Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 5401 | 22.527 | 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 | |
| 5402 | 22.527 | samarth-gtm-mcp-servermcp · back-end | Production-grade MCP server for the Google Tag Manager API v2 with read-only GA4 (Admin + Data API) tooling. 107 tools covering the full GTM surface… | 1 star | No one-command install · Source | |
| 5403 | 22.527 | statcitemcp · auth | Official economic statistics with full citations — World Bank, IMF WEO, ECB — plus verify_stat to check a claimed figure against the official series… | 1 star | No one-command install · Source | |
| 5404 | 22.527 | 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 | |
| 5405 | 22.527 | ns-mcp-chinamcp · auth | Connects MCP-compatible AI assistants to NetSuite ERP with easy OAuth setup. Provides tools for records, SuiteQL, saved searches, reports, and… | 1 star | No one-command install · Source | |
| 5406 | 22.527 | demo-vid-mcpmcp · browser | Records narrated walkthroughs of any webapp by orchestrating Playwright, speech-mcp TTS, and FFmpeg composition. | 1 star | No one-command install · Source | |
| 5407 | 22.527 | 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 | |
| 5408 | 22.527 | engrava-mcpmcp · ai-agents | Exposes an agent memory database (Engrava) to any MCP client over stdio. | 1 star | No one-command install · Source | |
| 5409 | 22.527 | 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 | |
| 5410 | 22.527 | terraform-best-practices-mcp-servermcp · devops | A Model Context Protocol (MCP) server for producing better Terraform through CLI analysis (tflint, checkov, trivy, kics, infracost), best-practice… | 1 star | No one-command install · Source | |
| 5411 | 22.527 | infra-advisor-mcpmcp · devops | Estimates GPU requirements, training/inference costs, and cloud-vs-on-prem TCO for AI workloads using deterministic calculators. | 1 star | No one-command install · Source | |
| 5412 | 22.527 | 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 | |
| 5413 | 22.527 | 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 | |
| 5414 | 22.527 | overte-mcpmcp · back-end | An MCP server for the Overte social-VR platform, enabling real-time querying of domain status, spawning in-world entities, and injecting JavaScript… | 1 star | No one-command install · Source | |
| 5415 | 22.527 | decludemcp · auth | 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 | |
| 5416 | 22.527 | 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 | |
| 5417 | 22.527 | abraflexi-mcp-servermcp · back-end | Provides a comprehensive MCP interface to the AbraFlexi ERP REST API, enabling management of invoices, contacts, products, bank transactions, and… | 1 star | No one-command install · Source | |
| 5418 | 22.527 | proplinemcp · other | Real-time sports betting player props odds from 16 books with cross-book value and prop resolution. | 1 star | No one-command install · Source | |
| 5419 | 22.527 | 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 | |
| 5420 | 22.527 | baby-daybookmcp · other | Enables interaction with Baby Daybook data through Firebase, allowing users to manage babies, activities, growth, sleep predictions, and more via… | 1 star | No one-command install · Source | |
| 5421 | 22.527 | 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 | |
| 5422 | 22.527 | cqnce-mcp-servermcp · auth | Exposes cQnce human-in-the-loop authorization as MCP tools, letting AI agents request and await human approval for risky actions. Includes request… | 1 star | No one-command install · Source | |
| 5423 | 22.527 | 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 | |
| 5424 | 22.527 | code-impact-mcpmcp · database | Fast pre-commit dependency gate for AI-assisted code changes. Answers "is this safe to commit?" with a PASS/WARN/BLOCK verdict in seconds, so you can… | 1 star | No one-command install · Source | |
| 5425 | 22.527 | subcue-mcpmcp · devops | Public read-only MCP server for SubcueAI, the AI interview assistant for macOS and Windows. Exposes live pricing and the latest desktop version as… | 1 star | No one-command install · Source | |
| 5426 | 22.527 | asana-mcp-servermcp · search | Enables AI assistants to fully interact with Asana, including creating and managing tasks, projects, time tracking, and search, all through natural… | 1 star | No one-command install · Source | |
| 5427 | 22.527 | mcp-courtwatchmcp · search | MCP server for free U.S. case-law and court-docket search via CourtListener, providing tools for opinion search, docket lookup, citation verification… | 1 star | No one-command install · Source | |
