MCP Server Quality Scores

Independent quality analysis of 69093 public MCP servers

69093
Discovered
→
33805
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 45 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10351
sergey-fintech
Enables searching for files by name fragments via JSON-RPC or an HTTP REST API,…
C 65 5⁄5 ◉ ⏳ 72 91 — 16 81 46
10352
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
10353
xray918
Download Douyin videos without watermarks and extract audio text automatically.…
C 65 5⁄5 ◉ ⏳ 66 47 N/A 41 81 84
10354
samson-art
transcriptor-mcp ⚡ Claim 1
Transcriptor MCP is your choice when you need transcripts and metadata for AI, …
C 65 6⁄6 ◉ ⏳ 75 71 0 81 80 93
10355
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
10356
CarlosIbCu
Expose Polymarket's public Central Limit Order Book REST API as callable tools …
C 65 5⁄4 ◉ ⏳ 72 31 N/A 19 95 100
10357
iamnotyk
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
C 65 5⁄4 ◉ ⏳ 66 60 N/A 30 95 65
10358
neatobandit0
Qt Pilot ⚡ Claim 1
An MCP server for headless Qt/PySide6 GUI testing that enables AI assistants to…
C 65 5⁄4 ◉ ⏳ 53 33 N/A 57 90 97
10359 C 65 5⁄4 ◉ ⏳ 72 25 N/A 39 90 98
10360
qingyun-ag2
Giphy MCP Server ⚡ Claim
An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with…
C 65 5⁄4 ◉ ⏳ 60 50 N/A 21 95 90
10361
lordbasilaiassistant-sudo
base-price-oracle-mcp ⚡ Claim 2
MCP server for real-time token prices on Base from on-chain DEX pools.
C 65 5⁄5 ◉ ⏳ 51 100 N/A 34 95 33
10362
rahulthedevil
Jira-Context-MCP ⚡ Claim
MCP server to provide Jira Tickets information to AI coding agents like Cursor
C 65 5⁄5 ◉ ⏳ 72 35 — 45 81 91
10363
iamport-intl
Enables searching and reading of PortOne documentation, including OpenAPI schem…
C 65 5⁄5 ◉ ⏳ 54 60 — 28 82 96
10364
Samicostox
Generate and manage diagrams (class, ER, sequence, architecture) directly from …
C 65 6⁄6 ◉ ⏳ 86 71 0 51 81 100
10365
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
10366
fegizii
Enables access to the Semantic Scholar Academic Graph API for searching and ret…
C 65 5⁄5 ◉ ⏳ 62 43 — 44 82 93
10367
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
10368
sp2learn
An MCP server and web application that enables natural language medical queries…
C 65 5⁄5 ◉ ⏳ 73 41 — 22 81 98
10369
BlackSand-Software
HubSpot MCP ⚡ Claim
Provides standardized access to HubSpot CRM API for managing contacts, companie…
C 65 5⁄5 ◉ ⏳ 62 82 — 53 81 42
10370
cxt9
Neo4j MCP ⚡ Claim 1
Enables LLMs to interact with Neo4j graph databases using natural language to e…
C 65 5⁄5 ◉ ⏳ 66 58 — 24 80 90
10371
Comzee
A comprehensive MCP server that provides Claude AI with full access to YouTube …
C 65 6⁄6 ◉ ⏳ 84 71 0 64 81 91
10372
msjsc001
OmniClip-RAG ⚡ Claim 1
Local-first RAG desktop app & official MCP Server. Let any AI instantly search …
C 65 5⁄4 ◉ ⏳ 70 0 N/A 77 91 96
10373
MusaddiqueHussainLabs
mhlabs_mcp_tools ⚡ Claim 1
An MCP server that provides text preprocessing, NLP components, and document an…
C 65 5⁄4 ◉ ⏳ 45 48 N/A 58 90 89
10374
hollanddd
Enables AI agents to access comprehensive Pokémon data through PokeAPI, includi…
C 65 5⁄5 ◉ ⏳ 54 62 — 23 81 100
10375
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
