MCP Server Quality Scores

Independent quality analysis of 45732 public MCP servers

45732
Discovered
29516
Scored
2112
Verified
16952
Complete

Last updated 31 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
4251
maoruibin
MCP-Server-Inbox Claim 1
MCP server that integrates with inBox note-taking API, allowing users to create…
B 75 55 80 65 40 80 100
4252
dagba
An MCP server that provides comprehensive tools for managing iOS simulators, in…
B 75 54 69 62 N/A 50 92 99
4253
Hint-Services
MCP Trello Claim
Enables interaction with Trello boards through comprehensive card, list, and bo…
B 75 55 60 73 64 81 100
4254
X3r0K
This is a Model Context Protocol (MCP) server that provides access to the Shoda…
B 75 55 94 65 21 81 100
4255
waldzellai
Provides access to 27+ structured problem-solving frameworks and game-theoretic…
B 75 55 90 56 41 81 99
4256
boecht
Enables access to BitSight security rating data through company search and rati…
B 75 55 88 37 84 81 91
4257
any4ai
Enables web scraping and crawling capabilities for LLM clients, supporting sing…
B 75 55 69 86 38 81 91
4258
formulahendry
code-runner Claim
Code Runner MCP Server which can run code in various programming languages.
B 75 55 68 100 N/A 55 95 47
4259
Positronic-AI
MCP Dynamic Tools Claim
A dynamic MCP server that automatically discovers Python files in a directory a…
B 75 54 84 58 N/A 37 95 90
4260
wbopan
Things MCP Server Claim 2
An MCP server that allows AI assistants like Claude Code, Claude Desktop, and C…
B 75 55 57 100 N/A 72 95 50
4261
thypon
Enables semantic search through markdown documentation in code repositories usi…
B 75 54 90 60 N/A 21 95 94
4262
asif-reh
A complete fullstack application that demonstrates Model Context Protocol integ…
B 75 54 78 67 N/A 21 95 100
4263
guangxiangdebizi
Fetches YouTube video subtitles and transcripts with support for multiple langu…
B 75 55 90 100 41 81 45
4264
mrilikecoding
Clawmarks Claim
Enables LLM agents to create annotated bookmarks and narrative trails to docume…
B 75 54 90 53 N/A 37 95 91
4265
manasp21
PsiAnimator-MCP Claim
Enables quantum physics simulations and visualizations by integrating QuTip for…
B 75 54 96 36 N/A 61 95 83
4266
jmonsellier
Gmail MCP Server Claim 1
Integrates with Gmail to enable sending, reading, drafting, and managing emails…
B 75 54 78 67 N/A 38 95 88
4267
morahan
Provides fast, multilingual spell-checking for text and files, featuring syntax…
B 75 54 78 52 N/A 46 92 100
4268
tao12345666333
Civo MCP Server Claim 1
An MCP server implementation that integrates with the Civo cloud platform API, …
B 75 55 69 61 73 81 95
4269
Cam10001110101
This is a Model Context Protocol (MCP) server adaptation of LangChain Ollama De…
B 75 55 84 58 54 76 97
4270
petrsovadina
sukl-mcp Claim
MCP server poskytující přístup k české databázi léčivých přípravků SÚKL (Státní…
B 75 55 71 80 42 81 93
4271
ImRieul
MySQL MCP Server Claim
A lightweight MySQL MCP server that enables LLMs to interact with databases thr…
B 75 55 66 60 74 82 100
4272
priyankark
lighthouse-mcp Claim 2
MCP server for Google Lighthouse performance metrics
B 75 55 75 100 N/A 60 90 39
4273
kdqed
zaturn Claim
Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the …
B 75 54 64 65 N/A 54 90 100
4274
dbsectrainer
Step-by-step observability for MCP agent workflows
B 75 44 58 N/A N/A 62 83 98
4275
danielenricocahall
Lorcana MCP Claim 1
