MCP Server Quality Scores

Independent quality analysis of 66402 public MCP servers

66402
Discovered
31753
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 23 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
1151
SpicyRiceCakes
Nelly the Elephant Claim
Search and resume past Claude Code conversations. An elephant never forgets.
B 80 44 70 N/A N/A 57 95 96
1152
TaylorChen
Enables querying, searching, and analyzing Cursor IDE conversation history from…
B 80 54 94 63 N/A 45 90 99
1153
yokingma
time-mcp Claim 1
⏰ Time MCP Server: Giving LLMs Time Awareness Capabilities
B 80 55 78 100 N/A 69 95 52
1154
MichaelWeed
atlas-g-protocol Claim
Resume-as-an-Agent (RAAA) or Portfolio-as-an-Agent (PAAA) allows Agents to talk…
B 80 55 94 66 65 82 89
1155
cmd8
excalidraw-mcp Claim
Model Context Protocol server for Excalidraw diagrams.
B 80 54 78 60 N/A 73 95 96
1156
confluentinc
mcp-confluent Claim
Confluent integration to interact with Confluent Kafka and Confluent Cloud REST…
B 80 55 78 75 75 80 93
1157
TimEvans
Claude Session MCP Claim 2
Provides Claude Code with programmatic session awareness to track context usage…
B 80 55 90 91 N/A 24 92 85
1158
dsgarage
ReviewMCP Claim 1
Enables automatic validation and correction of Re:VIEW manuscript files by chec…
B 80 55 78 82 N/A 33 95 100
1159
h3ro-dev
An MCP server that provides AI assistants with team analytics capabilities for …
B 80 55 75 77 69 81 98
1160
roboticforce
Sugar Claim 1
Autonomous AI development system with persistent task queue and background exec…
B 80 54 96 65 N/A 71 75 91
1161
joachimBrindeau
Domain MCP Claim
Enables natural language domain management through Dynadot, supporting domain r…
B 80 55 88 68 70 83 91
1162
pranjalbishtadsk
APS ACC MCP Server Claim
Enables AI assistants to interact with Autodesk Construction Cloud (ACC) projec…
B 80 55 100 62 55 82 93
1163
dan1d
dolar-mcp Claim
Argentine exchange rates for AI agents via DolarAPI. Dollar blue, oficial, MEP,…
B 80 55 66 100 69 81 85
1164
egulatee
codecov Claim 2
MCP server for querying Codecov coverage data with configurable URL support
B 80 54 79 71 N/A 77 83 93
1165
BigJai
codemunch-pro Claim 1
Code indexing MCP: 15 tools, 10 languages, hybrid search, call graphs, O(1) ret…
B 80 55 76 82 N/A 47 95 92
1166
Vishisht16
humane-proxy Claim
AI safety middleware — detects self-harm and criminal intent in LLM prompts.
B 80 44 72 N/A N/A 75 75 99
1167
vujasinovic
An MCP server that enables AI assistants to navigate, search, and analyze local…
B 80 54 75 68 N/A 71 95 90
1168
HenkDz
A protocol server that enables interaction with self-hosted Supabase instances …
B 80 55 92 75 41 82 99
1169
lex-tools
A Model Context Protocol (MCP) server designed to easily dump your codebase con…
B 80 54 90 63 N/A 59 92 91
1170
sota-deploy
sota Claim
Deploy web apps via AI agents with sota.io. 9 tools for deploy, logs, env, and …
B 80 54 84 68 N/A 62 89 95
1171
huangfeng19820712
MySQL MCP Server Claim
Enables AI models to interact with MySQL databases through a standardized inter…
B 80 55 96 58 63 81 99
1172
peng-shawn
mermaid-mcp-server Claim
A Model Context Protocol (MCP) server that converts Mermaid diagrams to PNG ima…
B 80 55 96 60 73 78 93
1173
nirholas
agenti Claim
Enables any MCP-compatible LLM client to autonomously hold, spend, earn, and re…
B 80 54 76 70 72 90 93
1174
HCF-S
A secure local DID signer for AmikoNet that manages private keys and creates cr…
B 80 66 100 66 89 39 82 91
