MCP Server Quality Scores

Independent quality analysis of 59993 public MCP servers

59993
Discovered
29919
Scored
2112
Verified
16953
Complete

Last updated 34 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
851
SylphxAI
A TypeScript-based MCP server that implements a simple notes system, allowing u…
B 81 55 84 67 78 80 98
852
prashantgupta123
AWS FinOps MCP Server Claim 2
Provides a comprehensive suite of 76 tools for AWS cloud resource optimization,…
B 81 55 92 82 51 78 92
853
mgriffen
tapsite Claim 1
An MCP server for web intelligence extraction that provides 55 tools for extrac…
B 81 44 71 61 95 94
854
TheRealAshik
Jules MCP Server Claim 1
Enables orchestration of multiple Jules AI workers for tasks like code generati…
B 81 55 88 70 72 76 96
855
fasuizu-br
Pronunciation scoring, speech-to-text, and text-to-speech for AI agents.
B 81 66 96 100 55 45 82 97
856
cardmagic
messages Claim 1
Fuzzy search and browse Apple Messages/iMessage from CLI or MCP server
B 81 54 94 58 N/A 62 92 94
857
skullzarmy
vibealive Claim
B 81 54 84 65 N/A 76 90 92
858
dandeliongold
Facilitates the creation of DecentSampler drum kit configurations, supporting W…
B 81 55 90 82 N/A 46 90 84
859
hqtrung
Enables AI assistants to interact with the Finizi B4B platform through 15 compr…
B 81 55 88 82 44 81 100
860
lanbaoshen
mcp-jenkins Claim
The Model Context Protocol (MCP) is an open-source implementation that bridges …
B 81 54 78 60 N/A 82 92 96
861
Hovsteder
TRON Energy marketplace + DEX swap aggregator for AI agents. 27 MCP tools.
B 81 66 90 92 90 23 81 89
862
mathematic-inc
MCP server that exposes Claude Code's file and shell tools (bash, read, write, …
B 81 54 84 58 N/A 81 90 96
863
schwarztim
cimc-mcp Claim 2
An MCP server for managing standalone Cisco C-Series rack servers through the C…
B 81 55 73 100 48 81 98
864
seenbefore
mcp-dev-record Claim
A dedicated MCP (Model Context Protocol) server for recording and organizing co…
B 81 55 78 100 N/A 40 95 80
865
ewalid
rosetta-mcp Claim
AI-powered Excel translation preserving formatting, formulas, and data integrit…
B 81 54 96 71 N/A 53 83 92
866
Codeturion
codesurface Claim
Indexes your codebase's public API and serves it via compact MCP tool responses.
B 81 55 72 82 N/A 57 95 93
867
MobAI-App
mobai-mcp Claim 1
AI-powered mobile device automation for Android and iOS devices, emulators, and…
B 81 55 78 100 N/A 69 95 54
868
ziad-hsn
code-mode-toon Claim 1
A lightweight Model Context Protocol (MCP) orchestrator designed for efficiency…
B 81 54 96 60 N/A 67 90 86
869
twjackysu
TWSEMCPServer Claim
台灣證交所OpenAPI 的 MCP Server 同時整合部分即時報價和櫃檯買賣中心TPEx OpenAPI, 臺灣期貨交易所TAIFEX OpenAPI
B 81 66 86 82 84 54 81 88
870
gander-tools
MCP server for querying and validating OpenStreetMap tags
B 81 54 85 63 N/A 81 95 81
871
Pascalrjt
SearXNG MCP Server Claim 1
Enables local LLMs in LM Studio to perform web searches through a privacy-focus…
B 81 55 100 100 N/A 26 95 60
872
Ansvar-Systems
estonian-law-mcp Claim
Estonian legislation via MCP — full-text search across statutes and provisions
B 81 54 71 93 N/A 49 95 91
873
syucream
Provides MCP-compatible access to Holaspirit's API, allowing AI assistants to i…
B 81 55 84 72 70 78 100
874
ianen
Enables AI agents to read, browse, and create DingTalk Wiki content, including …
B 81 55 90 68 72 81 90
875
