MCP Server Quality Scores

Independent quality analysis of 57160 public MCP servers

57160
Discovered
29805
Scored
2112
Verified
16953
Complete

Last updated 16 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11801
Badribn0612
img-gen Claim
Provides tools for generating optimized images via Google's Gemini model and fe…
C 62 55 72 32 24 76 100
11802
sanchorelaxo
Enables control of OpenSimulator virtual world servers through console commands…
C 62 55 54 82 21 81 62
11803
helloHupc
Pixabay MCP Server Claim
Enables AI assistants to search for and retrieve images, illustrations, and vid…
C 62 55 54 37 45 82 91
11804
jennyyyyyy7528-cell
Weather Claim
Get location-based forecasts and real-time US weather alerts. Plan your day wit…
C 62 54 48 31 N/A 37 94 100
11805
abhinav7895
Provides Claude with real-time system monitoring capabilities, including CPU, m…
C 62 54 48 28 N/A 41 95 100
11806
nananaman
DuckDB-RAG-MCP-Sample Claim 1
An MCP server that enables RAG (Retrieval-Augmented Generation) on markdown doc…
C 62 55 39 56 39 81 96
11807
hannesrudolph
An MCP server that provides safe, read-only access to SQLite databases through …
C 62 54 55 38 N/A 24 90 97
11808
SzeMeng76
MCP Time Server Claim
Provides time zone management utilities including retrieving current time in an…
C 62 55 48 57 38 83 84
11809
anirbanbasu
A MCP server for the Frankfurter API for currency exchange rates.
C 62 66 63 65 0 74 83 98
11810
taiste
Harvest MCP Server Claim
Integrates with Harvest time tracking API, enabling AI assistants to manage tim…
C 62 55 56 36 51 81 89
11811
akhilthomas236
A Model Context Protocol server that integrates with Atlassian's Jira and Confl…
C 62 55 63 82 31 80 39
11812
gonzalo123
Provides a suite of business tools for interacting with a SQLite sales database…
C 62 54 66 30 N/A 30 87 90
11813
Baronco
A Model Context Protocol server that allows AI assistants to discover, load, an…
C 62 54 45 52 N/A 25 90 95
11814
davinoishi
Enables scanning web pages and entire domains to identify broken links, checkin…
C 62 55 60 50 21 81 93
11815
biocypher
Karenina MCP Claim
Enables natural language querying of Karenina benchmark verification results st…
C 62 55 72 31 24 81 93
11816
liba2k
Fellow MCP Server Claim
Provides access to Fellow.ai meeting data including transcripts, summaries, act…
C 62 64 94 40 0 54 95 90
11817
rog0x
mcp-regex-tools Claim
Provides a suite of regex and text processing tools for AI agents, including pa…
C 62 54 72 0 N/A 53 91 98
11818
classhopperapp
A template for deploying remote Model Context Protocol servers to Cloudflare Wo…
C 62 55 48 68 24 84 80
11819
hyunjae-labs
lore Claim
Semantic search across Claude Code conversations. Hybrid vector + keyword searc…
C 62 54 76 0 N/A 53 89 95
11820
odagora
A template for deploying an authentication-free MCP server on Cloudflare Worker…
C 62 55 48 70 24 81 82
11821
hackerrdave
A deployable Model Context Protocol server for Cloudflare Workers that allows r…
C 62 55 48 68 29 81 80
11822
BACH-AI-Tools
An MCP server that provides access to the LinkedIn Bulk Data Scraper API and va…
C 62 55 41 100 45 80 36
11823
BQ31X
Enables web search capabilities through the Tavily API, allowing users to searc…
C 62 55 60 42 24 81 96
11824
Tsuchijo
MATLAB MCP Server Claim 1
Allows interaction with MATLAB by creating and executing scripts and functions …
C 62 54 66 33 N/A 21 88 93
11825
alex-rimerman