10376
yjqian19
Enables extraction of EXIF metadata from JPG and PNG images using publicly acce…
C 65 5⁄5 ◉ ⏳ 60 61 — 26 81 90
10377 C 65 5⁄4 ◉ ⏳ 66 28 N/A 30 95 100
10378
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
10379
GBcui
Horoscope MCP Server ⚡ Claim 1
A Model Context Protocol server that provides daily horoscope readings and fort…
C 65 5⁄5 ◉ ⏳ 39 61 — 49 82 100
10380
kiseki-technologies
A Model Context Protocol Server that enables language models to access and mani…
C 65 5⁄5 ◉ ⏳ 53 66 — 24 82 93
10381
guanshilong
Extracts title, author, and content (in Markdown format) from WeChat official a…
C 65 5⁄5 ◉ ⏳ 72 53 — 19 81 90
10382
jojodiaz
Test MCP Server Claim 1
A basic MCP server implementation for testing purposes. Communicates via stdio …
C 65 5⁄4 ◉ ⏳ 68 51 N/A 24 84 87
10383
Mosaictm1
An AI-powered workflow automation platform that builds and executes n8n workflo…
C 65 5⁄5 ◉ ⏳ 78 38 — 30 81 92
10384
FallenAngels520
Provides access to GeoGebra's mathematical computation, geometry construction, …
C 65 5⁄5 ◉ ⏳ 78 37 — 21 81 100
10385
xiruatms
A lab demonstrating how to deploy a Model Context Protocol (MCP) server and int…
C 65 5⁄5 ◉ ⏳ 48 55 — 41 81 100
10386
IKoreyoshiI
NetBrain MCP Claim
An open-source network operations integration platform that connects large lang…
C 65 5⁄5 ◉ ⏳ 66 53 — 28 77 96
10387
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
10388
burnssa
Afterpaths ⚡ Claim
Session memory for AI coding agents. Search past sessions, extract rules, and t…
C 65 5⁄4 ◉ ⏳ 66 52 N/A 31 77 92
10389
commercetools
An MCP server that enables AI agents to interact with the commercetools Composa…
C 65 5⁄5 ◉ ⏳ 75 40 — 66 82 62
10390
r3-yamauchi
Enables safe management of MCP server configuration files for AWS Q Developer a…
C 65 5⁄4 ◉ ⏳ 54 72 N/A 41 92 58
10391
BACH-AI-Tools
Zoopla MCP Server ⚡ Claim
Enables access to UK property listings, price estimates, agent information, and…
C 65 5⁄5 ◉ ⏳ 56 100 — 45 81 35
10392
marcoeg
mcp-nvd ⚡ Claim 1
A Model Context Protocol server implementation to query the NIST National Vulne…
C 65 5⁄5 ◉ ⏳ 67 38 — 46 81 92
10393
SeoNaRu
Persona MCP Server ⚡ Claim
AI-powered persona analysis and Focus Group Interview (FGI) system that creates…
C 65 5⁄5 ◉ ⏳ 72 58 — 21 81 79
10394
Python51888
PySqlitMCP ⚡ Claim
Enables comprehensive SQLite database management through natural language inclu…
C 65 5⁄4 ◉ ⏳ 62 22 N/A 60 95 89
10395
jimfilippou
things-mcp ⚡ Claim 1
A Model Context Protocol (MCP) server that provides seamless integration with t…
C 65 5⁄4 ◉ ⏳ 78 35 N/A 29 95 80
10396
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
10397
jezweb
Enables AI assistants to search, validate, and retrieve Australian postcode and…
C 65 5⁄5 ◉ ⏳ 78 35 — 22 84 98
10398
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
10399
albertlab0
ghidraMCP ⚡ Claim
An Model Context Protocol server that enables LLMs to autonomously reverse engi…
C 65 5⁄4 ◉ ⏳ 66 31 N/A 46 90 92
10400
re-rank
Integrates Korea's government digital design system (KRDS) with AI assistants, …
C 65 5⁄4 ◉ ⏳ 72 56 N/A 26 95 62
Showing 10351–10400 of 69093 servers
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