowledge management for coding agents via MCP, including typed decision/snippet/runbook storage, semantic search… | 1 star | No one-command install · Source | |
| 1338 | 22.557 | mastodon-mcpmcp · ai-agents | A Mastodon client MCP server providing full webapp and agent automation for the Fediverse, with human-approved outbox for promotion drafts and… | 1 star | No one-command install · Source | |
| 1339 | 22.557 | iso20022-bank-profile-mcpmcp · ai-agents | A fully local, closed-world MCP server that manages, validates, and serves bank-specific ISO 20022 clearing profiles and rule packs, enabling AI… | 1 star | No one-command install · Source | |
| 1340 | 22.557 | i18n-mcpmcp · ai-agents | MCP server for managing i18n JSON translation files. Provides Claude with structured read/write access to translation files for adding keys, checking… | 1 star | No one-command install · Source | |
| 1341 | 22.557 | redacted-context-mcpmcp · ai-agents | Provides redacted access to a private local knowledgebase for coding agents, allowing them to inspect files while hiding sensitive names and… | 1 star | No one-command install · Source | |
| 1342 | 22.557 | tut-context-hubmcp · ai-agents | An MCP server that provides shared memory and state projection for multi-agent collaboration, enabling agents to read/write an append-only task log… | 1 star | No one-command install · Source | |
| 1343 | 22.557 | kontextamcp · ai-agents | A local-first MCP server that gives AI coding agents persistent memory and controlled commands. Features a git-backed markdown knowledge vault with… | 1 star | No one-command install · Source | |
| 1344 | 22.557 | cwtools-mcpmcp · ai-agents | Read-only MCP server exposing CWTools Paradox/Stellaris semantic tools (syntax checking, scope queries, definitions, references, diagnostics, scripted… | 1 star | No one-command install · Source | |
| 1345 | 22.557 | loommcp · ai-agents | Provides persistent identity and memory for AI agents across MCP-compatible harnesses, enabling agents to retain their name, values, and episodic… | 1 star | No one-command install · Source | |
| 1346 | 22.557 | gw1-mcpmcp · ai-agents | An MCP server that gives LLM clients reliable, deterministic knowledge of Guild Wars 1 builds: skill data lookup, official template code… | 1 star | No one-command install · Source | |
| 1347 | 22.557 | coverctlmcp · ai-agents | Agent-loop coverage governance that provides coverage feedback to AI coding agents before commit, preventing regressions from reaching CI. | 1 star | No one-command install · Source | |
| 1348 | 22.557 | blekline-mcp-servermcp · ai-agents | Provides AI ingress governance by masking prompts, classifying risk, and enforcing tool policies before agent calls reach model providers or… | 1 star | No one-command install · Source | |
| 1349 | 22.557 | mcp-codebase-analyzermcp · ai-agents | Enables LLMs to explore codebases structurally via MCP tools for outlines, function sources, imports, complexity, git changes, and dead code… | 1 star | No one-command install · Source | |
| 1350 | 22.557 | anker-solix-mcpmcp · ai-agents | Enables LLM agents to query live data from Anker Solix solar systems (Solarbank, expansion batteries, Smartmeter) via natural language, such as… | 1 star | No one-command install · Source | |
| 1351 | 22.557 | engrava-mcpmcp · ai-agents | Exposes an agent memory database (Engrava) to any MCP client over stdio. | 1 star | No one-command install · Source | |
| 1352 | 22.557 | io-magellandata-spotlightmcp · ai-agents | Hosted MCP server providing corporate ownership intelligence, enabling AI agents to look up parent companies, PE backing, corporate families, and… | 1 star | No one-command install · Source | |
| 1353 | 22.557 | midasheng-gen-mcpmcp · ai-agents | Generates coherent mixed audio scenes (speech, music, SFX, ambience) from text using an LLM-driven model, with speech in 9 languages and emotion… | 1 star | No one-command install · Source | |
| 1354 | 22.557 | lujo-mcpmcp · ai-agents | An AI-powered debugging MCP server that detects silent failures, captures browser network requests, and enables automated diagnostics, root-cause… | 1 star | No one-command install · Source | |
| 1355 | 22.557 | decludemcp · ai-agents | MCP server that translates AI-assistant-style text into plain English via the Declaude service, supporting authentication and quota management. | 1 star | No one-command install · Source | |
| 1356 | 22.557 | packkit-mcpmcp · ai-agents | Lets AI agents scaffold modern npm packages, CLIs, HTTP services, and apps as a native tool. Three tools: inspect the full option/preset schema… | 1 star | No one-command install · Source | |
| 1357 | 22.557 | obsidian-native-mcpmcp · ai-agents | LLM-optimized MCP server for Obsidian vaults with surgical edits, hash-based concurrency safety, and no whole-file rewrites. | 1 star | No one-command install · Source | |
| 1358 | 22.557 | semantic-js-mcpmcp · ai-agents | Provides structured semantic context for JavaScript/TypeScript codebases, enabling coding agents to navigate, review, and change code with explicit… | 1 star | No one-command install · Source | |
