MCP Server Quality Scores

Independent quality analysis of 44165 public MCP servers

44165
Discovered
29481
Scored
2111
Verified
16952
Complete

Last updated 56 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
301
yjqian19
exa-mcp-server Claim 1
B 84 66 90 80 97 50 82 92
302
blake365
volcanoes-mcp Claim 1
B 84 44 94 N/A N/A 39 95 94
303
neverinfamous
SQLite MCP server with 73 tools for JSONB, full-text search, geospatial, and an…
B 84 54 96 41 N/A 88 100 97
304
DebugBase
glance Claim
AI-powered browser automation MCP server for Claude Code. Navigate, click, scre…
B 84 44 66 N/A N/A 81 95 97
305
jx-codes
Enables LLMs to interact with MCP servers by writing TypeScript/JavaScript code…
B 84 55 90 100 N/A 28 95 91
306
pshempel
Provides comprehensive time manipulation capabilities including timezone conver…
B 84 55 92 100 54 81 79
307
dannyshaw
Enables AI assistants to interact with the Pocketsmith personal finance API to …
B 84 55 94 91 66 82 78
308
cslou
Abstract MCP Claim
A smart proxy server that prevents context window bloat by caching large tool r…
B 84 55 90 100 44 81 92
309
IBM
MCP Math Server Claim 1
A Mathematical Computation Protocol server providing 286 mathematical functions…
B 84 66 84 86 91 71 83 85
310
12-days-of-shipmas-2025
Generates blog and social media images using Google's Gemini AI with pre-config…
B 84 55 78 100 63 81 94
311
devnullvoid
MCP SSH Session Claim 1
Enables AI agents to establish and manage persistent SSH connections to remote …
B 84 55 74 82 N/A 72 95 95
312
mabeldata
MCP server that allows interaction with PocketBase databases, enabling record o…
B 84 54 100 71 63 90 89
313
airblackbox
air-blackbox-mcp Claim 1
EU AI Act compliance scanner for Python AI agents. 14 tools across 6 articles.
B 84 55 76 82 N/A 65 95 98
314
ondata
ckan-mcp-server Claim 1
MCP server for interacting with CKAN open data portals
B 84 55 85 66 N/A 86 95 90
315
yoda-digital
mcp-gitlab-server Claim 1
Production-grade GitLab MCP server with 86 tools — full GitLab control from any…
B 84 54 96 75 N/A 65 87 88
316
verygoodplugins
MCP Server Local WP Claim 1
Enables direct interaction with local WordPress development sites through Local…
B 84 55 94 75 N/A 63 95 84
317
cyanheads
An MCP server that enables AI agents to perform search-augmented queries and de…
B 84 54 94 75 64 92 91
318
loglux
WhatsApp MCP server over Streamable HTTP with web admin UI (QR/status/settings)…
B 84 54 100 63 N/A 72 90 90
319
PyJudge
pdf4vllm Claim
PDF reader for vision LLMs. Auto-detects text corruption and switches to image …
B 84 55 86 100 N/A 35 95 89
320
Ansvar-Systems
cameroonian-law-mcp Claim 1
Cameroon legislation via MCP -- full-text search across statutes and provisions
B 84 64 92 73 92 46 95 94
321
sharozdawa
SERP-based content scoring and optimization with 7 SEO categories.
B 84 44 72 70 95 99
322
2511319
Context7 MCP Claim 1
Provides LLMs with up-to-date, version-specific documentation and code examples…
B 84 66 78 100 93 49 82 91
323
jackwrichards
FastlyMCP Claim
Enables AI assistants to interact with Fastly's CDN API through the Model Conte…
B 84 55 96 100 38 81 87
324
jamiew
Spotify Claim
MCP server connecting LLMs to Spotify, with smart-batching and large-playlist t…
B 84 54 88 71 N/A 67 92 97
325
Averyy
Enables searching and filtering over 1.5 million electronic components across J…
B 84 55 100 79 57 81 93
