MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32326
Scored
2112
Verified
16953
Complete

Last updated 6 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
20251
ExpertVagabond
ibmcloud Claim 1
IBM Cloud CLI MCP server
B 76 43 100 52 N/A 50 88
20252
yindia
rootcause Claim
RootCause is a local-first MCP server that turns natural-language requests into…
B 76 43 90 41 N/A 78 94
20253
peacprotocol
Signed receipts for agent, API, and MCP interactions. Portable and offline-veri…
B 76 43 60 71 N/A 88 92
20254
daedalus
mcp-sympy Claim
MCP server that exposes SymPy's symbolic mathematics functionality
B 76 33 66 N/A N/A 67 95
20255
claus-92
Enables Claude to interact with Super Productivity's local REST API for task, p…
B 76 33 76 N/A N/A 51 95
20256
writio
writio Claim
LinkedIn-native AI content creation, scheduling & analytics via MCP.
B 76 43 90 70 N/A 49 83
20257
SAP-samples
SAP HANA CLI Claim
150+ SAP HANA database tools as MCP tools for AI assistants
B 76 33 60 N/A N/A 79 95
20258
themoddedcube
Generate professional PDF reports from LLM output — cover, TOC, tables, charts,…
B 76 33 70 N/A N/A 60 95
20259
neverprepared
mcp-utm Claim
Manages UTM virtual machines on macOS via AppleScript, enabling cloning, config…
B 76 33 76 N/A N/A 50 95
20260
CSOAI-ORG
memory-search-mcp MCP server by MEOK AI Labs
B 76 33 76 N/A N/A 52 95
20261
gaffer-sh
Gaffer MCP Server Claim 1
Connects AI coding assistants to Gaffer test history and coverage data to analy…
B 76 44 80 72 66 83
20262
bicatu
Enables users to manage medical appointments by searching for doctors, checking…
B 76 33 86 N/A N/A 35 95
20263
XJTLUmedia
context-first-mcp Claim
37-tool MCP server: context health, memory, reasoning, truthfulness & research …
B 76 33 72 N/A N/A 56 95
20264
Libres-coder
parseflow Claim
PDF parsing server with text extraction, metadata, search, images, and TOC via …
B 76 43 72 58 N/A 86 92
20265
fidensa
Fidensa Claim
Independent AI certification authority. Trust scores, search, comparison, and v…
B 76 33 94 N/A N/A 37 83
20266
cloudflare
Cloudflare MCP Server Claim 1
A token-efficient MCP server that provides access to the entire Cloudflare API …
B 76 43 77 70 56 95
20267
mova-compact
mova-flat-runner Claim
Governed AI workflows with human approval gates and audit trails for Claude and…
B 76 33 78 N/A N/A 62 83
20268
tpjnorton
MCP server for Swiss public transport — connections, stationboards, real-time d…
B 76 33 72 58 95
20269
pace8
mcp-wordpress-instaWP
B 76 43 92 75 N/A 24 95
20270
scrypster
Memento Claim
Persistent memory for AI tools. Local-first knowledge graph with hybrid search.
B 76 43 96 27 N/A 83 95
20271
cueapi
mcp Claim 1
Schedule agent work and report write-once outcomes via CueAPI from any MCP host.
B 76 33 84 N/A N/A 52 83
20272
nakulben
whatsapp-mcp Claim 2
WhatsApp Business API template management via Meta Cloud API. Create, validate,…
B 76 33 88 47 83
20273
BlackMount-ai
blackmount-nlp-mcp Claim
Deterministic local text analysis: sentiment, readability scoring, keyword extr…
B 76 33 66 N/A N/A 68 95
20274
ryuxik
gametheory-mcp Claim 1
Equilibrium-aware primitives for AI agents — negotiation, auctions, mechanism d…
B 76 33 78 N/A N/A 47 95
20275
HardHeadHackerHead
discord-mcp Claim
Enables managing a Discord server using natural language through AI clients lik…
B 76 43 75 72 59 95
20276
metaneutrons
Provides unified access to German federal and state legislation, court decision…
B 76 44 82 65 73 81
20277
zinja-coder
zin-mcp-client Claim
MCP Client which serves as bridge between mcp servers and local LLMs running on…
B 76 43 82 57 N/A 67 95
20278
onllm-dev
onUI Claim
Annotate elements, draw regions, and ship cleaner UI faster.
B 76 33 60 N/A N/A 79 95
20279
patchorbit
domscribe Claim
Domscribe is a pixel-to-code development tool that bridges the gap between runn…
B 76 33 60 N/A N/A 77 95
20280 B 76 33 80 N/A N/A 44 95
20281
antoinebou12
UML-MCP Claim
Generates UML and other diagrams (30+ types) via the Model Context Protocol, su…
B 76 43 100 32 71 95
20282
shade-solutions
Calendar MCP Claim
Production-grade Model Context Protocol server for Google Calendar with compreh…
B 76 43 96 67 N/A 31 95
20283
Gorav22
blender-mcp Claim
B 76 33 82 N/A N/A 42 95
20284
Samik081
Manage Authentik through AI assistants
B 76 43 84 66 N/A 76 77
20285
daedalus
mcp-parigp Claim
MCP server that exposes the PARI/GP number theory library, enabling advanced ma…
B 76 33 66 N/A N/A 67 95
20286
vivekVells
mcp-pandoc Claim 1
MCP server for seamless document format conversion using Pandoc, supporting Mar…
B 76 43 81 61 N/A 77 84
20287
Alexpoopy1
Enables AI assistants to interact with Roblox Studio in real-time, allowing cre…
B 76 43 88 65 N/A 47 95
20288
reshaprio
reshapr Claim
The open source, no-code MCP Server for AI-Native API Access
B 76 33 64 N/A N/A 70 95
20289
xxczaki
local-history-mcp Claim
MCP server for accessing VS Code/Cursor's Local History
B 76 43 100 28 N/A 75 95
20290
semorehq
Reference MCP server for K-product cross-border commerce with five canonical to…
B 76 33 72 58 95
20291
passerbyflutter
Enables AI agents to read, write, and edit Office documents via LibreOffice wit…
B 76 33 72 N/A N/A 57 95
20292
siqiliu-tsinghua
mma-mcp Claim 1
An MCP server that connects AI assistants to a local Wolfram Engine, enabling s…
B 76 33 75 N/A N/A 54 95
20293
Enreign
Real Chrome profiles with site intelligence — already logged in, PII anonymizat…
B 76 33 70 N/A N/A 61 95
20294
druellan
A Model Context Protocol (MCP) server for accessing Productive.io API endpoints…
B 76 43 78 75 N/A 49 95
20295
AION-Analytics
Indian financial headlines to sector trading signals and long/short ideas.
B 76 33 66 N/A N/A 67 95
20296
sai4447
agentfuse-mcp Claim
Enables AI agents to access affiliate marketing capabilities through AgentFuse'…
B 76 33 90 44 83
20297 B 76 33 80 N/A N/A 44 95
20298
mcpmux
McpMux Claim
McpMux — configure MCP servers once, connect every AI client through one local …
B 76 43 64 68 N/A 87 92
20299
mshegolev
jaeger-mcp Claim 1
B 76 33 88 59 75
20300
stacklok
toolhive Claim
ToolHive is an enterprise-grade platform for running and managing Model Context…
B 76 43 62 63 N/A 90 95
Showing 20251–20300 of 67226 servers
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