MCP Server Quality Scores

Independent quality analysis of 33891 public MCP servers

33891
Discovered
28878
Scored
2088
Verified
16951
Complete

Last updated 56 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
14901
RandellB-Ritense
Documentation MCP Server Claim 1 2
Fetches GitHub PR and issue data server-side and combines it with a documentati…
F 30 55 74 71 29 80 91
14902
QAInsights
locust-mcp-server Claim 1
Locust MCP Server for performance testing
F 30 54 60 27 N/A 40 87 88
14903
yuvalsuede
memory-mcp Claim 1
Persistent memory + git snapshots for Claude Code. Never lose context or code.
F 30 54 72 58 N/A 69 87 100
14904
eaglelandsonce
Provides tools for automated company research, competitor identification, and b…
F 30 55 54 27 25 80 98
14905
xiangxiaobo
Copilot Leecher Claim 1 3
An MCP server that enables users to review and refine AI outputs through a loca…
F 30 54 75 58 N/A 32 90 75
14906
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
14907
SDGLBL
mcp-claude-code Claim 1
An implementation of Claude Code capabilities using MCP, enabling AI code under…
F 30 54 86 31 N/A 76 87 90
14908
yepcode
mcp-server-js Claim 1
Execute any LLM-generated code in a secure and scalable sandbox environment and…
F 30 55 100 72 74 76 91
14909
ShellyDeng08
MCP server for YouTube — search videos, channels, playlists, and transcripts. W…
F 30 64 94 60 0 39 92 98
14910
fayazara
docs-to-mcp Claim 1
A Cloudflare Worker that transforms Cloudflare AI Search (AutoRAG) instances in…
F 30 55 60 61 30 80 94
14911
guilyx
ASCII Banner MCP Server Claim 1 3
An MCP server for getting ASCII banners
F 30 54 41 30 N/A 48 92 98
14912
GaussianGuaicai
MCP GPT Image 1 Claim 1
MCP GPT Image 1
F 30 55 50 57 16 78 91
14913
bjh5098
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
F 30 54 72 71 N/A 32 90 59
14914
AkM-2018
Fetch MCP Server Claim 1
Enables LLMs to fetch and process web content by converting HTML into markdown …
F 30 55 72 100 39 80 58
14915
jmanhype
Dart MCP Server Claim 1
A Dart-based MCP server implementation that enables AI-assisted task management…
F 30 55 100 58 48 69 98
14916
OthmaneBlial
A DeepSeek MCP-like Server for Terminal
F 30 54 96 63 N/A 45 84 98
14917
aira-security
mcp-checkpoint Claim 1
MCP Checkpoint continuously secures and monitors Model Context Protocol operati…
F 30 54 88 35 N/A 63 76 96
14918
nakada-memo
An MCP server that performs code reviews by comparing local source code against…
F 30 66 65 50 0 19 80 49
14919
codewithdpk
Enables users to generate and retrieve secure, audited smart contract templates…
F 30 55 76 63 46 78 94
14920
universal-tool-calling-protocol
go-utcp Claim 1 2
Official Go implementation of the UTCP
F 30 54 68 35 N/A 74 88 67
14921
mustafaskyer
Enables structured, step-by-step problem-solving through dynamic thinking proce…
F 30 55 78 32 21 80 91
14922
Arcia125
Provides automated Git workflow tools for committing, creating pull requests, a…
F 30 55 90 83 20 76 36
14923
clssck
A powerful research assistant that integrates with Cline and Claude Desktop to …
F 30 54 78 71 N/A 45 87 95
14924
NBWolfer
A Node.js-based AI agent system using Model Context Protocol (MCP) that provide…
F 30 54 48 32 N/A 21 87 88
14925
blbl147
blbl147-xhs-mcp Claim 1
搜索笔记、浏览首页推荐、查看笔记内容与评论,并发表你的评论。直接在工作流中与小红书内容互动,高效跟进话题。
F 30 66 56 40 0 26 71 93
14926
OmniMCP-AI
MCP Demo Server Claim 1