326
prodlint
prodlint Claim
Production readiness for vibe-coded apps. 52 checks for security, reliability, …
B 84 54 72 73 N/A 89 92 98
327
easytocloud
Mac-letterhead Claim
Professional letterhead PDF generator for macOS with Markdown support and smart…
B 84 54 96 58 N/A 80 95 90
328
anipotts
iMessage MCP Claim 1
25 tools for searching, analyzing, and exploring your iMessage history on macOS.
B 84 55 70 100 N/A 79 95 76
329
leap-laboratories
Disco Claim 1
Find novel, statistically validated patterns in tabular data — hypothesis-free.
B 84 66 96 86 88 45 81 98
330
iamsrikanthnani
MCP Boilerplate Claim
A server that implements the Model Context Protocol, providing a standardized w…
B 84 54 100 68 48 92 100
331
BicameralAI
Bicameral MCP Claim
A provenance-aware decision ledger that maps meeting transcripts and PRDs to co…
B 84 44 90 N/A N/A 48 95 92
332
XWeaponX7
rundida-mcp Claim 1
Running tools for AI agents: 92 calculators, 46 guides, marathon data, pace and…
B 84 44 72 N/A N/A 72 95 97
333
cyanheads
MCP server for Obsidian — read, write, search, and surgically edit notes, tags,…
B 84 54 88 77 N/A 69 92 92
334
jeanlopezxyz
mcp-alertmanager Claim
A Model Context Protocol (MCP) server for Prometheus Alertmanager
B 84 54 82 68 N/A 79 94 99
335
djmoore711
Enables AI assistants to fetch company logos, brand colors, fonts, and corporat…
B 84 55 100 75 53 81 100
336
hanlulong
Provides a bridge between Stata statistical software and code editors like VS C…
B 84 54 96 56 N/A 80 90 99
337
mobile-next
mobile-mcp Claim 2
MCP Server for Android/iOS application and device automation, development and a…
B 84 55 69 100 N/A 84 95 75
338
IQAIcom
MCP-Discord Claim
A Discord Model Context Protocol server that enables AI assistants to interact …
B 84 55 96 68 78 80 99
339
dnaerys
onekgpd-mcp Claim
real-time access to 1000 Genomes Project dataset
B 84 66 92 80 90 63 81 89
340
Flux159
Typescript implementation of Kubernetes cluster operations for pods, deployment…
B 84 55 96 62 82 86 91
341
IO-Aerospace-software-engineering
mcp-server Claim 1
IO Aerospace MCP Server: a .NET-based MCP server for aerospace & astrodynamics …
B 84 66 81 96 90 58 81 88
342
stefanoamorelli
fred-mcp-server Claim
Open-source FRED MCP Server (Federal Reserve Economic Data)
B 84 54 90 71 N/A 88 84 88
343
evtapps
Ditto MCP Server Claim
Enables secure execution of Ditto DQL (Data Query Language) queries over HTTPS …
B 83 55 88 100 64 81 76
344
egegungordu
Provides a structured interface to the Japanese National Diet Library's parliam…
B 83 66 88 100 99 20 81 91
345
code-rabi
Interactive Brokers MCP Server
B 83 55 68 82 N/A 71 95 98
346
0xK3vin
MegaMemory Claim
An MCP server that lets coding agents build and query a persistent knowledge gr…
B 83 54 76 73 N/A 84 92 91
347
VibeTensor
Attestix Claim
AI agent identity, W3C credentials, EU AI Act compliance. 47 MCP tools.
B 83 55 72 82 N/A 83 92 91
348
Ansvar-Systems
mexican-law-mcp Claim
Mexican legislation via MCP — full-text search across statutes and provisions
B 83 54 75 93 N/A 46 95 95
349
rog0x
task Claim 1
Todo, priority, estimation, burndown for AI agents
B 83 44 94 N/A N/A 35 95 92
350
jeanlopezxyz
mcp-prometheus Claim
A Model Context Protocol (MCP) server for Prometheus monitoring
B 83 54 82 68 N/A 79 92 95
Showing 301–350 of 44165 servers
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