1175
joerup
Exa MCP Server Claim 1
Enables AI assistants to perform real-time web searches, company research, cont…
B 80 66 78 80 97 42 81 91
1176
JereSalguero30
Salesforce MCP Server Claim 1
Enables natural language interactions with Salesforce data and metadata, allowi…
B 80 55 78 100 40 81 88
1177
ticktockbent
charlotte Claim
Renders web pages into structured, agent-readable representations using headles…
B 80 54 100 30 N/A 81 95 93
1178
zoharbabin
⚠️ DEPRECATED — Use https://github.com/zoharbabin/web-researcher-mcp instead
B 80 55 100 60 N/A 78 78 81
1179
kubeflow
Exposes Spark History Server data as tools for AI agents, enabling natural lang…
B 80 54 69 67 85 90 96
1180 B 80 54 84 71 N/A 49 95 96
1181
titanzero
Outlook Assistant Claim 1
MCP server for Claude to access Outlook data via Microsoft Graph API
B 80 54 85 66 N/A 51 92 100
1182
hendrickcastro
MCP CosmosDB Claim 1
A Model Context Protocol server for Azure CosmosDB database operations that pro…
B 80 55 63 100 58 81 94
1183
czlonkowski
Enables AI agents to manage n8n workflow automation instances through tools for…
B 80 55 94 75 51 80 91
1184
SackeyDavid
Enables sending end-of-day (EOD) status updates directly to Slack channels from…
B 80 55 78 100 N/A 26 95 83
1185
aserper
Provides LLMs with real-time access to up-to-date documentation from PyPI, npm,…
B 80 55 84 82 61 81 84
1186
bucketeer-io
Bucketeer MCP Server Claim 1
A Model Context Protocol server that enables management of feature flags in Buc…
B 80 55 77 77 76 81 91
1187
vinbg
Connects Claude AI to Interactive Brokers accounts to enable real-time portfoli…
B 80 64 96 63 95 25 95 91
1188
shelfio
Datadog MCP Server Claim
Enables comprehensive Datadog monitoring capabilities including CI/CD pipeline …
B 80 55 100 60 60 82 93
1189
hakunapotato
Enable your LLM to manage tasks, projects, sections, comments, labels, and coll…
B 80 54 86 65 N/A 49 95 97
1190
doko89
Enables personal project documentation management through local markdown files …
B 80 55 78 100 N/A 26 95 83
1191
pipeboard-co
meta-ads-mcp Claim 1
Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze p…
B 80 55 88 74 65 81 87
1192
mntlabs
Monitors development server logs in real-time and provides Claude with immediat…
B 80 54 94 71 N/A 23 95 99
1193
kazuph
Model Context Protocol server for Task Management. This allows Claude Desktop (…
B 80 55 78 82 N/A 44 95 90
1194
LangGPT
An MCP server that enables Claude to break down complex problems into manageabl…
B 80 55 75 100 N/A 25 95 90
1195
claude-did-this
MCPControl Claim 1
MCP server for Windows OS automation
B 80 55 86 66 N/A 74 81 93
1196
globodai-group
Enables AI assistants to manage Gandi domains and LiveDNS records directly via …
B 80 55 90 71 48 82 100
1197
abdessamad-elamrani
MalwareAnalyzerMCP Claim 2
A specialized MCP server for Claude Desktop that allows executing terminal comm…
B 80 55 84 100 N/A 30 94 75
1198
codearranger
BigQuery MCP Server Claim 1
Enables LLMs to interact with Google BigQuery by inspecting database schemas, l…
B 80 55 100 63 46 80 99
1199
Digital-Defiance
MCP Process Server Claim 1
Enables AI agents to launch and manage system processes with strict security co…
B 80 55 100 82 N/A 69 95 44
1200
SerPepe
Ask MCP Claim 1
Provides access to multiple AI models (Grok, Gemini 2.5 Pro, Kimi, Qwen3 Coder,…
B 80 55 100 66 42 80 100
Showing 1151–1200 of 66402 servers
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