MCP Server Quality Scores

Independent quality analysis of 69007 public MCP servers

69007
Discovered
→
33721
Scored
→
2112
Verified
→
16953
Complete

Last updated 42 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3501
massgen
MassGen ⚡ Claim
🚀 MassGen is an open-source multi-agent scaling system that runs in your termin…
B 76 5⁄4 ◉ ⏳ 90 25 N/A 70 95 100
3502
yfedoseev
fossil-mcp Claim
The code quality toolkit for the agentic AI era. Find dead code, clones, and sc…
B 76 5⁄5 ◉ ⏳ 96 25 N/A 82 83 96
3503
goldbergyoni
test-coverage-mcp ⚡ Claim 1
Analyze test coverage from LCOV files - makes AI agents coverage-aware without …
B 76 5⁄5 ◉ ⏳ 78 100 N/A 45 92 51
3504
ethanjyx
OpenBrand ⚡ Claim
Extract brand assets (logos, colors, backdrop images, brand name) from any webs…
B 76 5⁄5 ◉ ⏳ 84 70 N/A 50 72 97
3505
0xbrainkid
agentfolio-mcp-server ⚡ Claim 2
AI agent identity verification via SATP on Solana. Trust scores and on-chain at…
B 76 5⁄5 ◉ ⏳ 75 60 N/A 66 82 100
3506
xARSENICx
A beginner-friendly MCP server demonstrating core concepts with calculator oper…
B 76 5⁄5 ◉ ⏳ 84 100 N/A 24 95 55
3507
SayreBlades
MCP Web Tools ⚡ Claim
Provides local web search and content fetching capabilities for AI assistants, …
B 76 5⁄4 ◉ ⏳ 94 56 N/A 24 95 97
3508
LyalinDotCom
Enables generating, editing, and manipulating images using Google Gemini Flash …
B 76 5⁄5 ◉ ⏳ 78 72 — 50 81 91
3509
waspeer
Tweek MCP Server ⚡ Claim 1
An MCP server that integrates with the Tweek API to manage calendars, tasks, an…
B 76 5⁄5 ◉ ⏳ 77 73 — 45 82 99
3510
gitmem-dev
gitmem ⚡ Claim
Persistent institutional memory for AI coding agents. Memory that compounds.
B 76 5⁄4 ◉ ⏳ 67 61 N/A 60 95 98
3511
tofunori
MCP Jupyter Complete ⚡ Claim 1
A Model Context Protocol server for comprehensive Jupyter notebook manipulation…
B 76 5⁄5 ◉ ⏳ 75 78 N/A 28 95 90
3512
disler
Aider MCP Server ⚡ Claim
Allows Claude Code to offload AI coding tasks to Aider, reducing costs and enab…
B 76 5⁄4 ◉ ⏳ 92 58 N/A 29 95 91
3513
oculairmedia
Enables interaction with the Postiz social media management platform through MC…
B 76 5⁄5 ◉ ⏳ 92 65 — 31 81 97
3514
whiteside-daniel
Enables read-only interaction with Zoho CRM data through natural language queri…
B 76 5⁄5 ◉ ⏳ 74 82 N/A 24 95 89
3515
LetsFG
LetsFG ⚡ Claim
Agent-native travel search. 5 second flights & hotels $50 cheaper. Free forever…
B 76 5⁄5 ◉ ⏳ 100 41 — 66 80 92
3516
Amana03
Multi-mode MCP server supporting both Claude Desktop (STDIO) and OpenAI (HTTP/S…
B 76 5⁄5 ◉ ⏳ 86 68 — 36 80 100
3517
NimbleBrainInc
IPInfo MCP Server ⚡ Claim
Enables comprehensive IP address intelligence and geolocation lookups through I…
B 76 5⁄5 ◉ ⏳ 72 71 — 66 81 91
3518
Vonage-Community
MCP Server that integrates various Vonage APIs as MCP tools, to make it easier …
B 76 5⁄5 ◉ ⏳ 90 82 — 57 81 59
3519
shawndrake2
Provides access to comprehensive U.S. economic data including GDP, personal inc…
B 76 5⁄5 ◉ ⏳ 96 66 — 27 80 97
3520
baguskto
Baguskto Saham ⚡ Claim 1
Enables access to Indonesian Stock Exchange (IDX) data with comprehensive histo…
B 76 5⁄5 ◉ ⏳ 78 61 — 57 82 100
3521
Tomorrow-You
Voice Bridge ⚡ Claim
Multi-engine TTS for AI coding assistants. 5 engines, free engine included.
B 76 4⁄4 ◉ ⏳ 67 N/A N/A 37 95 97
3522
Faucet94
A command-line interface server that provides unrestricted system access to Win…
B 76 5⁄4 ◉ ⏳ 86 66 N/A 41 95 82
3523
alamkanak
A FastAPI library that provides Model Context Protocol tools for endpoint intro…
B 76 5⁄5 ◉ ⏳ 90 38 — 74 82 98
3524
rog0x
config ⚡ Claim
JSON, YAML, TOML, INI config tools for AI agents
B 76 4⁄4 ◉ ⏳ 72 N/A N/A 40 95 90
3525
portel-dev
Photon MCP Server ⚡ Claim 1
Automatically generates MCP tools, CLI, and web UI from TypeScript methods, ena…
