MCP Server Quality Scores

Independent quality analysis of 33537 public MCP servers

33537
Discovered
27233
Scored
1781
Verified
16957
Complete

Last updated 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8551
lordbasilaiassistant-sudo
base-token-sniper Claim 1
MCP server to discover and trade new token launches on Base chain.
C 68 54 72 70 N/A 32 69 90
8552
shaunmacfullstack
Exposes Perplexity AI's search capabilities to Claude, enabling real-time web s…
C 68 55 78 42 44 82 91
8553
AVIMBU
Allows AI models to query and retrieve analytics data from Plausible Analytics …
C 68 55 80 52 27 82 90
8554
Vanshika-Rana
Provides AI assistants with access to Payman's documentation, helping developer…
C 68 55 66 100 N/A 16 95 44
8555
JamesLouie
Oura Ring MCP Server Claim 1
A Model Context Protocol server that provides access to Oura Ring health and fi…
C 68 55 63 65 21 81 100
8556
Nexlab-One
Provides LLMs with comprehensive knowledge about the V programming language, in…
C 68 54 80 36 N/A 24 95 94
8557
betmoar
Enterprise-grade code intelligence platform providing AI-powered code analysis,…
C 68 55 94 28 28 81 96
8558
izzzzzi
MCP server for codewiki.google: search repos, fetch wiki docs, ask questions
C 68 55 49 82 N/A 78 95 37
8559
orkuhh
Memory MCP Server Claim
Provides tools for AI agents to manage long-term memories, daily notes, and TOD…
C 68 54 86 28 N/A 30 90 100
8560
Tae4an
Analyzes security compliance documents (ISMS-P, NIST, CIS Benchmark) in PDF/TXT…
C 68 54 72 52 N/A 25 95 83
8561
cbunting99
Kiro MCP Memory Claim
An enhanced MCP server that provides intelligent memory and task management for…
C 68 54 70 33 N/A 41 95 100
8562
QianYin-Zhou
trae-swagger-mcp Claim
Enables Trae IDE to parse and query Swagger/Knife4j API documentation by conver…
C 68 54 78 72 N/A 32 82 61
8563
hxie-pallas
Strava Training MCP Claim 1
Provides comprehensive access to Strava API for marathon training and race anal…
C 68 55 60 82 45 81 66
8564
RaghavanSV
Exposes tmux features to AI agents for managing sessions, windows, and panes wi…
C 68 54 60 56 N/A 25 92 100
8565
shaunie2fly
Enables AI assistants to perform comprehensive code reviews of local uncommitte…
C 68 55 76 87 N/A 26 95 40
8566
enesbol
GCP MCP Server Claim
Enables AI assistants to interact with and manage Google Cloud Platform resourc…
C 68 55 78 41 42 80 94
8567
tobs-code
cozo-memory Claim
Local-first memory system for AI agents with hybrid search and graph reasoning
C 68 54 84 40 N/A 56 95 58
8568
Olson3R
Confluence MCP Server Claim 2
A Model Context Protocol server that provides secure access to Atlassian Conflu…
C 68 55 75 57 23 80 95
8569
sophia-labs
Mnemosyne MCP Claim
Enables AI coding agents to query, create, and manage Mnemosyne knowledge graph…
C 68 55 90 35 37 81 89
8570
jahfer
JMAP MCP Server Claim
JMAP MCP Server
C 68 55 86 70 45 81 46
8571
SidneyBissoli
cid10-br-mcp Claim 2
MCP Server for Brazilian ICD-10 (DATASUS) - International Classification of Dis…
C 68 54 47 61 N/A 47 94 93
8572
Cyberweasel777
botindex-mcp-server Claim 3
DeFi signal intelligence + agent discovery. Funding arb, whale alerts, Zora, co…
C 68 55 60 100 N/A 34 81 53
8573
behavioral-ds
MCP 101 Example Claim
A foundational implementation of a Model Context Protocol (MCP) server designed…
C 68 44 42 N/A N/A 34 95 98
8574
realmindsai
A flexible MCP server that enables users to define and execute arbitrary comman…
C 68 55 84 87 N/A 19 95 35
8575
markswendsen-code
taskrabbit Claim 2
