MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 7 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8751
Sunwood-ai-labs
Ideogram MCP Server Claim 2
A Model Context Protocol server that provides image generation capabilities usi…
C 68 55 57 66 48 80 88
8752
felipecararo
Provides weather information for the United States through the Model Context Pr…
C 68 54 54 61 N/A 27 94 100
8753
rafsilva85
Save 30-75% on Manus AI credits through intelligent model routing, smart testin…
C 68 54 72 20 N/A 65 92 96
8754
mario-andreschak
A Model Context Protocol server that wraps AutoIt functionality, enabling LLMs …
C 68 54 63 52 N/A 42 95 82
8755
aac6fef
Allows LLMs to execute Wolfram Language code in a secure, session-based environ…
C 68 54 68 50 N/A 20 95 100
8756
bughide010
Enables Claude to remember information about users across chats using a persist…
C 68 55 78 50 29 81 93
8757
ShunL12324
Enables Claude Code to call Gemini models through an OpenAI-compatible API, pro…
C 68 55 72 63 27 81 88
8758
SmartManoj
Hello MCP Server Claim
A basic MCP server template built with Smithery CLI that demonstrates server ca…
C 68 54 60 57 N/A 24 95 97
8759
ceciliomichael
Collects user feedback with text and image support through an Electron app, all…
C 68 54 66 57 N/A 27 95 88
8760
nadavgb-atom
ib-async-mcp Claim 1
An MCP server that provides an interface for the Interactive Brokers API via th…
C 68 55 69 74 N/A 46 95 49
8761
pnini7814
Analyzes log files to identify root causes of project errors and generates deta…
C 68 54 60 56 N/A 27 90 100
8762
kirha-ai
Enables execution of crypto-related tool planning through Kirha AI's API with c…
C 68 55 78 68 21 81 79
8763
gts360
Django MCP Server Claim 1
An implementation of the Model Context Protocol for Django that enables AI agen…
C 68 55 72 60 59 81 62
8764
yuki9541134
Redash MCP Server Claim
Enables interaction with Redash through its API to execute SQL queries, retriev…
C 68 55 60 60 38 83 98
8765
MAIMOONA-ISLAM
A demonstration MCP server built with FastAPI that provides basic mathematical …
C 68 54 74 41 N/A 21 94 100
8766
behavioral-ds
MCP 101 Example Claim
A foundational implementation of a Model Context Protocol (MCP) server designed…
C 68 44 42 N/A N/A 34 95 98
8767
mgraczyk
JSON Query MCP Claim 1
A Model Context Protocol server for querying large JSON files using JSONPath ex…
C 68 55 55 100 N/A 28 95 46
8768
hafizrahman
An integration tool that allows users to fetch weather alerts/forecasts from th…
C 68 55 64 58 28 82 100
8769
mickm3n
A Model Context Protocol server that enables Claude Desktop to read from and wr…
C 68 55 39 82 N/A 23 95 93
8770
aasm3535
Enables AI models to search the web using DuckDuckGo, scrape webpage content in…
C 68 55 72 53 27 81 98
8771
Cyberweasel777
botindex-mcp-server Claim 3
DeFi signal intelligence + agent discovery. Funding arb, whale alerts, Zora, co…
C 68 55 60 100 N/A 34 81 53
8772
TomasRodriguez2002
A project that integrates Model Control Protocol with OpenAI's API, allowing Op…
C 68 55 66 57 34 80 100
8773
Sai-Adarsh
An MCP server that provides easy setup and configuration for multiple AI develo…
C 68 54 59 65 N/A 27 87 97
8774
jamie7893
Enables LLMs to perform statistical analysis and generate ML predictions on use…
C 68 55 72 70 19 81 85
8775
Shelpuk-AI-Technology-Consulting
Provides web search and content retrieval optimized for AI coding assistants, r…
C 68 54 58 42 54 95 91
8776
CliffsGPT
Alpaca MCP Server Claim
Enables natural language trading operations through Alpaca's Trading API, suppo…
C 68 55 72 43 42 81 100
8777
appdevlpr
Enables Large Language Models to connect to various real-world applications thr…
C 68 55 94 31 24 81 98
8778
SeoNaRu
Enables real-time search and analysis of Korean laws, legal precedents, and adm…
C 68 55 72 71 28 81 78
8779
appolabs
Appo MCP Claim 3
An MCP server that streamlines the integration of the @appolabs/appo SDK into w…
C 68 55 69 52 46 82 89
8780
truss44
Provide real-time cryptocurrency price data and market analysis.
C 68 66 82 72 0 84 82 99
8781
algolia
Algolia Claim
Algolia
C 68 55 74 42 52 81 92
8782
Rwb3n
Provides an MCP server that allows AI assistants to interact with Obsidian vaul…
C 68 54 48 60 N/A 43 92 98
8783
Davidyz
VectorCode Claim
A code repository indexing tool to supercharge your LLM experience.
C 68 54 62 33 N/A 74 90 90
8784
tracymacding
StarRocks MCP Server Claim 1
An implementation of the Model Context Protocol that provides AI clients with i…
C 68 55 84 100 29 81 26
8785
hopx-ai
HOPX MCP Server Claim
Enables AI assistants to execute Python, JavaScript, Bash, and Go code in blazi…
C 68 55 72 36 49 82 99
8786
tobs-code
Local-first memory for Claude & AI agents with hybrid search, Graph-RAG, and ti…
C 68 54 84 40 N/A 56 95 58
8787
kroq86
Provides an MCP-native operational interface for diagnostics, explainability, r…
C 68 54 72 31 59 90 88
8788
ragingwind
A server that enables browser-based local LLM inference using Playwright to aut…
C 68 54 62 61 N/A 18 95 93
8789
seomentor
WordPress MCP Server Claim 1
A Model Context Protocol server that enables AI assistants to manage WordPress …
C 68 55 57 56 47 81 98
8790
yetidevworks
An open-source alternative to BrowserMCP that enables AI assistants to interact…
C 68 54 78 17 N/A 51 95 100
8791
carlosarmenta75
Enables CRUD operations and schema exploration on Microsoft Dataverse databases…
C 68 55 78 50 27 76 99
8792
mat-hiretalk
A sample implementation of a Model Context Protocol server using Next.js and th…
C 68 55 60 60 42 80 95
8793
ggiraudon
Email MCP Server Claim
Enables interaction with email servers through IMAP protocol for managing email…
C 68 55 80 52 21 81 92
8794
MastaP
Provides LLM access to Unicity gaming platform games through a payment-gated da…
C 68 55 60 70 27 78 99
8795
anoopt
Provides real-time access to Transport for London data, enabling users to check…
C 68 55 84 91 28 81 36
8796
shaunie2fly
Enables AI assistants to perform comprehensive code reviews of local uncommitte…
C 68 55 76 87 N/A 26 95 40
8797
saikodi
hive-mcp Claim
Transforms idle LAN machines into a unified compute cluster for AI agents to of…
C 68 54 66 38 N/A 49 90 97
8798
skynet-base
A Model Context Protocol server for Turkish taxi services that enables fare est…
C 68 55 69 58 24 82 100
8799
Sugatraj
BrowserTools MCP Claim
A browser monitoring and interaction tool that enables AI applications to captu…
C 68 54 60 43 N/A 45 95 96
8800
PortlandKyGuy
Dynamic MCP Server Claim
Creates custom MCP servers from JSON configuration files that can execute AI-po…
C 68 54 78 57 N/A 68 90 43
Showing 8751–8800 of 67197 servers
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