MCP server for searching, exploring, and aggregating Disney Lorcana cards.
B 75 44 53 N/A N/A 55 95 96
4276
markolive1501
Provides tools to monitor host system health including CPU load, disk usage, an…
B 75 54 94 56 N/A 27 87 99
4277
ShunsukeHayashi
Enables comprehensive management of TyranoStudio visual novel projects includin…
B 75 54 88 47 N/A 51 95 90
4278
niondigital
MoCo MCP Server Claim
Provides a Model Context Protocol interface to MoCo time tracking and project m…
B 75 55 78 83 43 81 78
4279
odei-ai
ODEI MCP Server Claim
Provides access to ODEI's constitutional knowledge graph, AI safety guardrails,…
B 75 55 72 72 59 80 91
4280
shifusen329
n8n-mcp Claim
A Python-based MCP server adapted from the n8n_agent project that implements a …
B 75 54 84 66 N/A 21 95 97
4281
gqy20
genome-mcp Claim 1
Intelligent Genomic Data Server Provides high-quality gene information queries,…
B 75 55 72 82 71 81 68
4282
yellowcandle
Provides comprehensive access to Hong Kong Legislative Council data including v…
B 75 55 94 57 32 83 94
4283
RBKunnela
PayBot MCP Server Claim
Connects AI agents to the PayBot payment infrastructure, enabling automated USD…
B 75 55 76 68 56 80 92
4284
Sivan22
Provides access to Jewish texts from the Sefaria library. This server enables L…
B 75 55 96 56 42 81 92
4285
youssef7788
Enables interaction with Azure AI Foundry services through a unified interface …
B 75 55 90 82 55 81 58
4286
mrkevindam
mcp-server-gsc Claim 1
B 75 54 88 60 N/A 24 89 99
4287
adamhancock
BullMQ MCP Server Claim
Enables AI assistants to manage BullMQ Redis-based job queues through natural l…
B 75 55 84 56 54 81 97
4288
Gorav22
TerminusAI Claim
Execute terminal commands locally or remotely via SSH with session persistence …
B 75 54 94 53 N/A 48 84 90
4289
ZASRD
A basic example demonstrating how to develop and run a serverless Model Context…
B 75 66 78 75 85 21 81 94
4290
mkummer225
Google Sheets MCP Claim
A Model Context Protocol (MCP) connector that allows AI agents to directly inte…
B 75 55 86 57 47 81 100
4291
DatanoiseTV
translator-ai Claim
Enables translation of JSON i18n files to multiple languages using various AI p…
B 75 55 90 53 54 81 93
4292
ofershap
Search, extract sections, list headings, and find code blocks across markdown f…
B 75 54 70 53 N/A 55 95 99
4293
bjulius
Logs LLM interactions to local CSV or Markdown files with automatic categorizat…
B 75 55 90 100 N/A 24 95 44
4294
baixianger
camoufox-mcp Claim
Anti-detection browser automation with Camoufox - stealth Firefox for web scrap…
B 75 55 78 82 N/A 33 95 76
4295
upascal
Enables searching for academic papers and preprints across multiple platforms i…
B 75 55 70 73 52 82 95
4296
Doriandarko
Sora MCP Server Claim
Integrates with OpenAI's Sora 2 API to generate, remix, and manage AI-generated…
B 75 55 80 66 50 81 93
4297
liadgez
CodeBase Optimizer Claim
Provides comprehensive codebase analysis including project structure evaluation…
B 75 54 90 51 N/A 36 90 97
4298
bbangjooo
MCP Installer Claim
Enables finding, configuring, and installing Model Context Protocol (MCP) serve…
B 75 55 86 100 N/A 25 95 49
4299
shawndrake2
Provides access to Yelp's business database for searching local businesses, ret…
B 75 55 94 100 27 80 53
4300
sanchisingh01
An MCP server that enables Gmail integration, allowing users to manage emails (…
B 75 54 71 63 N/A 43 95 97
Showing 4251–4300 of 45732 servers
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