MCP server for TaskRabbit - let AI agents book home services and taskers
C 68 54 51 66 N/A 25 90 100
8576
philschmid
Provides tools to search and retrieve Google Gemini API documentation with full…
C 68 54 66 33 N/A 59 92 92
8577
StuMason
Enables interaction with Coolify applications and resources through the Coolify…
C 68 55 50 82 31 81 90
8578
ceciliomichael
Collects user feedback with text and image support through an Electron app, all…
C 68 54 66 57 N/A 27 95 88
8579
appdevlpr
Enables Large Language Models to connect to various real-world applications thr…
C 68 55 94 31 24 81 98
8580
hendrickcastro
Enables direct access to raw Markdown content from files or directories without…
C 68 55 84 53 44 81 67
8581
azer
Analyze React code locally, generate docs / llm.txt for whole project at once
C 68 54 84 50 N/A 25 84 87
8582
pinkpixel-dev
A Model Context Protocol server that allows AI agents to play notification soun…
C 68 55 63 100 N/A 32 95 35
8583
plasmate-labs
plasmate Claim
Browser engine for AI agents. HTML in, Semantic Object Model out. 16x fewer tok…
C 68 55 90 0 N/A 77 80 99
8584
mtane0412
Twitch MCP Server Claim 1
Enables interaction with the Twitch API, allowing users to retrieve comprehensi…
C 68 55 90 63 20 81 70
8585
blackgirlbytes
Enables AI assistants to interact with GitHub project boards as calendar events…
C 68 55 94 83 24 81 34
8586
robertsapunarich
A Cloudflare Workers-based deployment that implements the Model Context Protoco…
C 68 55 72 56 26 81 95
8587
MAIMOONA-ISLAM
A demonstration MCP server built with FastAPI that provides basic mathematical …
C 68 54 74 41 N/A 21 94 100
8588
JoJoJotarou
AskUserQuestionPlus Claim 1
A MCP server (Streamable HTTP) for asking user questions via a web interface, i…
C 68 54 63 28 N/A 70 95 88 HT
8589
josemiteba
Enables vulnerability analysis by querying CVE data through the CIRCL API and p…
C 68 55 72 62 21 81 94
8590
cg3-llc
prior Claim
Shared knowledge base for AI agents. Search and contribute solutions to technic…
C 68 55 88 10 68 81 96
8591
ALGeek01
Java Testing Agent Claim
Automates Java Maven testing workflows with decision table-based test generatio…
C 68 54 84 31 N/A 21 95 96
8592
angshuman
pdf-mcp Claim 2
An MCP server that provides tools for reading, writing, and manipulating PDF fi…
C 68 44 45 N/A N/A 30 95 98
8593
theYahia
robokassa-mcp Claim 2
MCP server for Robokassa payment API — generate payment URLs, check invoice sta…
C 68 44 57 N/A N/A 58 95 59
8594
PatrikFehrenbach
h1-brain Claim
MCP server that connects AI assistants to HackerOne for bug bounty hunting
C 68 54 70 35 N/A 47 90 95
8595
danmartuszewski
hop Claim 1
SSH connection manager with MCP server for AI-assisted operations across server…
C 68 54 76 36 N/A 78 90 65
8596
Xuanwo
mcp-server-opendal Claim 1
Access any storage with Apache OpenDAL™
C 68 55 68 33 64 80 100
8597
teelaitila
Enables iterative deep research by integrating AI agents with search engines, w…
C 68 55 54 61 54 81 89
8598
LunarPerovskite
docalyze Claim 1
Read and analyze local documents (PDF, Excel, CSV, Word, PowerPoint, images). N…
C 68 54 72 38 N/A 48 90 88
8599
wabox32
schema-engram-mcp Claim 1
An MCP server that provides persistent memory for database schemas by storing t…
C 68 44 49 N/A N/A 27 95 94
8600
skynet-base
A Model Context Protocol server for Turkish taxi services that enables fare est…
C 68 55 69 58 24 82 100
Showing 8551–8600 of 33537 servers
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