MCP Scoreboard

43656

Discovered

→

29481

Scored

→

2111

Verified

→

16952

Complete

Our Methodology How we score servers → Find & Claim Your Server Free score alerts & badge →

Last updated 20 minutes ago

Grade Distribution

Score Distribution

#	Server	Score ↓	Visibility	Schema	Protocol	Reliability	Maint.	Security	Agent
○ Unscored
34551	mcp-prowl Claim Discover, evaluate, and compare SaaS APIs. Agent-verified scores and metrics.	—	○ ⏳	—	N/A	N/A	—	95	—
34552	Word Counter — Words, Characters, Readi… Claim Text metrics analyzer API for AI agents. Count words, characters (with/without …	—	○ ⏳	—	—	—	—	81	—
34553	DuckDuckGo Search Claim Search the web using DuckDuckGo and fetch/convert web content using Jina Reader…	—	○ ⏳	—	N/A	N/A	—	95	—
34554	wiki Claim	—	○ ⏳	—	N/A	N/A	—	95	—
34555	mcp-tap Claim Enables AI assistants to discover, install, configure, and manage MCP servers t…	—	○ ⏳	—	N/A	N/A	—	—	—
34556	matlab-mcp-server Claim A Model Context Protocol (MCP) server that enables seamless integration between…	—	○ ⏳	—	N/A	N/A	—	—	—
34557	Clamp Analytics Claim 1 MCP server for Clamp—Web analytics for the agentic era, built for indie hackers…	—	○ ⏳	—	—	—	—	81	—
34558	Agentic Detection Lookups Claim LOLBAS, GTFOBins, and process parent-child lookups for detection engineering ag…	—	○ ⏳	—	N/A	N/A	—	—	—
34559	warehouse-mcp Claim Production MCP server for Postgres, Oracle, Snowflake, BigQuery, Redshift, Duck…	—	○ ⏳	—	N/A	N/A	—	—	—
34560	smart-web Claim Web search, direct-URL fetch, crawl, and docs export MCP. smartfetch for URLs.	—	○ ⏳	—	N/A	N/A	—	95	—
34561	actions-latest-mcp Claim Fetches the latest version numbers for popular GitHub Actions from simonw/actio…	—	○ ⏳	—	—	—	—	—	—
34562	Weather Claim Get timely U.S. weather alerts and precise local forecasts. Monitor severe cond…	—	○ ⏳	—	N/A	N/A	—	95	—
34563	AgniGateway Marketplace Claim AI marketplace — flights, tours, activities, transport & more via MCP. No auth …	—	○ ⏳	—	—	—	—	—	—
34564	memory-mcp-server Claim Gives any AI tool persistent, searchable memory across sessions using hybrid se…	—	○ ⏳	—	N/A	N/A	—	—	—
34565	Personal Notes Assistant Claim MCP server that indexes your Obsidian notes into a Milvus vector database and e…	—	○ ⏳	—	N/A	N/A	—	—	—
34566	mcp-metricflow Claim A Model Context Protocol (MCP) server that provides MetricFlow CLI tools throug…	—	○ ⏳	—	—	—	—	—	—
34567	Remote MCP Server with GitHub OAuth Claim Enables remote MCP connections with GitHub OAuth authentication, providing tool…	—	○ ⏳	—	—	—	—	—	—
34568	iptorrents MCP Server Claim Enables searching and downloading torrents from iptorrents.com using browser co…	—	○ ⏳	—	—	—	—	—	—
34569	getdebug MCP Claim Lets MCP-compatible AI clients read your getdebug projects, findings, and propo…	—	○ ⏳	—	—	—	—	—	—
34570	pixel-surgeon-mcp Claim AI image and video generation, editing, and transplant-grade region repair. Mul…	—	○ ⏳	—	N/A	N/A	—	—	—
34571	MCP-server Claim Multi-agent AI tools for email automation (Outlook), weather (OpenWeather API),…	—	○ ⏳	—	N/A	N/A	—	—	—
34572	AWS MCP Server Claim Enables interaction with AWS services (EC2, S3, Lambda, DynamoDB, etc.) through…	—	○ ⏳	—	—	—	—	—	—
34573	cowork-qa Claim Goal-driven Playwright browser sessions for LLMs, with full action traces and a…	—	○ ⏳	—	N/A	N/A	—	—	—
34574	openeye Claim Procedure verification for AR/XR with memory, visual sessions, and DPO trajecto…	—	○ ⏳	—	N/A	N/A	—	—	—
