MCP Server Quality Scores

Independent quality analysis of 69027 public MCP servers

69027
Discovered
→
33772
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 53 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
6101
kenjisekino
Enables Claude Desktop to search and query personal document collections (PDF, …
B 72 5⁄5 ◉ ⏳ 78 55 — 40 80 100
6102
agenticledger
Provides tools for AI assistants to query the Canton Network for data on contra…
B 72 5⁄5 ◉ ⏳ 84 66 — 26 84 84
6103
Positronikal
A comprehensive server that enables AI assistants to generate, configure, and m…
B 72 5⁄5 ◉ ⏳ 66 82 N/A 72 95 40
6104
fozagtx
Enables AI agents to interact with the Solana blockchain network, supporting do…
B 72 5⁄5 ◉ ⏳ 78 65 — 28 81 100
6105
ruibaby
1Panel MCP Server ⚡ Claim
An experimental server implementing Model Context Protocol to automate website …
B 72 5⁄5 ◉ ⏳ 84 100 — 48 81 31
6106
ericbrown
project-context-mcp ⚡ Claim 1
Exposes `.context/` folder files as MCP resources, giving Claude Code instant a…
B 72 5⁄4 ◉ ⏳ 64 38 N/A 71 92 100
6107
pistachiomatt
NanoBanana MCP ⚡ Claim 2
An MCP server that brings Google Gemini's image generation and editing capabili…
B 72 5⁄5 ◉ ⏳ 63 71 — 48 78 97
6108
ennuiii
Enables interaction with Azure DevOps through Personal Access Token authenticat…
B 72 5⁄5 ◉ ⏳ 72 71 — 24 81 99
6109
adiom-data
mcp-lancedb ⚡ Claim 1
A Model Context Protocol (MCP) server that enables LLMs to interact directly th…
B 72 5⁄4 ◉ ⏳ 72 55 N/A 44 90 92
6110
tembo
Tembo MCP Server ⚡ Claim 1
Enables interaction with the Tembo API to manage organization tasks and view en…
B 72 5⁄5 ◉ ⏳ 72 71 — 24 82 98
6111
paragdesai1
Implements a Model Context Protocol integration between Cursor AI and Figma, al…
B 72 5⁄5 ◉ ⏳ 78 56 — 40 81 98
6112
samihalawa
Enables email management through SMTP and IMAP protocols with support for sendi…
B 72 5⁄4 ◉ ⏳ 78 45 N/A 53 95 86
6113
lucasoeth
A server for managing and summarizing notes using a custom URI scheme, with too…
B 72 5⁄4 ◉ ⏳ 78 61 N/A 25 89 93
6114
Siddhant-K-code
Enables AI-powered creation, configuration, and management of DevContainer envi…
B 72 5⁄4 ◉ ⏳ 78 50 N/A 39 95 89
6115
tianpeijun
Email MCP Server ⚡ Claim
Enables AI to send, read, search, delete and reply to emails through SMTP or Gm…
B 72 5⁄5 ◉ ⏳ 72 72 — 26 81 100
6116
dpdanpittman
Integrates the Quint formal specification language into LLM workflows for acces…
B 72 5⁄4 ◉ ⏳ 72 62 N/A 35 90 95
6117
tietiezhi-1216
A Bun-based MCP server designed for processing and segmenting long-form novel t…
B 72 4⁄4 ◉ ⏳ 60 N/A N/A 32 95 95
6118
mimo-3
mcp-imagenate ⚡ Claim 2
An MCP server for image generation using multiple providers including Google Ge…
B 72 4⁄4 ◉ ⏳ 51 — — 50 95 93
6119
NabiaTech
Enables querying and analyzing code relationships by building a lightweight gra…
B 72 5⁄4 ◉ ⏳ 74 61 N/A 38 95 86
6120
shanyang-me
Publish, search, and manage Xiaohongshu (Little Red Book) content via MCP tools.
