MCP Server Quality Scores

Independent quality analysis of 68948 public MCP servers

68948
Discovered
→
33695
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 18 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
951
dbwls99706
deadends.dev ⚡ Claim
Structured failure knowledge for AI agents — dead ends, workarounds, error chai…
B 81 5⁄4 ◉ ⏳ 96 58 N/A 48 92 100
952
AbdelStark
nostr-mcp ⚡ Claim 2
A Nostr MCP server that allows to interact with Nostr, enabling posting notes, …
B 81 5⁄5 ◉ ⏳ 96 73 — 44 80 100
953
mbelinky
An enhanced Model Context Protocol server that enables Claude to interact with …
B 81 5⁄5 ◉ ⏳ 96 73 — 51 81 96
954
GlobKurier-pl
Track shipments and search shipping products (DPD, InPost, DHL, FedEx, UPS, GLS…
B 81 6⁄6 ◉ ⏳ 84 86 92 34 82 92
955
tickory
Tickory MCP Server ⚡ Claim
Scheduled scans across all Binance spot and perpetual pairs using CEL rules (RS…
B 81 5⁄5 ◉ ⏳ 78 71 — 76 83 98
956
abhishekgahlot2
Bidirectional bridge between Claude Code and OpenAI Codex CLI. Built on Claude …
B 81 4⁄4 ◉ ⏳ 90 N/A N/A 28 95 95
957
angiejones
MCP Selenium ⚡ Claim
Enables browser automation using the Selenium WebDriver through MCP, supporting…
B 81 5⁄4 ◉ ⏳ 80 61 N/A 81 88 100
958
aplaceforallmystuff
Enables local network discovery and security scanning to identify connected dev…
B 81 5⁄5 ◉ ⏳ 67 100 N/A 46 95 89
959
render-oss
render ⚡ Claim
Interact with your Render resources via LLMs.
B 81 5⁄5 ◉ ⏳ 82 67 — 76 85 97
960
xmuweili
app-screen-mcp ⚡ Claim 1
An MCP server for reliable iOS Simulator automation that enables agents to cont…
B 81 5⁄5 ◉ ⏳ 79 100 N/A 30 95 84
961
k4cper-g
fumadocs-mcp ⚡ Claim 1
An MCP (Model Context Protocol) server that provides AI tools with access to Fu…
B 81 5⁄5 ◉ ⏳ 74 100 — 47 84 89
962
VeriTeknik
Enables users to track daily calorie consumption by logging meals through natur…
B 81 5⁄5 ◉ ⏳ 90 100 N/A 44 91 66
963
KryptosAI
mcp-observatory ⚡ Claim
Test, secure, and monitor MCP servers. Auto-discovery, drift detection, SARIF, …
B 81 4⁄4 ◉ ⏳ 71 N/A N/A 64 95 93
964
fasuizu-br
Pronunciation scoring, speech-to-text, and text-to-speech for AI agents.
B 81 6⁄6 ◉ ⏳ 96 100 55 45 82 97
965
tmaasen
Apple Dev MCP Server ⚡ Claim 1
Provides AI assistants with access to Apple's Human Interface Guidelines and te…
B 81 5⁄4 ◉ ⏳ 90 58 N/A 69 90 97
966
axelspringer
Snyk MCP REST ⚡ Claim
Provides security scanning capabilities through Snyk CLI tools and REST API, en…
B 81 5⁄5 ◉ ⏳ 92 72 — 57 80 97
967
tolenonetwork
Enables users to control their Toleno mining account directly from Claude AI us…
B 81 5⁄5 ◉ ⏳ 90 87 — 30 83 100
968
bupd
Harbor MCP Server ⚡ Claim
Enables AI models to interact with Harbor container registries to manage projec…
B 81 5⁄5 ◉ ⏳ 84 72 — 71 76 100
969
lanbaoshen
mcp-jenkins ⚡ Claim
The Model Context Protocol (MCP) is an open-source implementation that bridges …
B 81 5⁄4 ◉ ⏳ 78 60 N/A 82 92 96
970
devinvenable
MCP Talk ⚡ Claim
A lightweight messaging system that enables real-time communication between dif…
B 81 5⁄5 ◉ ⏳ 86 91 N/A 22 95 94
971
ry-ops
git-steer Claim
An autonomous GitHub management engine that enables control over repositories, …
B 81 5⁄4 ◉ ⏳ 94 55 N/A 73 90 89
972
BradA1878
Enables AI assistants to generate and control real-time audio synthesis through…
B 81 5⁄5 ◉ ⏳ 84 100 N/A 25 95 85
973
zzgael
Pedigree MCP Server ⚡ Claim 1
Generates family pedigree tree diagrams as PNG or SVG images using standard gen…
B 81 5⁄5 ◉ ⏳ 90 58 — 77 83 95
974
skullzarmy
vibealive ⚡ Claim
B 81 5⁄4 ◉ ⏳ 84 65 N/A 76 90 92
975
ConechoAI
Nano-Banana-MCP ⚡ Claim