| 5428 | 22.527 | 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 | |
| 5429 | 22.527 | serve-mcpmcp · database | A local MCP-controlled artifact shelf for agents to publish generated content with stable preview URLs. Provides a shared SQLite registry and HTTP… | 1 star | No one-command install · Source | |
| 5430 | 22.527 | bill4time-mcpmcp · payments | MCP server for Bill4Time providing API coverage for legal billing and time tracking, enabling natural language interaction with clients, projects… | 1 star | No one-command install · Source | |
| 5431 | 22.527 | japan-real-estate-intelmcp · other | | 地価トレンド予測 | 新宿区の5年後地価をAI予測。CAGR・投資シグナル付き | | 企業立地需要分析 | 名古屋市中区のオフィス・工場需要スコアを算出 | | ファミリー向け適性評価 | 横浜市西区の教育・安全・医療スコアを総合評価 | | ポートフォリオ最適化 |… | 1 star | No one-command install · Source | |
| 5432 | 22.527 | 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 | |
| 5433 | 22.527 | 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 | |
| 5434 | 22.527 | garminsynapsemcp · database | Enables AI assistants to retrieve and analyze Garmin Connect health data, including daily summaries, sleep, HRV, workouts, and raw FIT files, while… | 1 star | No one-command install · Source | |
| 5435 | 22.527 | 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 | |
| 5436 | 22.527 | aimarket-mcp-packagermcp · back-end | Model Context Protocol (MCP) stdio server built with the official MCP Python SDK (FastMCP). Exposes 3 MCP tools: package_capability… | 1 star | No one-command install · Source | |
| 5437 | 22.527 | yampi-mcpmcp · back-end | An MCP server that lets you manage a Yampi e-commerce store through natural language, enabling operations like looking up orders, creating products… | 1 star | No one-command install · Source | |
| 5438 | 22.527 | spliit-mcp-for-cloudflare-workersmcp · devops | An unofficial, security-focused MCP server for Spliit that runs on Cloudflare Workers. It enables remote management of multiple Spliit groups… | 1 star | No one-command install · Source | |
| 5439 | 22.527 | unifi-protect-mcpmcp · back-end | Exposes UniFi Protect's Integration REST API as tools for Claude Code and other MCP clients, providing 73 tools to manage cameras, lights, sensors… | 1 star | No one-command install · Source | |
| 5440 | 22.527 | migkast-seoforgptmcp · ai-agents | MCP server for SEOforGPT brand visibility analysis across AI model responses. | 1 star | No one-command install · Source | |
| 5441 | 22.527 | whiteintel-mcp-servermcp · observability | Enables AI agents to investigate corporate ownership, trace ultimate beneficial owners, screen sanctions, detect offshore exposure, and access fully… | 1 star | No one-command install · Source | |
| 5442 | 22.527 | cal-schedulermcp · back-end | A thin, timezone-correct MCP server for scheduling against CalDAV calendars, providing tools for creating, updating, and managing events with proper… | 1 star | No one-command install · Source | |
| 5443 | 22.527 | roam-semantic-searchmcp · search | Enables fully local semantic search over a Roam Research graph via MCP, providing tools for hybrid retrieval, index refresh, and stats while keeping… | 1 star | No one-command install · Source | |
| 5444 | 22.527 | newsline-mcp-servermcp · back-end | Provides current headlines from 17 news outlets across the political spectrum with bias tags and blindspot detection for stories covered by only one… | 1 star | No one-command install · Source | |
| 5445 | 22.527 | pionmcp · payments | 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 | |
| 5446 | 22.527 | nolane-habitatmcp · observability | Provides coding agents with a durable, revision-aware project workspace for semantic context, governed source changes, verification, task checkpoints… | 1 star | No one-command install · Source | |
| 5447 | 22.527 | calliope-mcp-servermcp · back-end | Provides MCP tools to read, write, append, and edit prose sections of nodes, backed by an in-memory or substrate-direct (Urania) backend. | 1 star | No one-command install · Source | |
| 5448 | 22.527 | eth-library-mcpmcp · back-end | MCP server giving AI models direct access to 30M+ resources at ETH Library Zurich – books, maps, images, archival material, and linked-data person… | 1 star | No one-command install · Source | |
| 5449 | 22.527 | swiss-courts-mcpmcp · back-end | MCP server for searching Swiss court decisions from federal and cantonal courts via entscheidsuche.ch. Enables full-text search, law reference lookup… | 1 star | No one-command install · Source | |
| 5450 | 22.527 | weavatrix-refactormcp · other | Provides read-only code analysis and safe, reversible code refactoring with proven edit plans, previews, and rollback. | 1 star | No one-command install · Source | |
