MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 24 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
47151
Marcelle-Labs
Enterprise support memory agent that remembers customer context across sessions…
N/A N/A
47152
guilleyalo
Minimal FastMCP Python server demonstrating basic MCP functionality with a cows…
47153
zhuyihenzheng
screenctx Claim
Enables AI tools to collect a compact, structured context bundle for a Spring B…
N/A N/A
47154
eikaramba
Provides AI assistants with powerful, detection-resistant browser automation ca…
N/A N/A
47155
scoutos-labs
Enables AI agents to interact with Scout Live platform capabilities through sta…
47156
mariodian
Fetches Mayan zodiac signs from mymayansign.com and generates relationship comp…
47157
listenrightmeow
Provide a sandbox environment to test and develop MCP servers compatible with C…
N/A N/A 95
47158
smileCompiler
Enables interaction with Google Ads data via Claude Desktop, providing tools fo…
47159
55jrmds
PD2 Lua MCP Claim
Provides LLMs with access to Payday 2 Lua documentation and source code via 7 M…
N/A N/A
47160
SaadRiaz99
An MCP server for clinical workflows with tools for patient lookup, appointment…
N/A N/A
47161
Laegend14
Enables AI assistants to search, retrieve, and browse GenLayer documentation th…
N/A N/A
47162
mgnirck
lecka-mcp Claim
Race nutrition planning for endurance athletes. Calculates carb, sodium and flu…
47163
thebackpackdevorg
Turns any folder of Markdown files into a searchable, structured knowledge base…
N/A N/A
47164
optave
codegraph Claim
Provides AI agents with a function-level dependency graph of the codebase throu…
N/A N/A
47165
lixiaowww
veragent-mcp Claim
Enables checking trust of MCP tools before installation, listing trusted tools,…
47166
n2400813g
blop Claim
MCP-native release confidence control plane that turns browser execution into a…
N/A N/A
47167
pratapsfdc22-dev
careflow-mcp Claim
Enables Claude and other AI assistants to trigger HIPAA-compliant patient task …
81
47168
junter1989k-ai
Vietnam payments for AI agents — MoMo wallet QR, ATM, cards. Zero-setup sandbox…
47169
timjensgrossinger
switchyard Claim
Routes coding tasks across multiple AI CLIs (Copilot, Claude Code, Gemini, etc.…
N/A N/A
47170
lailo
bergauf Claim
Lets an LLM plan hikes anywhere in Switzerland by combining named routes, eleva…
47171
ranjittilekar
Provides 10 financial data tools (market data, economic indicators, news, insid…
N/A N/A
47172 N/A N/A 95
47173
SemblanceLabs
Enables AI assistants to interact with Trello boards, cards, lists, and more th…
47174
ArtSabintsev
Read-only MCP server for public Guild Wars 1 sources (wiki, builds, YouTube, Re…
47175
Comet-Studio-Io
mcp Claim
Deterministic Chakra UI code from your Shippp design files, straight into your …
N/A N/A
47176
alexrobl
Enables reading and analysis of vector spatial data through Claude Desktop, sup…
N/A N/A
47177
pipeworx-io
Enables searching for indicators of compromise from ThreatFox by file hash (MD5…
47178
mattijskersten
Enables AI agents to manage appointments on Medicover's Polish patient portal, …
47179
SSIG-IT
An MCP server that connects Claude to a 3CX Phone System (V20+), enabling user …
47180
realfastAI
Enables AI models to interactively explore, analyze, and manage Salesforce orga…
N/A N/A
47181
adamcooke
contextgate Claim
N/A N/A 95
47182
nano-step
Provides comprehensive GraphQL introspection, filtering, and query/mutation exe…
N/A N/A
47183
willermo
Enables agents to classify, audit, and plan documentation using the Diataxis fr…
N/A N/A
47184
Feynman520
self-improve Claim
Captures user corrections and improvements during interactions, logs them, find…
N/A N/A
47185
divyashah0510
A ServiceNow integration server for the Model Context Protocol that enables aut…
47186
Lee-Becky
mcp_test Claim
N/A N/A 95
47187
hmcc0
bragdoc-mcp Claim
Helps capture professional achievements using the STAR method through iterative…
N/A N/A
47188
dlaporte
MCP server for querying OpenAI usage and cost data, including spend summaries, …
47189
harshil1502
sarvam-mcp Claim
A type-safe MCP server for the Sarvam AI API that enables chat, translation, tr…
N/A N/A
47190
JoeXie
RememberMe Claim
Dual-mode tool providing long-term memory management for Claude Code and MCP cl…
N/A N/A
47191
pelegreenall
Enables Claude to perform full SEO audits on unpublished HTML, Markdown, or Wor…
N/A N/A
47192
CaBsCrypto
An MCP server for AI agents to purchase resources via Stellar testnet USDC, han…
47193
KalinYorgov
Automates the React Native Upgrade Helper website to extract upgrade informatio…
N/A N/A
47194
Boti-Ormandi
memscope-mcp Claim
Enables AI agents to perform low-level Windows process memory research, includi…
N/A N/A
47195
benseverndev-oss
GoldenMatch Claim
Find duplicate records in 30 seconds. Zero-config entity resolution, 97.2% F1 o…
47196
My-Outcasts
A local MCP server that captures coding context, tracks developer sessions, and…
N/A N/A
47197
abossard
drawio-mcp Claim
Enables AI assistants to create, read, and edit draw.io diagrams with live prev…
N/A N/A
47198
zhsama
This is a TypeScript-based MCP server that provides DuckDuckGo search functiona…
81
47199
EricGrill
MCP-IPFS Claim
A Model Context Protocol server that enables Claude to interact directly with I…
N/A N/A
47200
ntunes
Enables management of network devices via SSH using Netmiko, supporting command…
N/A N/A
Showing 47151–47200 of 67197 servers
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