MCP Server Quality Scores

Independent quality analysis of 69448 public MCP servers

69448
Discovered
→
34111
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
35501
yigitkonur
example-mcp-server-stdio
— ○ ⏳ — N/A N/A — 95 —
35502
tlemmons
junto-memory Claim
A shared memory and coordination server for multiple AI coding agents, built on…
— ○ ⏳ — — — — — —
35503
alpadalar
A production-ready MCP server for managing FortiGate firewalls, enabling AI ass…
— ○ ⏳ — — — — — —
35504
lotusbaba
Dynamically exposes any OpenAPI/Swagger API as tools for AI assistants, automat…
— ○ ⏳ — N/A N/A — — —
35505
ivarrian
Provides access to Victoria, Australia's public holidays and important dates vi…
— ○ ⏳ — — — — — —
35506
askads
Enables querying Yandex Wordstat search statistics, including frequency, relate…
— ○ ⏳ — — — — — —
35507
sankalp51
A simple Model Context Protocol (MCP) server that allows LLMs to create and man…
— ○ ⏳ — N/A N/A — — —
35508
jesse-smith
searchloinc Claim
Enables LLMs to search LOINC terms with free-text, relevance-ranked, and facete…
— ○ ⏳ — — — — — —
35509
beau-wood
Aggregates network operations tools such as retrieving local network configurat…
— ○ ⏳ — N/A N/A — — —
35510
siddiquesahabaj
CoordMCP Claim
A coordination server that enables multiple AI coding agents to work together o…
— ○ ⏳ — N/A N/A — — —
35511
pipeworx-io
Enables AI agents to query cryptocurrency data including prices, market cap, ra…
— ○ ⏳ — — — — — —
35512
gabrielmahia
ardhi-mcp Claim
MCP server for Kenya land administration — title search, land rates, subdivisio…
— ○ ⏳ — N/A N/A — — —
35513
wangsquirrel
An MCP server for generating Chinese divination charts (Six-line and Bazi) base…
— ○ ⏳ — — — — — —
35514
rajdeepmondaldotcom
WHOOP recovery, sleep, strain, and workouts with server-side analysis: trends, …
— ○ ⏳ — N/A N/A — — —
35515
luminarylane
This MCP server enables AI agents to extract, verify, and cache factual claims …
— ○ ⏳ — — — — — —
35516
MitsudoAI
guru-pk-mcp Claim
An MCP server that enables multi-round AI expert debates with dynamic expert ge…
— ○ ⏳ — N/A N/A — — —
35517
bhayanak
Enables AI assistants to explore player profiles, ratings, game archives, leade…
— ○ ⏳ — N/A N/A — — —
35518
sweir1
A production-ready MCP server providing AI assistants with intelligent Supabase…
— ○ ⏳ — — — — — —
35519
songminkyu
Provides PDF analysis, data extraction, form filling, and comparison capabiliti…
— ○ ⏳ — N/A N/A — — —
35520
sorryorc
Enables Codex to delegate bulk code reading, patching, and testing to an async …
— ○ ⏳ — N/A N/A — — —
35521
informatics-isi-edu
Enables AI assistants to manage Deriva catalogs and execute ML workflows, inclu…
— ○ ⏳ — N/A N/A — — —
35522 — ○ ⏳ — N/A N/A — 95 —
35523
riku359
Enables AI coding agents to search and retrieve official CryoSPARC documentatio…
— ○ ⏳ — N/A N/A — — —
35524
SilenceEchoLab
PhantomHand Claim
A minimalist browser control engine that allows LLM agents to visually perceive…
— ○ ⏳ — N/A N/A — — —
35525
VirtualSMSLabs
Enables AI assistants to purchase virtual phone numbers, retrieve SMS verificat…
— ○ ⏳ — — — — — —
35526
corneyc
A production-ready Model Context Protocol server that bridges local document ma…
— ○ ⏳ — N/A N/A — — —
35527
linegeek
Prototype of a Model Context Protocol (MCP) server that provides access to X-ra…
— ○ ⏳ — N/A N/A — — —
35528
adamconde
Self-hosted MCP server that aggregates personal health data from Google Health,…
— ○ ⏳ — — — — — —
35529
weihang1258
An MCP server that bridges LLM platforms with multiple socket_server targets, e…
— ○ ⏳ — — — — — —
35530
debs-obrien
Enables AI agents like GitHub Copilot to retrieve real-time weather data for an…
— ○ ⏳ — — — — — —
35531
michellelandon
A deliberately broken calculator MCP server that always returns double the corr…
— ○ ⏳ — N/A N/A — — —
35532
DmitryKhali
Provides read access to Confluence Server/Data Center pages, sections, tables, …
— ○ ⏳ — — — — — —
35533
guguborbh
An MCP server for comprehensive video analysis — AI-powered transcription, visu…
— ○ ⏳ — — — — — —
35534
lpeluso-dotcom
A remote MCP server that exposes the ServiceTitan API as tools, enabling Claude…
— ○ ⏳ — — — — — —
35535
andyleimc-source
mdymcp Claim
Unified MCP server for Mingdao platform, providing 98 tools for collaboration A…
— ○ ⏳ — N/A N/A — — —
35536
lokiwilded
Enables importing Claude Code and opencode session history into a searchable me…
— ○ ⏳ — N/A N/A — — —
35537
w-10-m
Small MCP server for connecting to enterprise Jira using a personal access toke…
— ○ ⏳ — — — — — —
35538
one710
A pluggable vector memory server for semantic search and long-term memory, with…
— ○ ⏳ — — — — — —
35539
pipeworx-io
Enables querying and searching King County Open Data datasets via Socrata SoQL,…
— ○ ⏳ — — — — — —
35540
ishan-parihar
Enables AI assistants to interact with Instagram by scraping profiles, posts, r…
— ○ ⏳ — — — — — —
35541
ShunsukeHayashi
Enables AI-driven orchestration of GitHub development workflows including autom…
— ○ ⏳ — — — — 81 —
35542
Rikuto-des
A read-only Figma MCP server for GitHub Copilot that renders screenshots locall…
— ○ ⏳ — — — — — —
35543
halim-23
Enables AI assistants to interact with Jira and Confluence via natural language…
— ○ ⏳ — — — — — —
35544
chanmeng666
archlang-mcp Claim
Compile, describe, lint, validate, score and repair multi-storey and curved Arc…
— ○ ⏳ — N/A N/A — — —
35545
falcosan
Provide AI models with seamless access to Meilisearch's powerful search and ind…
— ○ ⏳ — N/A N/A — 95 —
35546
that-lucas
tts-mcp Claim
Profile-driven MCP server for Google Cloud Text-to-Speech that exposes tools to…
— ○ ⏳ — N/A N/A — — —
35547
ngarbezza
outline-mcp Claim
MCP server for Outline that gives Claude the ability to search and read documen…
— ○ ⏳ — — — — — —
35548
KhushalB25
MCP server that completes prompts with automatic provider fallback across OpenA…
— ○ ⏳ — — — — 81 —
35549
trypeggy
Enables searching and analyzing Facebook's public ads library to see what compa…
— ○ ⏳ — — — — 81 —
35550
Cronus87
An enterprise-grade management tool that enables Claude Code to securely intera…
— ○ ⏳ — — — — 81 —
Showing 35501–35550 of 69448 servers
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