Enables users to query MLB Statcast, FanGraphs, and Baseball Reference data usi…
C 62 55 72 31 28 82 91
11826
lobstercare
A server that allows AI models to control and interact with aircraft in the Geo…
C 62 54 60 26 N/A 28 95 97
11827
dsouza-anush
Enables dynamic tool discovery and loading for Claude using BM25, regex, and se…
C 62 66 94 71 0 24 81 95
11828
GitramaLLC
Gitrama MCP Server Claim
Provides 15 MCP tools for AI-powered Git intelligence, enabling commit messages…
C 62 55 72 10 55 81 97
11829
OfficeMCP
OfficeMCP Claim
A server that allows AI models to automate Microsoft Office applications (Word,…
C 62 55 76 28 27 81 90
11830
kukapay
dex-pools-mcp Claim 1
An MCP server that provides AI agents with real-time access to DEX liquidity po…
C 62 55 49 37 43 82 100
11831
RRP12
A template for deploying authentication-free MCP servers on Cloudflare Workers.…
C 62 55 48 70 24 81 79
11832
pylegifrance
A server implementing the Model Context Protocol to allow direct access to Fren…
C 62 66 86 68 0 46 81 89
11833
alicenjr
Enables interactive reincarnation storytelling where users choose their path af…
C 62 54 72 20 N/A 26 95 92
11834
kachiO
mlx-whisper-mcp Claim
Local MCP server for MLX Whisper transcription
C 62 54 56 30 N/A 44 90 90
11835
adhikasp
MCP Weather Server Claim 1
Provides hourly weather forecasts using the AccuWeather API, enabling users to …
C 62 55 66 32 38 81 92
11836
rsimd
DuckDuckGo MCP Server Claim 2
A Model Context Protocol server that enables AI applications like Claude Deskto…
C 62 55 69 62 23 82 63
11837
KelvinQiu802
A server for Model Context Protocol (MCP) that uses Server-Sent Events (SSE) fo…
C 62 55 48 62 24 81 87
11838
BACH-AI-Tools
Provides a comprehensive suite of utility tools for string manipulation, mathem…
C 62 55 50 55 45 80 77
11839
sriram-mk1
A Cloudflare Workers-based MCP server implementation that supports OAuth/bearer…
C 62 54 54 60 N/A 21 95 73
11840
Lynxe-public
Bing CN MCP Enhanced Claim 2
An MCP server optimized for Chinese users that enables AI models to perform Bin…
C 62 55 59 82 56 76 30
11841
syrusakbary
Enables searching and retrieving cupcake order records through natural language…
C 62 55 42 57 37 83 92
11842
TakanariShimbo
Provides tools to get the current date and time in various formats (ISO, Unix t…
C 62 55 48 56 25 83 94
11843
peterableda
Provides read-only access to Iceberg tables via Apache Impala, enabling LLMs to…
C 62 55 62 27 47 81 95
11844
kimjune01
A MIDI composition system that enables AI assistants to create music through Fl…
C 62 54 60 31 N/A 19 95 98
11845
Lucasvdmeulen
A deployable MCP server on Cloudflare Workers that enables AI tools integration…
C 62 55 48 67 21 81 84
11846
amitdeshmukh
A Model Context Protocol server that captures and manages stdout logs through n…
C 62 55 51 100 N/A 17 87 40
11847
JunkaiWang-TheoPhy
A template for deploying MCP servers on Cloudflare Workers without authenticati…
C 62 55 48 67 21 81 84
11848
scottglshields
A deployable Model Context Protocol server on Cloudflare Workers that enables A…
C 62 55 48 70 21 81 82
11849
nathanielnoyd
Metro MCP Claim
Enables users to interact with Washington DC Metro (WMATA) transit system throu…
C 62 66 78 72 0 39 80 100
11850
YassineTk
MCP Docs Provider Claim
Enables AI models to seamlessly access and query local markdown technical docum…
C 62 55 62 82 N/A 24 95 29
Showing 11801–11850 of 57160 servers
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