| 1359 | 22.557 | cmxflowmcp · ai-agents | Enables building, running, and optimizing cheminformatics pipelines via composable blocks, with an MCP agent interface for natural language… | 1 star | No one-command install · Source | |
| 1360 | 22.557 | agentic-sdlc-mcpmcp · ai-agents | Enables AI coding agents to orchestrate the full software development lifecycle on GitHub, including planning, issue creation, code review, security… | 1 star | No one-command install · Source | |
| 1361 | 22.557 | rdm9x-devboardmcp · ai-agents | AI dev team orchestration platform with a kanban board powered by the pride-tasks MCP server for task state management across agents. | 1 star | No one-command install · Source | |
| 1362 | 22.557 | style-dna-ghostwritermcp · ai-agents | Analyzes a codebase to extract its coding conventions and exposes tools via MCP for AI agents to retrieve live style rules, ensuring generated code… | 1 star | No one-command install · Source | |
| 1363 | 22.557 | nokto-agent-orchestrator-mcp-servermcp · ai-agents | Orchestrates Claude Code and OpenAI Codex to plan, implement, review, and verify code changes via pull requests with security controls. | 1 star | No one-command install · Source | |
| 1364 | 22.557 | wellness-project-mcpmcp · ai-agents | Hosted MCP server that syncs health data from Apple Health, Fitbit, Oura, and Google Health Connect, enabling Claude and ChatGPT to query workouts… | 1 star | No one-command install · Source | |
| 1365 | 22.557 | migkast-seoforgptmcp · ai-agents | MCP server for SEOforGPT brand visibility analysis across AI model responses. | 1 star | No one-command install · Source | |
| 1366 | 22.557 | pionmcp · ai-agents | MCP server for Pi Network that enables AI agents to query Pi chain data (balances, transactions) and verify user tokens, with optional payment sending… | 1 star | No one-command install · Source | |
| 1367 | 22.557 | windy-word-mcpmcp · ai-agents | Control Windy Word voice-to-text dictation from any MCP agent with 60 tools across 12 categories. | 1 star | No one-command install · Source | |
| 1368 | 22.557 | knowledgemcp · ai-agents | A local MCP server that gives LLMs long-term memory by indexing code, infrastructure, logs, and docs into a queryable graph. It enables semantic and… | 1 star | No one-command install · Source | |
| 1369 | 22.557 | redash-mcpmcp · ai-agents | MCP server that connects Redash to Claude AI, enabling natural language data queries, dashboard management, and SQL execution. | 1 star | No one-command install · Source | |
| 1370 | 22.557 | sovereign-stackmcp · ai-agents | An MCP server providing 82 tools for persistent memory, governance, and consciousness continuity for AI instances. Enables local-first… | 1 star | No one-command install · Source | |
| 1371 | 22.557 | adaptive-agent-harnessmcp · ai-agents | MCP server giving agents a persistent IPython workbench and a brokered RLM engine for durable, stateful computation. Offers 30 tools for bounded model… | 1 star | No one-command install · Source | |
| 1372 | 22.557 | saihm-mcp-server-promcp · ai-agents | Non-custodial memory MCP server with client-side encryption, enabling secure remember, recall, forget, and share operations with post-quantum… | 1 star | No one-command install · Source | |
| 1373 | 22.557 | composite-memory-mcp-servermcp · ai-agents | An independent memory service for AI agents that stores and retrieves facts with keyword and semantic search, context management, and a plugin-based… | 1 star | No one-command install · Source | |
| 1374 | 22.557 | verso-mcpmcp · ai-agents | An MCP server that lets AI agents search and read documentation built with Verso, Lean's documentation authoring tool, by providing tools like search… | 1 star | No one-command install · Source | |
| 1375 | 22.557 | cf-memorymcp · ai-agents | Provides MCP tools for persistent, cross-session memory via Cloudflare Agent Memory, enabling agents to store, recall, ingest, summarize, and manage… | 1 star | No one-command install · Source | |
| 1376 | 22.557 | skatt-mcpmcp · ai-agents | A local MCP server that enables Claude to answer Norwegian tax questions with actual calculations, covering income, wealth, stocks, funds, real… | 1 star | No one-command install · Source | |
| 1377 | 22.557 | voxmeshmcp · ai-agents | Enables voice-first interactions with AI agents and MCP tools, supporting speech input/output, STT/TTS, and a provider-independent agent core. | 1 star | No one-command install · Source | |
| 1378 | 22.557 | konquest-meta-ads-mcpmcp · ai-agents | A Windows-ready MCP server to manage Meta Ads with Claude Code, providing ad creation, targeting checks, diagnostics, and safety gates for supervised… | 1 star | No one-command install · Source | |
| 1379 | 22.557 | agentskills-mcpmcp · ai-agents | A FastMCP server that helps users discover, browse, and install agent skills from curated GitHub collections, with support for adding new skill… | 1 star | No one-command install · Source | |
