MCP Server Quality Scores

Independent quality analysis of 33379 public MCP servers

33379
Discovered
25427
Scored
1446
Verified
16957
Complete

Last updated 14 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15801
KlausAndrade
codewatch-memory Claim 1
An observational memory server that uses LLM agents to capture, compress, and r…
F 30 54 78 56 N/A 35 88 91
15802
amiralamox
Jira JQL Tool Claim 1
Enables Claude to interact with Jira through JQL (Jira Query Language) queries …
F 30 54 74 68 N/A 25 84 87
15803
1999AZZAR
Project Guardian MCP Claim 1 2
A focused project memory system that provides knowledge graph capabilities and …
F 30 54 100 30 N/A 50 87 92
15804
bsmi021
Node Omnibus MCP Server Claim 1 2
A comprehensive Model Context Protocol server that provides advanced Node.js de…
F 30 55 90 58 40 74 99
15805
git-guocc
Enables automated collection and AI-powered filtering of public QQ channel post…
F 30 55 42 33 20 80 85
15806
Triple-Whale
triplewhale Claim 1
Triplewhale MCP Server
F 30 64 92 65 0 49 90 90
15807
qhdrl12
Allows AI assistants to generate and transform high-quality images from text pr…
F 30 55 76 43 55 80 99
15808
YoussefSahnoun
PentestMCP Claim 1
Enables LLMs to perform Active Directory penetration testing using tools like N…
F 30 54 66 37 N/A 46 84 87
15809
KunihiroS
CoRT MCP Server Claim 1 2
An MCP server implementing the Chain-of-Recursive-Thoughts (CoRT) methodology t…
F 30 55 51 68 39 80 92
15810
jjdelorme
SQL Analysis MCP Server Claim 1 2
An MCP server designed for SQL analysis that demonstrates sampling capabilities…
F 30 54 45 25 N/A 21 90 93
15811
DXCHowardB
ABAP MCP Server Claim 1 2
Provides unified ABAP and RAP documentation search, document retrieval, and ABA…
F 30 66 84 96 86 58 78 93
15812
anyiba
Spec Kit MCP Server Claim 1
Enables AI assistants to interact with Spec Kit templates and workflows for man…
F 30 54 78 50 N/A 31 87 86
15813
RandellB-Ritense
Documentation MCP Server Claim 1 2
Fetches GitHub PR and issue data server-side and combines it with a documentati…
F 30 55 74 71 29 80 91
15814
idjohnson
This MCP server enables the generation of structured fitness content, including…
F 30 55 76 47 22 80 89
15815
HypnoLabs-io
agentchurch-mcp Claim 1
Spiritual services for AI agents — confessions, salvation, identity. x402 payme…
F 30 64 90 68 0 37 74 93
15816
sevaepsteyn
RouterOS MCP Server Claim 1
Enables AI assistants to interact with MikroTik RouterOS devices through API an…
F 30 55 74 63 43 80 97
15817
GoodestUsername
SearXNG Search Server Claim 1
Provide programmatic access to privacy-respecting meta-search functionality via…
F 30 54 72 57 N/A 42 90 88
15818
iflytek
A server implementation of the Model Context Protocol that enables calling iFly…
F 30 55 96 57 43 74 83
15819
v3nom
Fetches web page content, converts it to Markdown, and optionally processes it …
F 30 55 90 56 50 76 91
15820
pauloFroes
mcp-telegram Claim 1 2
An MCP server that wraps the Telegram Bot API into semantic tools for LLM agent…
F 30 54 51 72 N/A 35 89 92
15821
timowhite88
farnsworth-syntek Claim 1 2
7-layer recursive agent memory with context branching, holographic recall, drea…
F 30 55 60 60 33 67 86
15822
wyre-technology
Xero MCP Server Claim 1
Enables interaction with the Xero Accounting API to manage contacts, invoices, …
F 30 55 90 63 82 77 96
15823
MarkAndersonIX
A base setup for creating MCP servers that integrate with Google's Gemini CLI, …
F 30 55 66 31 16 80 89
15824
gwyer
Enables Claude to perform hybrid search across local documents by combining sem…