B 76 5⁄4 ◉ ⏳ 96 46 — 92 87 62
3526
betterhyq
Validates Mermaid diagram syntax and provides comprehensive grammar checking ca…
B 76 5⁄5 ◉ ⏳ 72 62 — 74 83 94
3527
push-based
Angular Toolkit MCP ⚡ Claim 1
A Model Context Protocol server that provides Angular project analysis and refa…
B 76 5⁄4 ◉ ⏳ 69 58 N/A 77 90 90
3528
ousepachn
Provides read-only access to Beehiiv newsletter analytics data including public…
B 76 5⁄5 ◉ ⏳ 78 68 — 48 81 100
3529
jonnyblankinship
Enables control of Philips Hue lights via Bluetooth LE directly from Claude, wi…
B 76 4⁄4 ◉ ⏳ 60 N/A N/A 47 95 97
3530
Mazchoo
Enables semantic search across documents and code repositories using RAG (Retri…
B 76 5⁄4 ◉ ⏳ 96 52 N/A 25 95 96
3531
aiurda
DevContext ⚡ Claim 1
Provides persistent, project-centric context awareness for AI assistants using …
B 76 5⁄5 ◉ ⏳ 96 100 N/A 46 81 41
3532
geneontology
Noctua MCP Server ⚡ Claim
Enables editing and querying of Gene Ontology Causal Activity Models (GO-CAMs) …
B 76 5⁄5 ◉ ⏳ 84 40 — 81 80 98
3533
wesbos
An MCP server providing real-time currency conversion and exchange rate data th…
B 76 6⁄6 ◉ ⏳ 71 71 98 33 82 92
3534
smaniches
Provides direct access to 200M+ academic papers from Semantic Scholar, enabling…
B 76 5⁄4 ◉ ⏳ 66 77 N/A 50 94 91
3535
Kashyap-AI-ML-Solutions
Webex MCP Server ⚡ Claim 2
A Model Context Protocol (MCP) server that provides AI assistants with comprehe…
B 76 5⁄5 ◉ ⏳ 100 82 — 54 81 48
3536
kevinwatt
MCP Webhook Server ⚡ Claim
Enables sending messages to webhook endpoints through the MCP protocol, support…
B 76 5⁄5 ◉ ⏳ 78 61 — 69 81 93
3537
merill
Lokka ia an MCP server for the Microsoft Graph API and can be used to query and…
B 76 5⁄5 ◉ ⏳ 84 72 — 42 80 94
3538
lxman
Safari MCP Server ⚡ Claim 1
Provides AI assistants with Safari browser automation and developer tools acces…
B 76 5⁄4 ◉ ⏳ 90 56 N/A 42 87 95
3539
iExecBlockchainComputing
iExec MCP Server ⚡ Claim 1
An MCP server that enables AI agents to interact with the iExec protocol for co…
B 76 5⁄4 ◉ ⏳ 75 68 N/A 55 87 92
3540
jen6
ticktick-mcp ⚡ Claim
[TickTick](https://ticktick.com/) MCP server. Built upon the ticktick-py librar…
B 76 5⁄5 ◉ ⏳ 90 72 — 33 82 91
3541
jasonsum
Gmail MCP Server ⚡ Claim 1
MCP server that integrates with Gmail to enable sending, reading, and managing …
B 76 5⁄5 ◉ ⏳ 86 61 — 44 81 98
3542
jlromano
Bitbucket MCP Server ⚡ Claim 1
Enables LLMs to interact with Bitbucket repositories to manage pull requests, b…
B 76 5⁄5 ◉ ⏳ 94 52 — 47 81 100
3543
billlzzz10
notion-mcp-server ⚡ Claim
B 76 5⁄4 ◉ ⏳ 66 66 N/A 67 95 89
3544
dvvincent
VergeOS MCP Server ⚡ Claim 2
Enables AI assistants to manage and monitor VergeOS virtualization platforms th…
B 76 5⁄5 ◉ ⏳ 86 100 — 45 81 53
3545
eraincc
Emlog MCP Server ⚡ Claim
Enables AI assistants to interact with Emlog blog systems through a standardize…
B 76 5⁄5 ◉ ⏳ 84 70 — 42 81 94
3546
Echoqili
SSH LICCO MCP Server ⚡ Claim 1
SSH Model Context Protocol Server - Enable SSH functionality for AI models
B 76 5⁄4 ◉ ⏳ 86 46 N/A 70 89 91
3547
privetin
Chroma MCP Server ⚡ Claim 2
A Model Context Protocol server providing vector database capabilities through …
B 76 5⁄4 ◉ ⏳ 77 63 N/A 42 92 99
3548
xiaobenyang-com
smart-search ⚡ Claim 1
Smart Search MCP is an intelligent search toolkit focused on the technology fie…
B 76 6⁄4 ◉ ⏳ 78 66 84 45 95 81
3549
akraradets
A template repository for developing Model Context Protocol (MCP) servers with …
B 76 5⁄4 ◉ ⏳ 78 58 N/A 48 95 96
3550
jachy-h
Jachy MCP Server ⚡ Claim
A centralized automation hub that provides a unified interface for AI agents to…
B 76 5⁄5 ◉ ⏳ 84 75 — 30 81 97
Showing 3501–3550 of 69007 servers
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