MCP Server Quality Scores

Independent quality analysis of 69093 public MCP servers

69093
Discovered
→
33805
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 32 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10451
ivelin-web
tempo-mcp-server ⚡ Claim 1
MCP server for managing Tempo worklogs in Jira
C 65 5⁄5 ◉ ⏳ 53 66 N/A 65 81 63
10452
Samicostox
Generate and manage diagrams (class, ER, sequence, architecture) directly from …
C 65 6⁄6 ◉ ⏳ 86 71 0 51 81 100
10453 C 65 5⁄4 ◉ ⏳ 66 28 N/A 30 95 100
10454
langcare
langcare-mcp-fhir ⚡ Claim
An MCP FHIR server written in Go for EMR systems like Epic and Cerner
C 65 6⁄4 ◉ ⏳ 96 41 0 74 92 94
10455
AnGrY-Althaf
Provides access to over 40 industry-standard penetration testing tools, includi…
C 65 5⁄4 ◉ ⏳ 78 33 N/A 28 90 85
10456
sapientpants
DeepSource MCP Server ⚡ Claim 1
A Model Context Protocol server that integrates with DeepSource to provide AI a…
C 65 5⁄5 ◉ ⏳ 81 41 — 79 84 40
10457
menyoung
paperqa-mcp-server ⚡ Claim
Give Claude the ability to read, search, and synthesize across your entire PDF …
C 65 5⁄4 ◉ ⏳ 60 32 N/A 43 92 97
10458
yjqian19
Enables extraction of EXIF metadata from JPG and PNG images using publicly acce…
C 65 5⁄5 ◉ ⏳ 60 61 — 26 81 90
10459
zchaffee1
MCP Server ⚡ Claim
A server implementing Model Coupling Protocol for HDF5 file operations, Slurm j…
C 65 5⁄4 ◉ ⏳ 60 31 N/A 37 95 99
10460
grafana
Grafana UI MCP Server ✓ ⚡ Claim
Provides AI assistants with comprehensive access to Grafana's React component l…
C 65 6⁄6 ◉ ⏳ 90 76 0 59 76 91
10461
commercetools
An MCP server that enables AI agents to interact with the commercetools Composa…
C 65 5⁄5 ◉ ⏳ 75 40 — 66 82 62
10462
xiruatms
A lab demonstrating how to deploy a Model Context Protocol (MCP) server and int…
C 65 5⁄5 ◉ ⏳ 48 55 — 41 81 100
10463
fegizii
Enables access to the Semantic Scholar Academic Graph API for searching and ret…
C 65 5⁄5 ◉ ⏳ 62 43 — 44 82 93
10464
hiono
MCP-CMake ⚡ Claim
A Gradio-based MCP server for comprehensive CMake project management that enabl…
C 65 5⁄5 ◉ ⏳ 62 56 — 35 81 88
10465
Python51888
PySqlitMCP ⚡ Claim
Enables comprehensive SQLite database management through natural language inclu…
C 65 5⁄4 ◉ ⏳ 62 22 N/A 60 95 89
10466
NautilusOSS
Tinyman MCP Server ⚡ Claim 2
An MCP server that enables interaction with the Tinyman AMM DEX on the Algorand…
C 65 5⁄5 ◉ ⏳ 45 56 — 53 82 95
10467
jameslovespancakes
MokuPDF ⚡ Claim
Enables AI applications to read and process PDF files with intelligent file sea…
C 65 5⁄4 ◉ ⏳ 62 38 N/A 42 90 92
10468
itsPatH
A simple educational MCP server implemented in Node.js that allows users to fet…
C 65 5⁄5 ◉ ⏳ 60 50 — 38 81 93
10469
aldrin-labs
Metal MCP Server ⚡ Claim 1
Enables interaction with the Metal Framework by providing documentation search …
C 65 5⁄5 ◉ ⏳ 78 53 — 13 80 89
10470
mogharsallah
texterify-mcp ⚡ Claim 1
An MCP server that provides LLM agents with full access to the Texterify transl…
C 65 5⁄5 ◉ ⏳ 51 43 — 68 81 92
10471
jezweb
Enables AI assistants to search, validate, and retrieve Australian postcode and…
C 65 5⁄5 ◉ ⏳ 78 35 — 22 84 98
10472
anhhung04
Enables AI assistants to perform detailed DNS reconnaissance through natural la…
C 65 5⁄5 ◉ ⏳ 68 43 — 25 81 99
10473
Aeven-AI
Nano Banana ⚡ Claim
Generate, edit, and restore images using natural language prompts through the G…
C 65 6⁄6 ◉ ⏳ 80 67 0 73 81 96
10474
shengshengshengbuxi
MySQL MCP Server ⚡ Claim
Enables interaction with MySQL databases through the Model Context Protocol, al…
C 65 5⁄5 ◉ ⏳ 60 68 — 31 76 85
10475
KevoDB
KevoDB MCP Server ⚡ Claim
Implements a Multimodal Communication Protocol server for KevoDB, allowing AI a…
C 65 5⁄5 ◉ ⏳ 66 37 — 40 81 99
10476
nxGnosis
Provides tools to fetch up-to-date visa and immigration information for various…
C 65 5⁄5 ◉ ⏳ 60 100 — 28 81 39
10477
IKoreyoshiI
NetBrain MCP Claim
An open-source network operations integration platform that connects large lang…
C 65 5⁄5 ◉ ⏳ 66 53 — 28 77 96
10478
tzafrir
A FastMCP server implementation that provides a standardized interface for acce…
C 65 5⁄5 ◉ ⏳ 82 36 — 30 81 86
10479
kukapay
Providing cryptocurrency project data from Mobula.io to AI agents.
