MCP Server Quality Scores

Independent quality analysis of 33332 public MCP servers

33332
Discovered
24686
Scored
1286
Verified
16957
Complete

Last updated 0 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
6151
NiuTrans
MCP Document Parse Claim
Parses various document formats (PDF, Word, Excel, PowerPoint) into Markdown co…
B 72 55 66 68 49 81 91
6152
t0ster
Meme Generator MCP Claim
Generates custom memes with text overlays using pre-configured templates. Suppo…
B 72 54 66 58 N/A 45 95 91
6153
wdm0006
Mutmut MCP Claim 1
A Model Context Protocol server that provides programmatic APIs for running mut…
B 72 55 51 82 51 81 94
6154
NabiaTech
Enables querying and analyzing code relationships by building a lightweight gra…
B 72 54 74 61 N/A 38 95 86
6155 B 72 54 62 66 N/A 40 90 95
6156
invariantlabs-ai
Example implementation of MCP Streamable HTTP client/server in Python and TypeS…
B 72 54 84 57 N/A 21 90 97
6157
rupeedev
A TypeScript-based MCP server that implements a simple notes system, allowing c…
B 72 55 90 100 N/A 23 90 35
6158
GeLi2001
Reddit MCP Tool Claim
Enables browsing and searching Reddit content through read-only tools that acce…
B 72 55 68 82 25 81 95
6159
hrz8
Enables booking flow operations through a DSP (Demand-Side Platform) API with O…
B 72 55 72 72 29 81 94
6160
Meerkats-Ai
Hunter.io MCP Server Claim 1
An MCP server that integrates with Hunter.io API to find and verify email addre…
B 72 55 77 68 23 82 98
6161
KaranThink41
Keka MCP Server Claim
Integrates with Keka HR platform to manage employee profiles, attendance, leave…
B 72 55 78 66 25 81 99
6162
PaulieB14
predictfun-mcp Claim
MCP (Model Context Protocol) server that gives AI agents structured access to P…
B 72 55 60 66 56 81 99
6163
wllcnm
DingDing MCP Claim 1
A Model Control Protocol server that provides access to DingDing (Chinese workp…
B 72 55 72 68 29 80 100
6164
TSavo
Printify MCP Server Claim 2
A Model Context Protocol server that allows AI assistants like Claude to integr…
B 72 55 69 70 67 78 75
6165
akki91
Ankr API MCP Server Claim 1
An MCP server that fetches on-chain blockchain data via the Ankr API, allowing …
B 72 55 65 72 33 81 100
6166
djm81
Chroma MCP Server Claim 1
A Model Context Protocol server integration that creates a persistent, searchab…
B 72 55 81 58 49 80 86
6167
pranav-vijayananth
Enables Purdue University students to access their Brightspace academic data in…
B 72 54 94 20 N/A 45 95 100
6168
misiektoja
kill-process-mcp Claim
List and terminate OS processes via natural language queries
B 72 54 70 47 N/A 54 92 95
6169
MyunghoBae
Provides secure and efficient tools for codebase analysis, including file manag…
B 72 55 60 60 70 81 93
6170
HughesCuit
Heventure Search MCP Claim 1
Enables web search without API keys using DuckDuckGo and Bing search engines, a…
B 72 55 84 66 39 82 81
6171
agentscore-trustless
Provides access to the AgentScore Registry on Base Sepolia to retrieve agent re…
B 72 55 74 61 48 81 93
6172
thesammykins
notify_me_mcp Claim
Enables sending rich notifications to Discord and/or Slack webhooks with automa…
B 72 55 66 82 41 81 82
6173
iamkhanwasim
Enables AI applications to perform basic mathematical operations like addition …
B 72 55 84 51 37 81 100
6174
swairshah
InputMCP Claim
Enables collecting contextual user input through a dedicated Electron window in…
B 72 55 84 82 N/A 49 95 35
6175
heyjustinai
Prompt Ops MCP Claim
Optimizes prompts using meta-prompting techniques through a two-turn approach t…
