MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 41 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15901
JerripotulaSriharsha
GNews MCP Server Claim 1 2
Enables searching news articles and retrieving top headlines from the GNews API…
F 30 55 48 15 34 80 67
15902
oxgeneral
agentnet Claim 1 2
Agent-to-agent referral network where AI agents discover, recommend, and refer …
F 30 66 90 52 0 29 80 93
15903
pouyanafisi
Project MCP Claim 1 3
Intent-based project documentation server that automatically maps natural langu…
F 30 55 94 100 N/A 84 90 56
15904
jemhakdog
A specialized toolchain that guides AI agents through a structured 'Atomic Deve…
F 30 54 54 53 N/A 32 90 83
15905
chrisurf
DALL-E 3 MCP Server Claim 1 3
A Model Context Protocol server that provides OpenAI's DALL-E 3 image generatio…
F 30 55 75 70 65 80 100
15906
Stig-Johnny
Enables interaction with Slack channels including checking Xcode Cloud build st…
F 30 55 94 61 59 80 93
15907
RioTheGreat-ai
AgentFund MCP Server Claim 1 2
Enables AI agents to fundraise for projects on the Base chain using milestone-b…
F 30 55 90 50 31 77 98
15908
chen9z
Graphiti MCP Server Claim 1
Enables AI assistants to build and query temporally-aware knowledge graphs from…
F 30 55 78 66 21 80 93
15909
mmorris35
Generate comprehensive, paint-by-numbers development plans using the [ClaudeCod…
F 30 66 72 67 0 36 76 92
15910
aktsmm
skill-ninja-mcp-server Claim 1 2
Agent Skill Ninja for MCP: Search, install, and manage AI agent skills (SKILL.m…
F 30 54 76 55 N/A 34 90 95
15911
brendancopley
MCP prompt tool applying Chain-of-Draft (CoD) reasoning - BYOLLM
F 30 55 90 58 N/A 46 77 89
15912
r3-yamauchi
Enables management of Amazon Bedrock Knowledge Bases including creation, data s…
F 30 55 54 82 50 80 89
15913
Smriti-AA
smriti Claim 1
A lightning-fast, self-hosted knowledge store and memory layer for AI agents
F 30 54 78 32 N/A 57 90 99
15914
juhemcp
Provides a Model Context Protocol server that enables large language models to …
F 30 55 60 60 36 78 74
15915
Kartik-2239
Pokemon MCP Server Claim 1 2
An MCP server that enables AI agents to play Pokémon games by providing a funct…
F 30 54 51 50 N/A 27 89 98
15916
gwbischof
free-will-mcp Claim 1
Give your AI free will tools. A fun project to explore what an AI would do with…
F 30 54 66 17 N/A 49 87 88
15917
GaussianGuaicai
MCP GPT Image 1 Claim 1
MCP GPT Image 1
F 30 55 50 57 16 78 91
15918
robertcedwards
A template for deploying remote Model Context Protocol servers to Cloudflare Wo…
F 30 55 60 67 26 78 79
15919
romainsantoli-web
firm-mcp-server Claim 1
Python MCP server that bridges VS Code Copilot agents to the Firm Gateway ecosy…
F 30 54 84 75 N/A 61 87 98
15920
matthewhand
mcp-any-openapi Claim 1
A Python-based MCP server that integrates OpenAPI-described REST APIs into MCP …
F 30 55 84 68 55 76 84
15921
mcp2everything
mcp2tcp Claim 1 2
A bridge connecting physical hardware with AI large language models through the…
F 30 55 86 52 40 80 82
15922
Leghis
Leghis-smart-thinking Claim 1
Find relevant Smart‑Thinking memories fast. Fetch full entries by ID to get com…
F 30 66 94 61 0 58 76 88
15923
NOVA-3951
Fastmail MCP Server Claim 1
Enables AI assistants to securely access and search Fastmail emails via the JMA…
F 30 55 66 40 24 81 97
15924
MantisWare
PeepIt MCP Claim 1
Enables AI agents to capture and analyze screenshots of macOS applications, win…
F 30 54 96 62 N/A 51 91 88
15925
apatoliya
MCP-RAG Server Claim 1
A server that implements Retrieval-Augmented Generation using GroundX and OpenA…