| 1380 | 22.557 | bitatlasmcp · ai-agents | Zero-knowledge encrypted cloud storage for AI agents with client-side AES-256-GCM encryption. | 1 star | No one-command install · Source | |
| 1381 | 22.557 | contextpulse-contextpulsemcp · ai-agents | Local-first desktop context server for AI agents. Captures screen (OCR), voice (Whisper), keyboard/mouse activity, and clipboard. Exposes 35 MCP tools… | 1 star | No one-command install · Source | |
| 1382 | 22.557 | bitget-agent-mcpmcp · ai-agents | Official Bitget MCP server for Claude Desktop, Cursor, Windsurf & ChatGPT. Trade crypto via natural language — 89 UTA v3 ops through 14 intent verbs… | 1 star | No one-command install · Source | |
| 1383 | 22.557 | ghantikamcp · ai-agents | Run commands in the background and get notified when they finish, so your AI agent can proceed without blocking. | 1 star | No one-command install · Source | |
| 1384 | 22.557 | turva-mcpmcp · ai-agents | Public read-only MCP server for turva.dev's agent-readiness audit, enabling AI agents to query service catalog, security evidence, and engagement… | 1 star | No one-command install · Source | |
| 1385 | 22.557 | codex-delegate-mcpmcp · ai-agents | An MCP bridge that enables AI coding agents to delegate implementation tasks to the OpenAI Codex CLI, allowing the orchestrator to plan and review… | 1 star | No one-command install · Source | |
| 1386 | 22.557 | context-doctormcp · ai-agents | Provides MCP tools to profile and optimize LLM conversation context, identifying token waste and applying deterministic fixes to reduce context window… | 1 star | No one-command install · Source | |
| 1387 | 22.557 | ot-aiopsmcp · ai-agents | Provides AI agents with safe, governed read access to industrial control systems (OPC-UA, Modbus, S7, Mitsubishi, MTConnect, MQTT/Sparkplug) plus… | 1 star | No one-command install · Source | |
| 1388 | 22.557 | teams-assistant-mcpmcp · ai-agents | Lets a Claude Code agent read and post in a fixed allowlist of Microsoft Teams group chats using an ordinary user account, with tools for messaging… | 1 star | No one-command install · Source | |
| 1389 | 22.557 | agentic-ecosmcp · ai-agents | MCP server that initializes, manages, and operates traceable agentic infrastructure across your digital ecosystem, serving as a control plane to know… | 1 star | No one-command install · Source | |
| 1390 | 22.557 | arxivummcp · ai-agents | An MCP server that enables searching arXiv, importing papers, enriching with citation data, generating summaries and research ideas, and querying a… | 1 star | No one-command install · Source | |
| 1391 | 22.557 | hughknightoce-agent-skill-kitmcp · ai-agents | Exposes Python-based automation skills as discoverable tools, featuring built-in capabilities like CSV conversion and PDF generation plus an Architect… | 1 star | No one-command install · Source | |
| 1392 | 22.557 | langlearn-ttsmcp · ai-agents | Enables Claude to speak in 70+ languages, including pronunciation, audio flashcards, and full language lessons with tutor personas. | 1 star | No one-command install · Source | |
| 1393 | 22.557 | sentinel-monitoring-mcp-servermcp · ai-agents | Uptime, SSL, DNS and domain monitoring you can talk to: check, create and manage monitors for all your client sites from Claude, ChatGPT, or any MCP… | 1 star | No one-command install · Source | |
| 1394 | 22.557 | atriumn-tokencostmcp · ai-agents | LLM pricing oracle for model lookup, cost estimation, and comparison via LiteLLM. | 1 star | No one-command install · Source | |
| 1395 | 22.557 | gentlemanmcp · ai-agents | A declarative AI agent server that provides MCP for tools, A2A for agents, and AG-UI for humans, enabling interactive chat and agent orchestration. | 1 star | No one-command install · Source | |
| 1396 | 22.557 | holtmcp · ai-agents | MCP server that gives coding agents content-aware visibility into git worktrees, detecting collisions, redundancy, and irreplaceable work. It provides… | 1 star | No one-command install · Source | |
| 1397 | 22.557 | agent-androidmcp · ai-agents | A local MCP server that controls Android devices via ADB, enabling AI agents and users to manage devices, execute UI automation, and perform testing… | 1 star | No one-command install · Source | |
| 1398 | 22.557 | memscope-mcpmcp · ai-agents | Enables AI agents to perform low-level Windows process memory research, including process attachment, memory scanning, reading/writing, pointer… | 1 star | No one-command install · Source | |
| 1399 | 22.557 | shipmail-mcpmcp · ai-agents | Official MCP server for Shipmail, enabling agents to manage domains, mailboxes, messages, threads, webhooks, and suppressions via natural language. | 1 star | No one-command install · Source | |
| 1400 | 22.557 | haive-mcpmcp · ai-agents | Enforces team knowledge and workflow policies for AI coding agents by providing context, decisions, and gates before code changes are made. | 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.