F 30 55 94 57 54 77 96
15825
juspay
FDEP MCP Server Claim 1 2
Provides static code analysis for enterprise-scale Haskell codebases with 40+ c…
F 30 55 96 55 21 77 88
15826
KS-GEN-AI
jira-mcp-server Claim 1 2
Read jira data via JQL and api and execute requests to create and edit tickets.
F 30 55 86 61 48 74 91
15827
Vizioz
Swagger MCP Claim 1 2
An MCP server that connects to a Swagger specification and helps an AI to build…
F 30 54 77 62 N/A 56 90 92
15828
LunFengChen
MCP Gateway Claim 1
Aggregates multiple MCP servers into a single gateway with unified top-level to…
F 30 55 48 28 25 80 64
15829
chantasticstream
An example MCP server that integrates WorkOS AuthKit to enable secure remote cl…
F 30 55 60 68 30 78 96
15830
harshpreet931
Implements Chain of Thought methodology for extended sequential thinking on com…
F 30 55 78 33 44 80 91
15831
ExpertVagabond
raycast Claim 1
Raycast workflow automation MCP server with 9 tools
F 30 54 96 68 N/A 53 82 91
15832
aki66938
An automation toolkit that enables AI-driven content publishing and creator dat…
F 30 55 50 43 73 82 74
15833
praveencs87
Trello MCP Server Claim 1
Enables AI assistants and automation tools to interact with Trello boards, list…
F 30 55 76 66 23 80 86
15834
kamath
scrapegraph-mcp Claim 1
F 30 54 68 63 N/A 48 90 95
15835
anaisbetts
mcp-youtube Claim 1 2
Fetch YouTube subtitles
F 30 55 68 52 65 80 94
15836
kmaneesh
BioPython MCP Server Claim 1 3
Provides comprehensive BioPython capabilities for biological sequence analysis,…
F 30 55 62 82 79 77 89
15837
hesiod-au
Python MCP Server Claim 1 2
A Model Context Protocol server that extracts and analyzes Python code structur…
F 30 54 57 55 N/A 49 91 91
15838
ross-jill-ws
A high-performance MCP server that enables AI assistants to safely interact wit…
F 30 55 90 65 29 76 99
15839
jhammant
An MCP server that provides native Discord tools for Claude Code, enabling bidi…
F 30 55 75 68 42 80 99
15840
bratland
Pipedrive MCP Server Claim 1 2
Connects the Pipedrive API v2 to LLM applications, providing read-only access t…
F 30 55 78 40 23 76 100
15841
inkbytefo
screenmonitormcp Claim 1 2
Real-time screen analysis, context-aware recording, and UI monitoring MCP serve…
F 30 54 84 38 N/A 69 87 90
15842
StepByStep-1
Windows-MCP Claim 1
Enables AI agents to interact with Windows operating systems through native UI …
F 30 54 54 52 N/A 45 84 99
15843
doppelgangersai
Context API MCP Server Claim 1 2
Accesses the doppelgangers.ai Social Media Context API to provide contextualize…
F 30 55 78 67 27 76 93
15844
PARS-DOE
An MCP server that automatically generates documentation, test plans, and code …
F 30 55 85 63 31 80 97
15845
aviz85
A state-based agent orchestration system that allows transitions between differ…
F 30 54 60 25 N/A 15 89 98
15846
get-airlock
Maverick MCP Claim 1 2
A behavioral intelligence server that detects a user's unique interaction style…
F 30 54 90 0 N/A 27 87 96
15847
Julian-Figueroa
A reference MCP server for Cloudflare Workers that provides remote connection s…
F 30 55 60 67 26 80 90
15848
jmh108
MD Webcrawl MCP Claim 1 2
A Python-based MCP server that crawls websites to extract and save content as m…
F 30 55 60 30 30 80 95
15849
Ad-Veritas
TrueRAG MCP Server Claim 1
Enables interaction with a TrueRAG system through a GraphQL API using the Model…
F 30 55 76 40 16 71 95
15850
duoduohe
An MCP server that enables AI assistants to generate images using Black Forest …
F 30 55 39 70 45 78 38
Showing 15801–15850 of 33379 servers
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