C 65 5⁄5 ◉ ⏳ 72 30 — 39 82 98
10480
mrosata
Provides read/write access to any FHIR-compliant healthcare API with built-in v…
C 65 5⁄5 ◉ ⏳ 80 38 — 27 81 89
10481
MattiooFR
Majestic MCP Server ⚡ Claim 1
An MCP server that provides access to the Majestic SEO API, allowing users to r…
C 65 5⁄5 ◉ ⏳ 57 65 — 27 80 91
10482
DavidSirota
rollin-mcp-server ⚡ Claim
Wheelchair accessibility scores for 70,000+ US restaurants. Search, filter, and…
C 65 6⁄4 ◉ ⏳ 88 70 0 54 83 94
10483
igs-pochenkuo
A template for building tools based on the Model Control Protocol (MCP) framewo…
C 65 5⁄4 ◉ ⏳ 72 36 N/A 26 95 90
10484
ycyun
Exposes ABLESTACK MOLD API through MCP tools with the mold_\* namespace, enabli…
C 65 5⁄5 ◉ ⏳ 78 82 — 36 81 30
10485
re-rank
Integrates Korea's government digital design system (KRDS) with AI assistants, …
C 65 5⁄4 ◉ ⏳ 72 56 N/A 26 95 62
10486
hollanddd
Enables AI agents to access comprehensive Pokémon data through PokeAPI, includi…
C 65 5⁄5 ◉ ⏳ 54 62 — 23 81 100
10487
captainChaozi
Search Intent MCP ⚡ Claim
An MCP-based service that analyzes user search keywords to determine their inte…
C 65 5⁄5 ◉ ⏳ 48 72 — 25 80 96
10488
saurabhsharma2u
search-console-mcp ⚡ Claim 1
An MCP server to interact with Google Search Console and Bing Webmasters.
C 65 5⁄4 ◉ ⏳ 49 38 N/A 80 83 87
10489
JuanSebastianGB
NPM Context Agent MCP ⚡ Claim 1
Provides comprehensive contextual information about npm packages including READ…
C 65 5⁄5 ◉ ⏳ 66 82 — 46 81 40
10490
EricGrill
Provides access to 7 free government and open data APIs including NOAA weather,…
C 65 5⁄5 ◉ ⏳ 80 40 — 32 82 84
10491
juyitingmcp
聚义厅MCP Claim
An AI personality collaboration tool based on Model Context Protocol (MCP) that…
C 65 5⁄5 ◉ ⏳ 60 100 — 56 81 17
10492
jimmyjoe009
OpenF1 MCP Server ⚡ Claim
Enables access to Formula 1 data from the openF1.org API, including driver info…
C 65 5⁄5 ◉ ⏳ 84 28 — 19 83 100
10493
TGM-Ventures
Enables AI agents to interact with BeeBoo's human-in-the-loop infrastructure fo…
C 65 5⁄5 ◉ ⏳ 96 0 — 46 82 100
10494
appricos
mcp-pushinator ⚡ Claim
Pushinator MCP lets you send push notifications to your devices from your LLM-p…
C 65 5⁄5 ◉ ⏳ 54 62 — 41 76 91
10495
kpetrovsky
Enables Claude to search and analyze Obsidian vault content using ripgrep with …
C 65 5⁄4 ◉ ⏳ 60 38 N/A 45 95 86
10496
limehawk
Dokploy MCP Server ⚡ Claim
Enables AI models to interact programmatically with Dokploy servers to manage p…
C 65 5⁄5 ◉ ⏳ 48 58 — 39 82 99
10497
9nate-drake
mcp-yfinance ⚡ Claim 2
MCP Server for fething yfinance financial data into Claude Desktop
C 65 5⁄4 ◉ ⏳ 75 50 N/A 11 91 83
10498
chrishart0
searchconsole-mcp ⚡ Claim
Provides read-only access to Google Search Console data, allowing AI assistants…
C 65 5⁄5 ◉ ⏳ 64 32 — 48 83 97
10499
halflifezyf2680
MPM-Coding Claim
Local MCP server for reliable long-running AI coding workflows.
C 65 5⁄4 ◉ ⏳ 72 26 N/A 55 92 78
10500
ainightshift
Enables retrieval and analysis of Google Trends data for any search term over t…
C 65 5⁄5 ◉ ⏳ 60 66 — 24 81 86
Showing 10451–10500 of 69093 servers
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