B 72 5⁄4 ◉ ⏳ 76 41 N/A 47 95 99
6121
diegofornalha
Docker MCP ⚡ Claim
Enables Docker container management directly through Claude using the Model Con…
B 72 5⁄5 ◉ ⏳ 90 58 — 23 81 94
6122
bzzimmy
GPT-MCP Bridge ⚡ Claim
Enables Claude and other MCP-compatible tools to communicate with OpenAI's GPT …
B 72 5⁄5 ◉ ⏳ 72 73 — 27 81 97
6123
movibe
Memory Bank MCP ⚡ Claim
Memory Bank Server provides a set of tools and resources for AI assistants to i…
B 72 5⁄5 ◉ ⏳ 86 30 — 75 82 89
6124
HorkyChen
A simple FastAPI-based MCP server that provides book-related tools, currently s…
B 72 5⁄4 ◉ ⏳ 86 33 N/A 40 95 100
6125
wyattjoh
jsr-mcp ⚡ Claim
Model Context Protocol server for the JSR (JavaScript Registry)
B 72 5⁄5 ◉ ⏳ 66 71 — 42 82 94
6126
ECNU3D
Enables creation and management of structured game worlds for text adventures a…
B 72 5⁄5 ◉ ⏳ 78 65 — 34 81 94
6127
dnnyngyen
A lightweight MCP server that enables AI agents to perform deep codebase analys…
B 72 5⁄5 ◉ ⏳ 84 83 — 48 81 50
6128
Huan-zhaojun
mcp-safe-proxy ⚡ Claim
A lightweight stdio proxy that intercepts and rewrites MCP tool annotations to …
B 72 5⁄4 ◉ ⏳ 84 30 N/A 54 89 100
6129
imajumd1
Provides Claude with real-time access to Wikipedia through four essential tools…
B 72 5⁄5 ◉ ⏳ 72 82 — 18 81 95
6130
syyuan14
sh-disney-mcp ⚡ Claim
sh-disney-mcp 是一个基于 Model Context Protocol (MCP) 的mcp server,旨在通过标准化的接口,帮助大模型快速…
B 72 5⁄5 ◉ ⏳ 66 56 N/A 69 82 93
6131
yuanmingyi
Enables AI assistants to deploy and manage static websites directly on EdgeOne …
B 72 5⁄5 ◉ ⏳ 88 58 — 24 82 96
6132
betancur
Keynote-MCP Claim 1
A Model Context Protocol server that enables AI assistants to control Keynote p…
B 72 5⁄4 ◉ ⏳ 75 53 N/A 41 95 92
6133
matheusslg
Enables transcription of audio files using Google Gemini AI and creates a searc…
B 72 5⁄5 ◉ ⏳ 76 73 — 26 81 93
6134
jpmonette
Salesforce MCP ⚡ Claim
Enables interaction with Salesforce API using jsforce, allowing users to query …
B 72 5⁄5 ◉ ⏳ 72 58 — 55 81 94
6135
arre-ankit
A simple server that integrates with Claude to allow querying and manipulating …
B 72 5⁄5 ◉ ⏳ 90 61 — 20 81 94
6136
pigmej
HomeyPro MCP Server ⚡ Claim 1
A Model Context Protocol server that enables interaction with HomeyPro home aut…
B 72 5⁄5 ◉ ⏳ 79 63 — 27 81 99
6137
kentaroh7777
MCP Todoist Claim 1
A Model Context Protocol server implementation compatible with Todoist API, all…
B 72 5⁄5 ◉ ⏳ 63 70 — 51 81 95
6138
suckerfish
Enables fetching, searching, and analyzing YouTube video transcripts in multipl…
B 72 5⁄5 ◉ ⏳ 88 58 — 27 81 94
6139
onesmartguy
Adds a live git branch status bar to the Claude footer for tracking multiple ac…
B 72 5⁄4 ◉ ⏳ 66 57 N/A 44 92 100
6140
Parado-xy
Enables AI agents to perform semantic code search across entire codebases using…
B 72 5⁄4 ◉ ⏳ 78 50 N/A 24 95 100
6141
meharajM
agent-loop-mcp ⚡ Claim
Agentic memory manager. Install Skill: npx skills add meharajM/agent-loop-mcp
B 72 5⁄4 ◉ ⏳ 72 58 N/A 37 92 95
6142
VivekKumarNeu
mcp-lucene-server
B 72 5⁄5 ◉ ⏳ 78 58 — 36 81 100
6143
run-as-root
A Model Context Protocol server that enables AI assistants to interact directly…
B 72 5⁄4 ◉ ⏳ 81 53 N/A 33 84 99
6144
dattmavis
BPMN-MCP ⚡ Claim 1
An MCP server that enables AI assistants to programmatically create, modify, an…
B 72 5⁄5 ◉ ⏳ 75 91 N/A 44 95 41
6145
SegfaultSorcerer
heap-seance ⚡ Claim 1
Java memory leak diagnostics via jcmd, jmap, jstat, JFR, Eclipse MAT, and async…
B 72 5⁄4 ◉ ⏳ 72 43 N/A 65 90 92
6146
sammcj
Bybit MCP Server ⚡ Claim 3
A Model Context Protocol server that provides read-only access to Bybit's crypt…
B 72 5⁄5 ◉ ⏳ 77 100 — 50 80 39
6147
esteveavi
TMB Bus Arrival Times ⚡ Claim 1
Provides real-time bus arrival information for TMB (Transports Metropolitans de…
B 72 5⁄5 ◉ ⏳ 80 63 — 21 82 100
6148
GhoshSrinjoy
Enables access to Overleaf LaTeX projects through Git integration, allowing use…
B 72 5⁄5 ◉ ⏳ 78 58 — 47 81 90
6149
newerton
Investidor10 MCP Server
B 72 5⁄5 ◉ ⏳ 72 52 — 68 82 86
6150
proofofwork-agency
reporecall ⚡ Claim
Local codebase memory, auto-generated wiki, and interactive architecture dashbo…
B 72 5⁄4 ◉ ⏳ 94 0 N/A 81 91 98
Showing 6101–6150 of 69027 servers
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