| 5451 | 22.527 | 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 | |
| 5452 | 22.527 | hpe-networking-mcpmcp · back-end | Low-token MCP server for HPE Networking automation, enabling search of Aruba/HPE docs, OpenAPI details, Central health checks, troubleshooting… | 1 star | No one-command install · Source | |
| 5453 | 22.527 | redash-mcpmcp · database | 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 | |
| 5454 | 22.527 | gen0sec-waf-rule-mcp-servermcp · ai-agents | Enables an LLM to author, validate, and test Wirefilter WAF and Smart Firewall rules using live schema and real CVE exploit templates. | 1 star | No one-command install · Source | |
| 5455 | 22.527 | enterprise-knowledge-mcpmcp · search | Enables natural-language retrieval from enterprise policy documents via RAG, exposing search_enterprise_knowledge and get_document_sources tools. | 1 star | No one-command install · Source | |
| 5456 | 22.527 | cisp-mcpmcp · back-end | A MCP server that wraps CISP enterprise information APIs into MCP tools, enabling AI agents to query business data like company profiles, trademarks… | 1 star | No one-command install · Source | |
| 5457 | 22.527 | agentops-evalbench-mcpmcp · search | Enables LLM evaluation and observability by uploading documents, building test sets, running RAG pipelines, and automatically scoring answers for… | 1 star | No one-command install · Source | |
| 5458 | 22.527 | rfingadam-emc-regulationsmcp · other | Provides EMC/RF regulatory compliance data including FCC Part 15/18, CISPR standards, automotive EMC limits, immunity testing requirements, and… | 1 star | No one-command install · Source | |
| 5459 | 22.527 | maryslabmcp · front-end | MCP server for computational color science, offering 32 tools for spectral palette design, illuminant robustness certification, metamerism analysis… | 1 star | No one-command install · Source | |
| 5460 | 22.527 | corpusfmmcp · other | Enables AI assistants and automation to inspect, compare, and manage FileMaker schema artifacts via MCP, including exploring objects, tracing… | 1 star | No one-command install · Source | |
| 5461 | 22.527 | oneill9-tflmcp · back-end | Real-time London transport data via the TfL Unified API. | 1 star | No one-command install · Source | |
| 5462 | 22.527 | 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 | |
| 5463 | 22.527 | 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 | |
| 5464 | 22.527 | robotsshop-mcpmcp · payments | MCP server for verifying agent payment integrity on x402, providing tools to check payTo mismatches, market stats, and lookup endpoints. | 1 star | No one-command install · Source | |
| 5465 | 22.527 | 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 | |
| 5466 | 22.527 | semantic-saga-mcpmcp · database | Enables agentic workflows to execute allow-listed side effects with automatic reverse-order compensation on failure, durable SQLite journaling, and… | 1 star | No one-command install · Source | |
| 5467 | 22.527 | carbon-factor-matchermcp · database | Enables carbon accounting by matching activities to emission factors via semantic search and AI ranking, supporting ELCD and ecoinvent databases. | 1 star | No one-command install · Source | |
| 5468 | 22.527 | apify-youtube-transcripts-mcp-servermcp · back-end | Provides YouTube video transcripts as structured JSON, including timestamped captions and plain text, through the Apify YouTube Transcripts API… | 1 star | No one-command install · Source | |
| 5469 | 22.527 | goodmeta-intelligencemcp · payments | Agent payments ecosystem intelligence. Scans GitHub/HN/npm across AP2, ACP, x402, MPP, UCP. | 1 star | No one-command install · Source | |
| 5470 | 22.527 | ellmos-blender-use-mcpmcp · other | Enables headless Blender asset QA and FBX reimport verification for game and 3D asset pipelines, checking mesh count, material count, and naming… | 1 star | No one-command install · Source | |
| 5471 | 22.527 | verso-mcpmcp · search | 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 | |
| 5472 | 22.527 | playbykey-theory-mcpmcp · back-end | An MCP server exposing @playbykey/theory as AI-callable music theory tools. Compute chords, scales, progressions, transpositions, and MIDI/frequency… | 1 star | No one-command install · Source | |
| 5473 | 22.527 | 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 | |
| 5474 | 22.527 | 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 | |
| 5475 | 22.527 | sensor-bio-mcp-servermcp · back-end | Connects Sensor Bio wearable data to AI assistants via the Model Context Protocol, enabling queries about sleep, heart rate, activity, and other… | 1 star | No one-command install · Source | |