34575	a6a27 Claim	—	○ ⏳	—	N/A	N/A	—	95	—
34576	ab Claim	—	○ ⏳	—	N/A	N/A	—	95	—
34577	Kali MCP Server Claim Enables LLMs to execute common security testing tools like nmap, sqlmap, hydra,…	—	○ ⏳	—	—	—	—	81	—
34578	mne-docs Claim 1 MCP server for MNE-Python documentation, source code, GitHub issues, and forum	—	○ ⏳	—	N/A	N/A	—	83	—
34579	Amazon ECS MCP Server Claim 1 AI-powered Amazon ECS workload management	—	○	—	N/A	N/A	—	81	—
34580	accelo-mcp Claim MCP server exposing Accelo quote tools (list, get, create, update) with per-use…	—	○ ⏳	—	—	—	—	—	—
34581	mcp-grafana Claim In-cluster MCP server for read-only diagnostics of Grafana, Prometheus, Alertma…	—	○ ⏳	—	—	—	—	—	—
34582	Ember MCP Claim A local-first persistent memory server that uses Voronoi partitioning and tempo…	—	○ ⏳	—	N/A	N/A	—	95	—
34583	agentmart Claim First AI Agent e-commerce marketplace with 74+ AI products, MCP protocol, and A…	—	○ ⏳	—	—	—	—	—	—
34584	cortex402 Claim Pay-per-call x402 data products on Base mainnet — sanctions, aviation weather, …	—	○ ⏳	—	N/A	N/A	—	—	—
34585	dump-analyzer-mcp-server Claim MCP server for remote Windows Crash Dump analysis. Enables AI agents to analyze…	—	○ ⏳	—	—	—	—	—	—
34586	mcp-domain-to-linkedin-url-resolver Claim Resolves a company domain or name to its LinkedIn URL with confidence and firmo…	—	○ ⏳	—	N/A	N/A	—	83	—
34587	Catalog MCP Claim Standalone read-only MCP server for browsing Oracle HDL business object metadat…	—	○ ⏳	—	N/A	N/A	—	—	—
34588	ssh-agent-mcp Claim Enables AI assistants to manage SSH connections, execute commands, and transfer…	—	○ ⏳	—	N/A	N/A	—	—	—
34589	Rocket.Chat Minimal MCP Server Generator Claim Generates customized, production-grade MCP servers for Rocket.Chat by selecting…	—	○ ⏳	—	—	—	—	81	—
34590	atmospore-mcp Claim Per-species pollen forecasts at any point on Earth, seven days ahead, via the A…	—	○ ⏳	—	—	—	—	—	—
34591	Discogs Claim Discogs MCP — music release / artist / label database	—	○ ⏳	—	—	—	—	—	—
34592	mcp-geoapify Claim Wraps the Geoapify Location Platform to enable geolocation and map data access …	—	○ ⏳	—	—	—	—	—	—
34593	mcp-icp-fit-scorer Claim Scores a company against your ICP with weighted signals. Returns score, tier, a…	—	○ ⏳	—	N/A	N/A	—	83	—
34594	mcp-unifi Claim An MCP server for self-hosted UniFi gateway management, providing tools for dev…	—	○ ⏳	—	—	—	—	—	—
34595	etfedge-mcp Claim Read-only MCP server for Taiwan active ETF research database, providing tools t…	—	○ ⏳	—	—	—	—	—	—
34596	dbt MCP Server Claim Provides intelligent dbt assistance through Claude Code integration, enabling u…	—	○ ⏳	—	N/A	N/A	—	95	—
34597	mcp-hydra Claim A lightweight, extensible cybersecurity toolkit that connects AI assistants to …	—	○ ⏳	—	N/A	N/A	—	—	—
34598	Windows Calculator MCP Server Claim Connects Claude Desktop to Windows Calculator, enabling accurate mathematical c…	—	○ ⏳	—	N/A	N/A	—	—	—
34599	lockstep-mcp Claim Enables multiple AI agents like Claude and Codex to coordinate on the same proj…	—	○ ⏳	—	N/A	N/A	—	—	—
34600	fedlex-mcp Claim Swiss Federal Law (Fedlex) — search and retrieve articles from 11 federal laws.	—	○ ⏳	—	N/A	N/A	—	95	—

Showing 34551–34600 of 43656 servers

« Prev 1 … 690 691 692 693 694 … 874 Next »

MCP Server Quality Scores

Grade Distribution

Score Distribution

Newly Added

Biggest Gainers

Biggest Drops