MCP Server Quality Scores

Independent quality analysis of 68948 public MCP servers

68948
Discovered
→
33695
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 17 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
68051
nerigleston
Enables AI assistants to access the complete documentation of the jangada libra…
— ○ ⏳ — N/A N/A — — —
68052
trevorputbrese
A server that bridges MCP-compatible clients to VMware Log Insight, enabling na…
— ○ ⏳ — — — — — —
68053
EYamanS
An MCP server that drives FMOD Studio live through its scripting terminal, expo…
— ○ ⏳ — N/A N/A — — —
68054
code-alchemist01
Enables AI assistants to manage project analysis, code metrics, documentation, …
— ○ ⏳ — N/A N/A — — —
68055
becoolme
mcp Claim
Manage uptime monitors, incidents and status pages from any MCP client.
— ○ ⏳ — — — — — —
68056
markobullrush
Enables managing tasks, projects, schedules, users, comments, and more in Motio…
— ○ ⏳ — — — — — —
68057
droid-Q
MCP server adapter that exposes A-share stock data tools, prompts, and resource…
— ○ ⏳ — N/A N/A — — —
68058
hamcheeseburger
Self-hosted MCP server that wraps the Toss Securities Open API, enabling natura…
— ○ ⏳ — N/A N/A — — —
68059
zseta
Progi Claim
Workflow engine that teaches your agent how YOU like to get things done. So you…
— ○ ⏳ — N/A N/A — — —
68060
justinritchie
Enables AI-assisted clan analysis for Clash of Clans by reading official API da…
— ○ ⏳ — — — — — —
68061
m4cd4r4
mcpwrap Claim
MCP server that wraps any REST API with an OpenAPI spec, dynamically creating M…
— ○ ⏳ — N/A N/A — — —
68062
antuking
clockify-mcp Claim
MCP server for Clockify time tracking, enabling CRUD operations on workspaces, …
— ○ ⏳ — — — — — —
68063
websfactory
Searches for children's programs at public facilities like libraries and cultur…
— ○ ⏳ — — — — — —
68064
ivmarcos
Provides file system operations (read, search, list) and time queries, enabling…
— ○ ⏳ — N/A N/A — — —
68065
Rexcraig
AgentRamp Claim
Auto-generate a hosted MCP server from any SaaS product URL in minutes. No code…
— ○ ⏳ — — — — — —
68066
makinokeiichi
A Model Context Protocol server that collects, analyzes, and manages AI use cas…
— ○ ⏳ — N/A N/A — 95 —
68067
torykit
smithery Claim
— ○ ⏳ — N/A N/A — 95 —
68068
aard-ai
Enables natural language discovery, querying, and analysis of Thailand's offici…
— ○ ⏳ — — — — — —
68069
zhangxiany-tamu
StatTools Claim
MCP server that lets AI agents discover and call R and Python statistical funct…
— ○ ⏳ — N/A N/A — — —
68070
madmystic
A lightweight MCP server that wraps OWASP ZAP's REST API as Model Context Proto…
— ○ ⏳ — N/A N/A — — —
68071 — ○ ⏳ — N/A N/A — 95 —
68072
warfield2016
solagent-mcp Claim
Enables AI agents to interact with the Solana blockchain through MCP, supportin…
— ○ ⏳ — N/A N/A — — —
68073
grandmaster451
Konnect Claim
Bridges AI agents to a real browser using a persistent daemon and Chrome extens…
— ○ ⏳ — N/A N/A — 95 —
68074
igormachadogomes
Deploys a joke-telling MCP server on Azure and integrates it with Microsoft Cop…
— ○ ⏳ — — — — — —
68075
rroque99
Enables managing BOSH deployments via natural language by providing tools to lo…
— ○ ⏳ — — — — — —
68076
tsurutan
Enables AI assistants to access and manage accounting data through the freee ac…
— ○ ⏳ — — — — 81 —
68077
L-Chris
weflow-mcp Claim
Enables to access and manage WeChat data (sessions, contacts, Moments) through …
— ○ ⏳ — N/A N/A — — —
68078
bomomoQWQ
Wraps all LANraragi APIs into 51 MCP tools, enabling AI agents to browse, searc…
— ○ ⏳ — — — — — —
68079
neuronik-io
drop Claim
Publishes HTML pages straight from your AI assistant to a shareable URL, then l…
— ○ ⏳ — — — — — —
68080
HtetOoWaiYan
A simple color utility MCP server for frontend developers. Convert, mix, adjust…
— ○ ⏳ — N/A N/A — — —
68081
juanpablo-estrada
Enables managing WhatsApp Business accounts through natural language, including…
— ○ ⏳ — — — — — —
68082
Pcummings
Enables sending transactional emails, managing templates, suppression lists, se…
— ○ ⏳ — — — — — —
68083
fl0w1nd
Let AI models manage your TeamSpeak 3 server through the Model Context Protocol.
— ○ ⏳ — — — — — —
68084
AlexanderHoogsteyn
Clarigrid Claim
Read-only electricity, gas, and weather data with structured provenance and uni…
— ○ ⏳ — — — — — —
68085
geztio
Construction cost & project management: APU analysis, budgets, price lists, sit…
— ○ ⏳ — — — — — —
68086
pcamarajr
A portable, AI-agnostic second brain that stores typed memories with semantic r…
— ○ ⏳ — N/A N/A — — —
68087
obrien-matthew
mcp-garmin Claim
MCP server for Garmin Connect that provides read-only access to daily health me…
— ○ ⏳ — N/A N/A — — —
68088
dy-le
Enables AI assistants to browse, read, write, move, copy, and delete files on W…
— ○ ⏳ — — — — — —
68089
Raheem-19
Provides IDE-like semantic code retrieval and editing tools for LLMs, enabling …
— ○ ⏳ — N/A N/A — — —
68090
WRG-11
Sigma detection rule writing, validation, and conversion (Splunk/Elastic/Kibana…
— ○ ⏳ — — — — — —
68091
memcell-ai
MemCell Claim
Living memory for AI coding agents: recall before acting, report outcomes so co…
— ○ ⏳ — — — — — —
68092
luisfelipevegarodriguez
MCP COO DeFi Claim
Autonomous MCP server for DeFi yield optimization, enabling yield opportunity d…
— ○ ⏳ — — — — — —
68093
rduffyuk
MCP-native persistent-memory agent that remembers user preferences across sessi…
— ○ ⏳ — — — — — —
68094
ahmedselimmansor-ctrl
This server exposes over 250 tools across 23 GCP service domains, enabling AI m…
— ○ ⏳ — — — — — —
68095
pipeworx-io
MCP server for querying City of Novi, Michigan open geospatial data (ArcGIS), e…
— ○ ⏳ — — — — — —
68096
PlumyCat
An MCP server that gives Claude persistent memory by storing conversation conte…
— ○ ⏳ — — — — — —
68097
Kigstn
Enables LLMs to execute Python code securely in a sandboxed environment. Suppor…
— ○ ⏳ — — — — — —
68098
CodesWhat
Full Portkey Admin API MCP server — configs, prompts, keys, analytics, and more.
— ○ ⏳ — N/A N/A — — —
68099
petri-net-sim
Enables natural language conversion of production and queueing systems into Pet…
— ○ ⏳ — — — — — —
68100
2loch-ness6
Enables AI coding assistants to access grounded, branch-scoped codebase context…
— ○ ⏳ — N/A N/A — — —
Showing 68051–68100 of 68948 servers