MCP Server Quality Scores

Independent quality analysis of 69224 public MCP servers

69224
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 10 hours, 47 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
47951
unitycoder
MCP server that bridges Unity with AI agents, enabling scene inspection, C# cod…
— ○ ⏳ — N/A N/A — — —
47952
SVerITG
Metis — an open-source (AGPL-3.0), local-first MCP server / research companion…
— ○ ⏳ — N/A N/A — — —
47953
AnanseLabs-Org
Enables AI agents to interact with the BulkClix platform for SMS, OTP, airtime,…
— ○ ⏳ — — — — — —
47954
laneinrain
Enables semantic search over a local knowledge base using MCP tools, allowing A…
— ○ ⏳ — — — — — —
47955
danjam
MCP Govee Claim
Enables AI assistants to control Govee smart devices, including lights, via nat…
— ○ ⏳ — — — — — —
47956
cx2002302-lang
memory_plus Claim
Provides persistent, searchable structured memory management for AI agents, wit…
— ○ ⏳ — N/A N/A — — —
47957
StructuralWizard
A lightweight MCP server for linear-static structural analysis of bridges and b…
— ○ ⏳ — N/A N/A — — —
47958
iceycn
Enables large language models to query and operate on Apollo Configuration Cent…
— ○ ⏳ — — — — — —
47959
johnkeller101
Connects AI assistants to thousands of Tapatalk-enabled forums, enabling browsi…
— ○ ⏳ — — — — — —
47960
avidianity
MCP server for Jira Cloud — gives AI agents full context and control over Jira …
— ○ ⏳ — — — — — —
47961
PuckAPI
PuckAPI Claim
NHL hockey data MCP server. 12 tools covering games, standings, player stats, g…
— ○ ⏳ — — — — — —
47962
f1nthelad
Serverless connector to access Google Contacts via MCP, enabling AI agents to s…
— ○ ⏳ — N/A N/A — — —
47963
kev-hu
zep-mcp Claim
MCP server for the Zep Cloud API — a context engineering platform for AI agent …
— ○ ⏳ — N/A N/A — — —
47964
gzlo
rise-mcp Claim
RISE CRM MCP server — 36 tools across CRM, projects, tickets, finance, sales, H…
— ○ ⏳ — N/A N/A — — —
47965
hamchowderr
bika-mcp Claim
MCP server for integrating with Bika.ai platform, enabling AI assistants to per…
— ○ ⏳ — — — — — —
47966 — ○ ⏳ — N/A N/A — 95 —
47967
nareshnavinash
dobbe Claim
Automates DevOps workflows like vulnerability resolution, code review, test gen…
— ○ ⏳ — N/A N/A — — —
47968
DChuhin
Exposes Yandex Tracker's REST API v3 as tools for LLM clients, enabling issue m…
— ○ ⏳ — N/A N/A — — —
47969
selamy-labs
dns-mcp Claim
Enables DNS record CRUD operations (list, get, create, update, delete) through …
— ○ ⏳ — — — — — —
47970
ashcastelinocs124
A central MCP server that connects to multiple MCP servers and intelligently ro…
— ○ ⏳ — N/A N/A — — —
47971
jyphotography
Enables AI assistants to search, retrieve, and manage Confluence pages, and gen…
— ○ ⏳ — — — — — —
47972
CohenD
A Model Context Protocol server providing free financial market data across 13 …
— ○ ⏳ — — — — — —
47973
Pipelex
Enables AI agents to build and execute Pipelex pipelines on-the-fly from natura…
— ○ ⏳ — — — — — —
47974
noahpfi
ris-mcp Claim
MCP server that exposes Austrian federal law (Bundesrecht) to LLMs, enabling fu…
— ○ ⏳ — — — — — —
47975
antonskiter
Provides AI-optimized offline access to the Gravity UI design system, enabling …
— ○ ⏳ — N/A N/A — — —
47976
fumi-sagawa
Enables AI assistants to manage Obsidian notes via local REST API, supporting f…
— ○ ⏳ — N/A N/A — — —
47977
jon933
Connects SupraPrompt.ai to Claude, enabling users to turn marketing briefs into…
— ○ ⏳ — — — — — —
47978
yeswanthreddyk
Connects to Google Analytics 4 to run reports, manage configurations, and retri…
— ○ ⏳ — N/A N/A — — —
47979
mahimn01
MCP server wrapping worldmonitor global intelligence dashboard, exposing 140 to…
— ○ ⏳ — — — — — —
47980
regen-network
Enables AI coding assistants to estimate session energy footprint and retire ve…
— ○ ⏳ — — — — — —
47981
Maronato
Enables users to interact with YNAB budgets, accounts, transactions, and more t…
— ○ ⏳ — N/A N/A — — —
47982
CreateWorkerAI
MCP server for CreateWorker that lets you create and run tasks, manage knowledg…
— ○ ⏳ — — — — — —
47983
frothkoetter
Provides read-only SQL access to Apache Iceberg tables via HiveServer2, enablin…
— ○ ⏳ — — — — — —
47984
chiz0me
Enables scanning Express.js route surfaces for inventory and audit, classifying…
— ○ ⏳ — N/A N/A — — —
47985
Facets-cloud
Enables AI assistants to explore and interact with the Facets Control Plane API…
— ○ ⏳ — — — — — —
47986
wahajnintyeight
Enables AI assistants to query Ringba call analytics, including running EHG ins…
— ○ ⏳ — — — — — —
47987
polyrank
PolyRank MCP Claim
Provides AI agents with direct access to Polyrank's skill analytics for Polymar…
— ○ ⏳ — — — — — —
47988 — ○ ⏳ — N/A N/A — 95 —
47989
enrique-pastrana
Read-only MCP server that exposes Grafana dashboards, datasources, and metric/l…
— ○ ⏳ — — — — — —
47990
junter1989k-ai
Germany shipping labels for AI agents: buy Deutsche Post and more, track and re…
— ○ ⏳ — — — — — —
47991
Atharva-Jayappa
blast-scope Claim
Contextual blast-radius scoring for shell commands an AI agent is about to run
— ○ ⏳ — N/A N/A — — —
47992
crlian
mcp-pyatv Claim
MCP server for controlling Apple TV, HomePod, and AirPlay devices via pyatv, of…
— ○ ⏳ — N/A N/A — — —
47993
Oak1997
Enables managing multiple Microsoft Clarity projects by routing requests per cl…
— ○ ⏳ — N/A N/A — — —
47994
TouristShaun
mcp-brain Claim
A cognitive memory system for persistent knowledge graph storage across multipl…
— ○ ⏳ — — — — — —
47995
EnviableAmaretto
MCP server for OpenClaw task lifecycle management, enabling starting, listing, …
— ○ ⏳ — N/A N/A — — —
47996
kmnis
Smithery Claim
Enable dynamic integration of language models with external data and tools thro…
— ○ ⏳ — N/A N/A — 95 —
47997
Lucas-Servi
An MCP server for querying the KEGG bioinformatics database, providing tools, r…
— ○ ⏳ — — — — — —
47998
fikriaf
Enables LLMs to fetch and extract web page content as markdown, supporting chun…
— ○ ⏳ — — — — — —
47999
ilo.begashvili
browserbase Claim
— ○ ⏳ — N/A N/A — 95 —
48000
anurag-dhamala
Fetches up-to-date news articles from newsdata.io, supporting queries by countr…
— ○ ⏳ — — — — — —
Showing 47951–48000 of 69224 servers
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