MCP Server Quality Scores

Independent quality analysis of 66549 public MCP servers

66549
Discovered
31852
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 39 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
38351
gabrimatic
Persistent memory server for MCP clients that stores structured facts as JSON a…
N/A N/A
38352
mdonnalley
A local stdio MCP concierge that aggregates multiple remote MCP servers, forwar…
N/A N/A
38353
Virul360
Enables AI assistants to search, download, and analyze Google images via SerpAP…
N/A N/A
38354
vyshnavi-nandyala
A Model Context Protocol server providing tools for DB queries, API calls, file…
N/A N/A
38355
pathcourse-health
Cheaper LLM inference, USDC agent payments via x402, agent identity / reputatio…
N/A N/A
38356
pipeworx-io
Enables querying the EBI Expression Atlas for gene expression data across speci…
38357
venchuian
Enables interaction with Feishu (Lark) via MCP for sending messages, managing c…
38358
EllisMorrow
Caelune Claim
Read-only local-first MCP server for private Markdown, PDF, and Tika-backed sea…
N/A N/A
38359
pipeworx-io
mcp-data-pa Claim
Enables searching and querying Pennsylvania Open Data datasets via the Socrata …
38360
Diego-Costa-Tech
Remote MCP server to enrich company profiles with structured B2B data and confi…
38361
xiaojiou176-open
Read-only MCP server for CortexPilot workflows, queue state, proof, replay, and…
N/A N/A 95
38362
lreb
A local MCP server for Claude Desktop with persistent task management, file ope…
N/A N/A
38363
TRINITY-21
Enables AI assistants to accept payments, verify transactions, and manage custo…
38364
adshaa
MemPalace JS Claim
A local-first, zero-LLM memory system and MCP server that gives AI assistants a…
N/A N/A
38365
brianveltman
A Model Context Protocol (MCP) server for Sonatype Nexus Repository Manager tha…
38366
idobe2
Analyzes sales CSV data to filter records, compute KPIs, and generate AI-powere…
N/A N/A
38367
Tyguy047
A self-hosted MCP server providing private web search, web page fetching, and c…
N/A N/A
38368
lee-s-dev
Enables AI assistants to research YouTube videos by collecting captions, commen…
38369
IlyasFardaouix
FinClaw Claim
MCP server that provides AI agents with financial tools including real-time quo…
38370
Creativeuseoftechnology
Read-only MCP server exposing Microsoft Clarity analytics data as tools for Cha…
38371
Local-first security check for AI coding agents: secrets, .env exposure, git-hi…
N/A N/A 81
38372
goyalnikhil02
A remote MCP server deployed on Cloudflare Workers with GitHub OAuth authentica…
38373
Apegurus
web3agent Claim
Web3 MCP proxy for AI agents: DeFi swaps, bridges, market data, wallets, and ga…
N/A N/A
38374
neuro-flash
mcp Claim
Create content and test it on a real audience — neuroflash Digital Twins inside…
38375
scidonia
rocq-piler Claim
MCP server that bridges LLMs with the Rocq (Coq) proof assistant via LSP, enabl…
N/A N/A
38376
orcar-studio
Expose Fascia-deployed Tools and Entity schemas to AI agents via MCP
N/A N/A 83
38377
mattlgroff
Single-file HTTP MCP server for Petfinder's API to find adoptable pets and anim…
38378
Latimer-Woods-Tech
MysticAPI Claim
Human Design & astrology engine: bodygraph, personal-sky SVG, today's sky. JPL …
38379
Zigerus
A human-in-the-loop governance interlock for AI agents. Agents propose changes,…
38380
mambalabsdev
Find when a public company reports: fiscal year end, cadence, next date and the…
N/A N/A
38381
zayedAlmansoori
LLM and GPU rental prices: model price lookup, GPU listings, cheapest-GPU searc…
38382
TadMSTR
Provides hybrid vector+BM25+reranker search and index-refresh tools over agent …
N/A N/A
38383
bun913
A minimal network monitoring MCP tool for Playwright browser automation. Just 5…
N/A N/A
38384
kychee-com
kysigned-mcp Claim
Enables management of e-signature envelopes — create, check status, list, send …
38385
M-SungJoon
Enables searching and retrieving environmental impact assessment projects from …
38386
essos-bot
Provides 11 MCP tools for querying A-share market data, financial reports, stoc…
38387
Steveser1989
OPC Suite — CRM, sales, inventory, accounting, HRM, payroll, claims, projects f…
38388
CodecoolGlobal
Enables interaction with Google Workspace (Drive, Docs, Sheets, Gmail) via MCP …
N/A N/A
38389
romaine-life
mcp-grafana Claim
In-cluster MCP server for read-only diagnostics of Grafana, Prometheus, Alertma…
38390
devgrunge
Provides weather forecasts and alerts for US locations via the National Weather…
N/A N/A
38391
LemonWasTakenAgain
mcp-hub Claim
Single gateway that aggregates dozens of upstream MCP servers, enabling AI clie…
38392
domdanao
Enables AI agents to access Magpie Payment Platform APIs for processing payment…
N/A N/A
38393
HughKantsime
Enables AI agents to operate a 3D print farm via O.D.I.N. backend, including jo…
N/A N/A
38394
local-choice-lab
A situational local recommendation MCP server that classifies user mood, energy…
38395
robbienorris
munimind-mcp Claim
Query 2,500+ NYC civic datasets (zoning, deeds, permits, violations, meetings) …
N/A N/A 83
38396
groupdocs-signature
MCP server for GroupDocs.Signature — sign, search and verify document signature…
N/A N/A
38397
sjgant80-hub
MCP server for foldkit that exposes 7-prime spine, 7 κ-bands, and 6 fold operat…
N/A N/A
38398
TPEmist
pop-pay Claim
Project Point One Percent - Agent Pay \[pop-pay] is a payment guardrail and one…
81
38399
konid Claim 1
Three translation options per phrase, casual to formal, with register context a…
N/A N/A 81
38400
jlavoieca
An MCP server protected by Cloudflare Access, validating JWTs to conditionally …
Showing 38351–38400 of 66549 servers
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