B 72 55 78 63 44 81 87
6176
codester1000
Enables AI agents to access and manage Raindrop.io bookmarks, collections, tags…
B 72 55 84 43 52 81 95
6177
ZachFlint
ssh-mcp-server Claim
Enables AI assistants to securely execute remote SSH commands, perform file tra…
B 72 55 66 72 47 76 94
6178
YeonwooSung
metasearch-mcp Claim 1
MCP server for using various search tools like Tavily API. Planning to support …
B 72 54 63 61 N/A 41 95 96
6179
dnnyngyen
A lightweight MCP server that enables AI agents to perform deep codebase analys…
B 72 55 84 83 48 81 50
6180
pathakkhhimanshu
AI Dev Assistant Claim 1
Bridges Claude Desktop to local Windows 10 development environments to enable r…
B 72 54 72 66 N/A 30 90 91
6181
Phenomenai-org
Phenomenai Claim 1
Look up, search, cite, and contribute to Phenomenai — a living glossary of AI p…
B 72 54 76 33 66 90 98
6182
proofofwork-agency
Reporecall Claim
Zero-tool-call codebase intelligence for Claude Code and MCP clients. Automatic…
B 72 54 94 0 N/A 81 91 98
6183
matheusslg
Enables transcription of audio files using Google Gemini AI and creates a searc…
B 72 55 76 73 26 81 93
6184
apeyroux
MCP XMind Server Claim 2
A Model Context Protocol server that allows intelligent analysis and querying o…
B 72 55 45 100 N/A 54 95 63
6185
scooby359
Enables GitHub Copilot to query local ChromaDB instances to retrieve relevant d…
B 72 54 66 72 N/A 32 92 91
6186
sammcj
Bybit MCP Server Claim 3
A Model Context Protocol server that provides read-only access to Bybit's crypt…
B 72 55 77 100 50 80 39
6187
marc-shade
Enables searching, downloading, and analyzing academic papers from arXiv and Se…
B 72 55 94 53 28 81 89
6188
hrishi0102
A server that provides easy access to Payman AI's APIs, allowing users to creat…
B 72 55 76 67 23 81 100
6189
urfanazad
Enables cost optimization and financial operations for Google BigQuery through …
B 72 54 78 53 N/A 22 95 100
6190
gunjanjp
A Model Context Protocol server that enables Claude Desktop to execute bash com…
B 72 54 57 53 N/A 60 95 100
6191
vyente-ruffin
Enables interaction with Microsoft Planner tasks through natural language using…
B 72 54 84 62 N/A 25 80 99
6192
yiwenlu66
PiloTY Claim
AI pilot for PTY operations enabling agents to control interactive terminals wi…
B 72 54 78 61 N/A 33 87 90
6193
sujalpat1810
OrgFlow MCP Claim
Enables comprehensive organizational data management including employee trackin…
B 72 55 84 66 24 81 92
6194
guangxiangdebizi
Email MCP Claim 1
A Model Context Protocol server that enables AI models to send emails via simpl…
B 72 55 69 72 33 81 99
6195
windoze95
Enables authenticated interaction with ServiceNow via its REST API using per-us…
B 72 55 70 72 33 81 94
6196
Echoxiawan
Figma MCP Tool Claim 1
Enables interaction with Figma designs through the Figma API, allowing users to…
B 72 55 78 68 40 82 81
6197
fabian1710
MCP Intercom Server Claim 2
Provides access to Intercom conversations and chats through the Model Context P…
B 72 55 86 68 17 81 93
6198
SergeSerb2
An MCP server that automatically detects and provides current time and location…
B 72 55 57 75 N/A 22 95 100
6199
samihalawa
Enables email management through SMTP and IMAP protocols with support for sendi…
B 72 54 78 45 N/A 53 95 86
6200
OguntolaIbrahim
image-viewer Claim 1
InChat Image Viewer MCP - View images inline in AI chat by just providing the f…
B 72 54 78 55 N/A 26 90 100
Showing 6151–6200 of 33332 servers
« Prev 1 122 123 124 125 126 667 Next »