A minimal fastmcp demonstration server that provides a simple addition tool thr…
F 30 55 60 27 19 83 100
14927
Intina47
context-sync Claim 1 2
Universal AI Memory - Sync context across Claude, VsCode, Cursor, Continue, Win…
F 30 54 90 58 N/A 76 90 92
14928
jjdelorme
SQL Analysis MCP Server Claim 1 2
An MCP server designed for SQL analysis that demonstrates sampling capabilities…
F 30 54 45 25 N/A 21 90 93
14929
steipete
A server that allows LLMs to run Claude Code with all permissions bypassed auto…
F 30 55 90 100 N/A 85 90 62
14930
nanameru
Majin Slide MCP Claim 1
Generates AI-powered prompts for creating markdown slide presentations and save…
F 30 55 78 58 28 76 82
14931
faraazahmad
graphsense Claim 1
MCP server providing code intelligence using static analysis
F 30 54 72 62 N/A 50 90 95
14932
tryterra
Enables LLMs to configure the TerraAPI dashboard by managing health and fitness…
F 30 55 68 32 39 77 91
14933
sirmews
mcp-pinecone Claim 1 3
Pinecone integration with vector search capabilities
F 30 55 96 72 53 80 91
14934
spencerhhubert
illustrator-mcp-server Claim 1 2
mcp server to run scripts on adobe illustrator
F 30 54 72 45 N/A 22 84 96
14935
zeocax
Code Analysis MCP Server Claim 1 2
A modular MCP server that provides tools for file operations, regex-based code …
F 30 54 84 43 N/A 19 87 51
14936
moonlabsai
A server implementing the Model Context Protocol that enables users to retrieve…
F 30 55 60 25 15 80 90
14937
DanielGuru
repomemory Claim 1
Persistent memory for AI coding agents. Hybrid search, auto-session capture, co…
F 30 54 90 58 N/A 88 90 93
14938
jmanek
Search and retrieve news articles and trending keywords from Google News and Go…
F 30 55 68 63 70 80 92
14939
thejoefriel
Gmail Assistant MCP Claim 1 2
Integrates Gmail with Claude to fetch unread emails and generate draft replies …
F 30 55 90 61 22 77 93
14940
clanker-lover
spicebridge Claim 1
MCP server that gives AI assistants direct access to ngspice circuit simulation…
F 30 54 82 46 N/A 67 90 91
14941
stefanskiasan
Semgrep MCP Server Claim 1 3
Enables integration of Semgrep in development environments via the MCP protocol…
F 30 55 78 61 35 74 92
14942
FradSer
An advanced MCP server that implements sophisticated sequential thinking using …
F 30 55 84 100 67 76 78
14943
Anansitrading
Poe Proxy MCP Server Claim 1
A FastMCP server that proxies the Poe.com API, allowing users to query various …
F 30 55 78 75 48 71 93
14944
annyzhou
notion-mcp Claim 1
Provides comprehensive tools to interact with the Notion API, including managin…
F 30 55 72 35 45 74 85
14945
gmo-internet
conoha_vps_mcp Claim 1 2
ConoHa VPS MCP server
F 30 54 74 67 N/A 83 87 81
14946
aidant64
A secure middleware that intercepts AI agent tool calls to evaluate risks and m…
F 30 55 60 68 24 76 98
14947
zamb124
Yango Tech MCP Server Claim 1
A server that enables seamless integration with Yango Tech e-commerce platform …
F 30 55 48 46 43 78 100
14948
juhemcp
Provides a Model Context Protocol server that enables large language models to …
F 30 55 60 60 36 78 74
14949
gigapi
GigAPI MCP Server Claim 1 3
An MCP server that provides seamless integration with Claude Desktop for queryi…
F 30 55 71 71 45 80 99
14950
jsuryanm
An AI-powered job recommender built on the Model Context Protocol that provides…
F 30 55 60 17 45 78 85
Showing 14901–14950 of 33891 servers
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