A Nano Banana MCP server, which you can integrate to cursor/claude code and any…
B 81 5⁄5 ◉ ⏳ 96 71 — 49 81 100
976
phate45
MCP Vault ⚡ Claim
Enables AI assistants to interact with Obsidian vaults through file operations …
B 81 5⁄4 ◉ ⏳ 90 67 N/A 44 95 98
977
pentafive
Connects AI assistants to a self-hosted Your Spotify instance and Spotify's Web…
B 81 5⁄5 ◉ ⏳ 90 71 — 63 82 94
978
jordanburke
joplin-mcp-server ⚡ Claim
Joplin MCP Server
B 81 5⁄5 ◉ ⏳ 84 68 — 73 80 99
979
stepankaiser
Phone camera bridge for Claude Code — photos, live video, voice, and generative…
B 81 4⁄4 ◉ ⏳ 72 N/A N/A 59 95 94
980
neelsomani
web2mcp Claim
Generate an MCP for any web app
B 81 5⁄4 ◉ ⏳ 96 63 N/A 43 95 95
981
fav-devs
Sociona MCP Server ⚡ Claim
Enables AI assistants to publish, schedule, and manage social media posts acros…
B 81 5⁄5 ◉ ⏳ 90 65 — 67 81 99
982
lishenxydlgzs
A very simple vector store that provides capability to watch a list of director…
B 81 5⁄4 ◉ ⏳ 90 68 N/A 52 92 93
983
Ansvar-Systems
moroccan-law-mcp ⚡ Claim 1
Moroccan legislation via MCP — full-text search across statutes and provisions
B 81 5⁄4 ◉ ⏳ 71 93 N/A 44 95 93
984
lofcz
Provides LLM-optimized filesystem access with intelligent file pagination for l…
B 81 5⁄4 ◉ ⏳ 96 62 N/A 46 90 99
985
panasenco
mcp-sqlite ⚡ Claim
Enables AI agents to query and explore SQLite databases through schema inspecti…
B 81 5⁄4 ◉ ⏳ 96 55 N/A 65 89 96
986
samicokar
mcp-mac Claim 1
Enables AI agents to interact with macOS applications (Finder, Mail, Contacts, …
B 81 5⁄5 ◉ ⏳ 96 83 N/A 47 95 69
987
KeithHanson
Clockify MCP Server ⚡ Claim 1
Enables AI assistants to interact with the Clockify API for managing time entri…
B 81 5⁄5 ◉ ⏳ 96 91 — 47 80 76
988
Hovsteder
TRON Energy marketplace + DEX swap aggregator for AI agents. 27 MCP tools.
B 81 6⁄6 ◉ ⏳ 90 92 90 23 81 89
989
IntelagentStudios
mcp-file-processor ⚡ Claim
Text extraction, keyword extraction, language detection, and chunking for RAG
B 81 5⁄4 ◉ ⏳ 100 58 N/A 50 90 100
990
dj-pearson
Enables comprehensive management of self-hosted Supabase instances on Coolify, …
B 81 5⁄5 ◉ ⏳ 86 71 — 72 77 98
991
elijah-g
Woolworths MCP Server ⚡ Claim 1
Enables interaction with Woolworths Australia's online shopping platform throug…
B 81 5⁄5 ◉ ⏳ 78 100 N/A 44 95 75
992
Nikolaibibo
ComfyUI MCP Server ⚡ Claim
Enables Claude Desktop to interact with local ComfyUI installations for AI-powe…
B 81 5⁄5 ◉ ⏳ 100 82 N/A 26 95 83
993
ivo-toby
MCP Picnic ⚡ Claim
Enables AI assistants to interact with Picnic online supermarket for grocery sh…
B 81 5⁄5 ◉ ⏳ 86 73 — 72 81 90
994
FoodXDevelopment
Food data tools for any AI agent. Describe food in English, get structured data…
B 81 5⁄4 ◉ ⏳ 90 71 N/A 48 95 93
995
robertZaufall
A Model Context Protocol server that enables LLMs to interact with MindManager …
B 81 5⁄5 ◉ ⏳ 67 82 N/A 71 95 91
996
Saml1211
A specialized Model Context Protocol server that enables AI systems to generate…
B 81 5⁄5 ◉ ⏳ 84 72 — 61 82 100
997
ianen
Enables AI agents to read, browse, and create DingTalk Wiki content, including …
B 81 5⁄5 ◉ ⏳ 90 68 — 72 81 90
998
griffinwork40
Twilio MCP Server ⚡ Claim 1
Enables AI-powered SMS messaging through Twilio with automatic conversation thr…
B 81 5⁄5 ◉ ⏳ 94 75 — 51 82 96
999
1999AZZAR
chaining-mcp-server ⚡ Claim 1
A unified MCP server for enterprise tool chaining, route optimization, sequenti…
B 81 5⁄4 ◉ ⏳ 100 58 N/A 50 95 90
1000
gensecaihq
Enables intelligent analysis of SonicWall firewall logs through natural languag…
B 81 5⁄5 ◉ ⏳ 96 77 — 51 81 89
Showing 951–1000 of 68948 servers
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