opensubtitles
Enables searching and downloading subtitles from OpenSubtitles.com through thei…
B 81 55 100 68 50 81 95
876
ibarrajo
Analyzes genealogy trees to detect errors, duplicates, and timeline inconsisten…
B 81 54 90 66 N/A 52 95 94
877
turbot
steampipe-mcp
B 81 55 100 60 57 81 98
878
pwilkin
Enables comprehensive file operations including reading, writing, searching, an…
B 81 55 74 100 N/A 46 95 78
879
OffleashXYZ
Enables AI assistants to access and search Google Contacts through per-user OAu…
B 81 55 100 72 42 81 96
880
dmilad
Enables AI assistants to capture screenshots from the OCP CAD Viewer, allowing …
B 81 54 90 58 N/A 65 95 94
881
f-is-h
MCP Easy Copy Claim 1
A Model Context Protocol server that automatically reads the Claude Desktop con…
B 81 55 63 87 N/A 60 95 97
882
cj-vana
claude-swarm Claim 3
Orchestrates parallel Claude Code worker swarms with protocol-based behavioral …
B 81 55 73 100 N/A 78 95 54
883
graphistry
Graphistry MCP Claim 1
GPU-accelerated graph visualization and analytics server for Large Language Mod…
B 81 55 90 82 56 81 90
884
n3wth
r3 (Recall) Claim
An intelligent memory MCP server that provides AI applications with semantic se…
B 81 55 86 65 82 76 100
885
stepankaiser
Phone camera bridge for Claude Code — photos, live video, voice, and generative…
B 81 44 72 N/A N/A 59 95 94
886
zivhdinfo
A Node.js MCP server that enables human-in-the-loop workflow for AI development…
B 81 54 90 70 N/A 46 95 93
887
fav-devs
Sociona MCP Server Claim
Enables AI assistants to publish, schedule, and manage social media posts acros…
B 81 55 90 65 67 81 99
888
entropy-data
Data Product MCP Claim
Enables AI agents to discover, request access to, and query data products in Da…
B 81 54 94 46 71 95 99
889
isaacgounton
Enables AI assistants to interact with BigCommerce stores through comprehensive…
B 81 55 92 100 23 81 89
890
bradleylab
stella-mcp Claim 1
Create, read, validate, and save Stella system dynamics models (.stmx files in …
B 81 54 86 56 N/A 72 95 94
891
pdfcrowd
Create polished, professional PDFs from a single prompt. Documentation, reports…
B 81 55 84 100 N/A 58 83 68
892
krjordan
VibeWatch Claim 1
Monitors development commands and exposes terminal output to Claude in real-tim…
B 81 54 84 68 N/A 57 94 95
893
GlobKurier-pl
Track shipments and search shipping products (DPD, InPost, DHL, FedEx, UPS, GLS…
B 81 66 84 86 92 34 82 92
894
jacopoc
A proof of concept MCP server for Apache OFBiz
B 81 54 78 68 N/A 67 95 97
895
WebexSamples
Enables AI assistants to interact with Cisco Webex messaging through 52 compreh…
B 81 55 100 68 46 82 96
896
LeomaiaJr
Enables users to search and fetch Google's Gemini API documentation directly wi…
B 81 55 82 100 32 82 95
897
samicokar
mcp-mac Claim 1
Enables AI agents to interact with macOS applications (Finder, Mail, Contacts, …
B 81 55 96 83 N/A 47 95 69
898
mbelinky
An enhanced Model Context Protocol server that enables Claude to interact with …
B 81 55 96 73 51 81 96
899
PaulieB14
graph-aave-mcp Claim
AAVE V2/V3 lending & governance MCP — 7 chains via The Graph subgraphs
B 81 54 88 61 N/A 74 80 100
900
feedoracle
7-signal stablecoin risk scoring. 13 tools, 28+ tokens, SAFE/CAUTION/AVOID verd…
B 81 66 90 96 64 45 81 99
Showing 851–900 of 59993 servers
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