MCP Server Quality Scores
Independent quality analysis of 66549 public MCP servers
Last updated 2 hours, 39 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 38351 |
mcp-prose-memory
Claim
Persistent memory server for MCP clients that stores structured facts as JSON a…
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| 38352 |
MCP Concierge
Claim
A local stdio MCP concierge that aggregates multiple remote MCP servers, forwar…
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| 38353 |
google-image-search-mcp
Claim
Enables AI assistants to search, download, and analyze Google images via SerpAP…
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| 38354 |
MCP Toolkit Server
Claim
A Model Context Protocol server providing tools for DB queries, API calls, file…
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| 38355 |
PathCourse Health (PCH)
Claim
Cheaper LLM inference, USDC agent payments via x402, agent identity / reputatio…
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| 38356 |
expression-atlas
Claim
Enables querying the EBI Expression Atlas for gene expression data across speci…
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| 38357 |
Lark MCP Custom
Claim
Enables interaction with Feishu (Lark) via MCP for sending messages, managing c…
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| 38358 |
Caelune
Claim
Read-only local-first MCP server for private Markdown, PDF, and Tika-backed sea…
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| 38359 |
mcp-data-pa
Claim
Enables searching and querying Pennsylvania Open Data datasets via the Socrata …
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| 38360 |
B2B Lead Enrichment
Claim
Remote MCP server to enrich company profiles with structured B2B data and confi…
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| 38361 |
Read-only MCP server for CortexPilot workflows, queue state, proof, replay, and…
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| 38362 |
A local MCP server for Claude Desktop with persistent task management, file ope…
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| 38363 |
mcp-server-paystack
Claim
Enables AI assistants to accept payments, verify transactions, and manage custo…
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| 38364 |
MemPalace JS
Claim
A local-first, zero-LLM memory system and MCP server that gives AI assistants a…
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| 38365 |
Sonatype MCP Server
Claim
A Model Context Protocol (MCP) server for Sonatype Nexus Repository Manager tha…
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| 38366 |
MCP CSV Sales Analyzer
Claim
Analyzes sales CSV data to filter records, compute KPIs, and generate AI-powere…
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| 38367 |
Basic MCP Tools
Claim
A self-hosted MCP server providing private web search, web page fetching, and c…
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| 38368 |
youtube-research-mcp
Claim
Enables AI assistants to research YouTube videos by collecting captions, commen…
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| 38369 |
FinClaw
Claim
MCP server that provides AI agents with financial tools including real-time quo…
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| 38370 |
CUT Clarity MCP Server
Claim
Read-only MCP server exposing Microsoft Clarity analytics data as tools for Cha…
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| 38371 |
Local-first security check for AI coding agents: secrets, .env exposure, git-hi…
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| 38372 |
GitHub OAuth MCP Server
Claim
A remote MCP server deployed on Cloudflare Workers with GitHub OAuth authentica…
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| 38373 |
web3agent
Claim
Web3 MCP proxy for AI agents: DeFi swaps, bridges, market data, wallets, and ga…
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| 38374 |
mcp
Claim
Create content and test it on a real audience — neuroflash Digital Twins inside…
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| 38375 |
rocq-piler
Claim
MCP server that bridges LLMs with the Rocq (Coq) proof assistant via LSP, enabl…
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| 38376 |
fascia-mcp-server
Claim
Expose Fascia-deployed Tools and Entity schemas to AI agents via MCP
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| 38377 |
Petfinder MCP Server
Claim
Single-file HTTP MCP server for Petfinder's API to find adoptable pets and anim…
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| 38378 |
MysticAPI
Claim
Human Design & astrology engine: bodygraph, personal-sky SVG, today's sky. JPL …
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| 38379 |
interlock-mcp
Claim
A human-in-the-loop governance interlock for AI agents. Agents propose changes,…
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| 38380 |
Find when a public company reports: fiscal year end, cadence, next date and the…
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| 38381 |
LLM Hosting Pricing
Claim
LLM and GPU rental prices: model price lookup, GPU listings, cheapest-GPU searc…
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| 38382 |
memsearch-mcp
Claim
Provides hybrid vector+BM25+reranker search and index-refresh tools over agent …
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| 38383 |
A minimal network monitoring MCP tool for Playwright browser automation. Just 5…
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| 38384 |
kysigned-mcp
Claim
Enables management of e-signature envelopes — create, check status, list, send …
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| 38385 |
EIASS MCP Server
Claim
Enables searching and retrieving environmental impact assessment projects from …
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| 38386 |
eastmoney-skills2mcp
Claim
Provides 11 MCP tools for querying A-share market data, financial reports, stoc…
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| 38387 |
opc-mcp-server
Claim
OPC Suite — CRM, sales, inventory, accounting, HRM, payroll, claims, projects f…
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| 38388 |
google-workspace
Claim
Enables interaction with Google Workspace (Drive, Docs, Sheets, Gmail) via MCP …
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| 38389 |
mcp-grafana
Claim
In-cluster MCP server for read-only diagnostics of Grafana, Prometheus, Alertma…
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| 38390 |
mcp-weather-api
Claim
Provides weather forecasts and alerts for US locations via the National Weather…
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| 38391 |
mcp-hub
Claim
Single gateway that aggregates dozens of upstream MCP servers, enabling AI clie…
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| 38392 |
Magpie MCP Server
Claim
Enables AI agents to access Magpie Payment Platform APIs for processing payment…
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| 38393 |
odin-print-farm-mcp
Claim
Enables AI agents to operate a 3D print farm via O.D.I.N. backend, including jo…
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| 38394 |
today-top3-mcp
Claim
A situational local recommendation MCP server that classifies user mood, energy…
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| 38395 |
munimind-mcp
Claim
Query 2,500+ NYC civic datasets (zoning, deeds, permits, violations, meetings) …
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| 38396 |
groupdocs-signature-mcp
Claim
MCP server for GroupDocs.Signature — sign, search and verify document signature…
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| 38397 |
fallestatepaper-mcp
Claim
MCP server for foldkit that exposes 7-prime spine, 7 κ-bands, and 6 fold operat…
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| 38398 |
pop-pay
Claim
Project Point One Percent - Agent Pay \[pop-pay] is a payment guardrail and one…
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| 38399 |
Three translation options per phrase, casual to formal, with register context a…
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| 38400 |
An MCP server protected by Cloudflare Access, validating JWTs to conditionally …
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