| 5476 | 22.527 | 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 | |
| 5477 | 22.527 | akari-health-mcpmcp · observability | MCP server exposing self-hosted health data from a vivo WATCH GT via 14 tools for querying metrics like heart rate, SpO2, stress, and sleep over stdio… | 1 star | No one-command install · Source | |
| 5478 | 22.527 | foldmcp · back-end | Enterprise MCP gateway that unifies multiple MCP servers behind one governed endpoint, providing federation, authentication, policy enforcement… | 1 star | No one-command install · Source | |
| 5479 | 22.527 | 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 | |
| 5480 | 22.527 | 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 | |
| 5481 | 22.527 | mcp-keycloak-adminmcp · back-end | Enables administrators to manage Keycloak realms, users, roles, clients, groups, and more through its Admin REST API, with safe-by-default… | 1 star | No one-command install · Source | |
| 5482 | 22.527 | verimcpmcp · back-end | A transparent MCP proxy that independently re-verifies tool-call claims instead of trusting them, paired with devmcp — the git/CI server it's proven… | 1 star | No one-command install · Source | |
| 5483 | 22.527 | apick-mcpmcp · back-end | Enables access to 82 Korean data and AI tools through MCP, including business registry lookup, ID document verification, parcel tracking, OCR, file… | 1 star | No one-command install · Source | |
| 5484 | 22.527 | 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 | |
| 5485 | 22.527 | openapi-docs-mcpmcp · back-end | A vendor-neutral MCP server that lets coding agents search and understand OpenAPI/Swagger documents via stdio tools, without calling real backend… | 1 star | No one-command install · Source | |
| 5486 | 22.527 | alpacon-mcp-servermcp · back-end | Enables AI assistants to securely access and manage servers via Alpacon's zero-trust platform, allowing natural language command execution, file… | 1 star | No one-command install · Source | |
| 5487 | 22.527 | fast-mcp-sshmcp · browser | Enables AI agents to securely execute commands on remote hosts via SSH and SFTP, with persistent shells, file transfers, screenshots, and an audit… | 1 star | No one-command install · Source | |
| 5488 | 22.527 | zenskar-mcp-servermcp · payments | Enables natural language interaction with the Zenskar billing platform, covering customers, contracts, invoices, payments, accounting, products… | 1 star | No one-command install · Source | |
| 5489 | 22.527 | t-rk-hukuku-mevzuat-mcpmcp · other | Statute & article text (mevzuat.gov.tr) and court decisions (UYAP Emsal, Council of State, Constitutional Court), with their citation, source, live… | 1 star | No one-command install · Source | |
| 5490 | 22.527 | io-github-trsdn-mcp-server-wordmcp · github-vcs | Enables AI assistants to drive Microsoft Word for Windows via COM automation, including opening and creating documents, editing text, managing… | 1 star | No one-command install · Source | |
| 5491 | 22.527 | routemesh-mcp-servermcp · back-end | Enables querying blockchain data across multiple EVM chains via RouteMesh, offering built-in RPC tools for blocks, transactions, logs, balances, and… | 1 star | No one-command install · Source | |
| 5492 | 22.527 | app-adaptermcp · back-end | An MCP server that translates human GUI actions into machine-executable commands, enabling AI agents to control real software applications like Zoom… | 1 star | No one-command install · Source | |
| 5493 | 22.527 | mcp-pjudmcp · back-end | Unofficial read-only MCP server for querying public civil court cases from the Chilean Judicial Branch, providing case data and notary actions with… | 1 star | No one-command install · Source | |
| 5494 | 22.527 | 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 | |
| 5495 | 22.527 | 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 | |
| 5496 | 22.527 | 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 | |
| 5497 | 22.527 | noemamcp · back-end | Noema MCP server enables AI clients to interact with a personal task management and knowledge workspace, supporting operations on tasks, notes… | 1 star | No one-command install · Source | |
| 5498 | 22.527 | 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 | |
| 5499 | 22.527 | 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 | |
| 5500 | 22.527 | twzrd-agent-intelmcp · payments | Pre-spend trust layer for agents paying over x402 on Solana, providing seller vetting and readiness checks before USDC leaves the wallet. | 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.