F 30 55 48 62 25 78 88
15926
OpenLinkSoftware
mcp-server-sqlalchemy Claim 1 2
An MCP server for generic Database Management System (DBMS) Connectivity via SQ…
F 30 54 69 40 N/A 42 84 90
15927
wwqdrh
cmd-line-mcp Claim 1
A secure Model Context Protocol server that allows AI assistants to execute ter…
F 30 54 60 72 N/A 61 88 94
15928
withmarbleai
Marble MCP Server Claim 1 2
Analyzes codebases to suggest relevant learning projects and generate interacti…
F 30 55 86 61 45 80 87
15929
Datajang
mcp-narajangteo Claim 1
내 상황에 맞는 사업을 키워드 기반으로 알려주고 분석함
F 30 54 60 66 N/A 50 92 88
15930
joshuaalpuerto
mcp-agent Claim 1
Lightweight, focused utilities to manage connections and execute MCP tools with…
F 30 54 100 63 N/A 57 82 100
15931
Triple-Whale
triplewhale Claim 1
Triplewhale MCP Server
F 30 64 92 65 0 49 90 90
15932
sligter
mcp-newsnow Claim 1 2
Aggregates hot news and trending topics from 14+ Chinese platforms like Zhihu, …
F 30 55 66 36 28 76 89
15933
vurtnec
LanceDB Node Claim 1 2
A Node.js implementation for vector search using LanceDB and Ollama's embedding…
F 30 55 80 61 23 80 94
15934
equilibrium-team
TweekIT MCP Server Claim 1
Normalize and convert more than 400 file types via TweekIT's hosted MCP streama…
F 30 66 72 68 0 74 77 98
15935
argotdev
tutor-mcp-python Claim 1 2
An AI tutoring system that runs as an MCP server, allowing Claude to access and…
F 30 55 78 100 N/A 39 90 54
15936
mishkinf
granola-mcp Claim 1
Enables semantic search and insight extraction across Granola meeting notes, ca…
F 30 54 94 38 N/A 52 87 96
15937
lemaiwo
Transforms SAP S/4HANA or ECC systems into conversational AI interfaces by expo…
F 30 55 90 66 60 78 88
15938
botwith
xiaozhi-mcp Claim 1 2
A versatile MCP server framework that enables AI capabilities like remote contr…
F 30 55 54 33 58 70 86
15939
Gorav22
TerminusAI Claim 1
Execute terminal commands locally or remotely via SSH with session persistence …
F 30 54 94 57 N/A 48 82 91
15940
guimatheus92
mcp-video-analyzer Claim 1 2
MCP server for video analysis — extracts transcripts, key frames, OCR text, and…
F 30 55 69 61 N/A 77 80 93
15941
henry2craftman
Enables Claude to collaborate with Gemini for code reviews, second opinions, an…
F 30 55 78 56 44 78 87
15942
qhdrl12
Allows AI assistants to generate and transform high-quality images from text pr…
F 30 55 76 43 55 80 99
15943
pinkpixel-dev
Blabber-MCP Claim 1 3
An MCP server that enables LLMs to generate spoken audio from text using OpenAI…
F 30 55 57 61 47 76 96
15944
ocean-zhc
A Model Context Protocol server that allows AI agents to interact with Apache D…
F 30 55 79 57 33 78 100
15945
dorukardahan
twitterapi-io-mcp Claim 1 2
Offline access to TwitterAPI.io docs for AI assistants. 67 endpoints, 32 pages,…
F 30 54 96 62 N/A 78 90 96
15946
smaheshwari-ux
Databricks MCP Proxy Claim 1 2
Authenticates with Databricks via OAuth and exposes remote MCP tools from Datab…
F 30 55 72 38 21 80 93
15947
SaiVSrini
MCP Finder Claim 1
A smart router that helps users discover the most relevant tools from an MCP ca…
F 30 54 70 68 N/A 22 90 66
15948
Hajime-Y
An agent-based tool that provides web search and advanced research capabilities…
F 30 55 60 55 43 80 75
15949
Ustinianslife
MySQL MCP Server Pro Claim 1
Enables comprehensive MySQL database operations including CRUD, performance opt…
F 30 55 78 45 47 76 84
15950
falahgs
An MCP server that enables advanced CSV analysis and data visualization using G…
F 30 55 63 70 20 76 89
Showing 15901–15950 of 67226 servers
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