MCP Server Quality Scores

Independent quality analysis of 59221 public MCP servers

59221
Discovered
29891
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 27 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◎ Verified Scores
19051
Br0ski777
Parse user agents — browser, OS, device, bot detection. x402 micropayment.
F 25 55 24 0 0 21 81
19052
Br0ski777
Test, validate and explain regular expressions with match highlighting. x402 mi…
F 25 55 24 0 0 21 81
19053
alkemi-ai
alkemi-mcp Claim 1 2
MCP Server for natural language querying of Snowflake, Google BigQuery, and Dat…
F 25 44 49 10 48 78
19054
Br0ski777
Unit conversion — length, weight, temperature, volume, speed, data. x402 micr…
F 25 55 24 0 0 21 81
19055
ag2-mcp-servers
Data Labeling MCP Server Claim 1 2
An MCP Server that enables interaction with Google's Data Labeling API, allowin…
F 25 44 45 40 21 84
19056
Br0ski777
Resize images from URL — PNG, JPEG, WebP output. x402 micropayment.
F 25 55 24 0 0 21 81
19057
Br0ski777
Convert text to MP3 speech audio in 50+ languages. x402 micropayment.
F 25 55 24 0 0 21 81
19058
saikiyusuke
sparksheets-mcp Claim 2 3
AI-native collaborative spreadsheet MCP server for session management, knowledg…
F 25 44 90 70 31 77
19059
Unstructured-IO
An MCP server implementation that enables interaction with the Unstructured API…
F 25 55 33 63 0 43 71
19060
Br0ski777
Audit email domain deliverability: SPF, DKIM, DMARC, MX. Score 0-100. x402.
F 25 55 24 0 0 21 81
19061
Calel33
OrdiscanMCP Claim 1
An HTTP server implementation that provides direct access to the Ordiscan API w…
F 25 44 48 72 40 82
19062
Br0ski777
Extract text from images using OCR. Tesseract-powered. x402 micropayment.
F 25 55 24 0 0 21 81
19063
JasonZigelbaum
Zigpoll Claim
Analyze Zigpoll survey responses, track trends, and get AI-powered insights.
F 23 55 18 0 0 13 81
19064
Arithym
Arithym Claim 1
Exact arithmetic engine for AI agents. 62 tools across 22 domains — integer ma…
F 20 55 8 10 0 1 81
19065
snappyio
YeetIt Claim
Instant web publishing for AI agents. POST HTML, get a live URL. No account nee…
F 18 55 0 0 15 81
◐ Assessed Scores
19066
nhadaututtheky
neural-memory Claim
Persistent memory for AI agents — 55 MCP tools, spreading activation recall.
A+ 97 33 100 N/A N/A 93 95
19067
williamzujkowski
Strudel MCP Server Claim
Enables AI-powered music generation and live coding by providing direct control…
A+ 95 33 96 N/A N/A 94 95
19068
forgesworn
bray Claim
Trust-aware Nostr for AI agents -- 235 tools covering social, DMs, zaps, trust,…
A 94 33 100 N/A N/A 97 83
19069
agigante80
actual-mcp-server Claim
MCP server that connects AI assistants to Actual Budget for budget management, …
A 94 33 94 94 95
19070
rps321321
obsidian-mcp-pro Claim
Feature-complete Obsidian vault MCP server with 23 tools and 3 resources. Full-…
A 94 33 100 N/A N/A 81 95
19071
resend
Email Sending MCP Claim
A simple MCP server that enables users to send emails using Resend's API, integ…
A 94 33 96 N/A N/A 88 95
19072
Harusame64
desktop-touch-mcp Claim
Computer-use MCP for Windows 10/11: 29 tools — screenshot, UIA, Chrome CDP, typ…
A 94 33 96 N/A N/A 88 95
19073
VrtxOmega
Ollama-Omega Claim
Official Ollama MCP Server. Exposes ollama_chat, ollama_generate, ollama_pull_m…
A 94 33 100 N/A N/A 83 95
19074
taskade
mcp Claim
🤖 Taskade MCP · Official MCP server and OpenAPI to MCP codegen. Build AI agent …
A 94 33 100 N/A N/A 81 95
19075
ExposureGuard
Haldir Claim
Guardian layer for AI agents: identity, secrets, audit via MCP.
A 94 33 96 N/A N/A 90 95
19076
kridaydave
File Organizer MCP Claim
A powerful, security-hardened MCP server for intelligent file organization. Pro…
A 94 33 94 N/A N/A 91 95
19077
aovestdipaperino
TokenSave Claim
Code intelligence for 15+ languages: semantic graph queries instead of file rea…
A 94 33 96 N/A N/A 88 95
19078
FradSer
MCP server providing native macOS integration with Apple Reminders and Calendar…
A 93 33 96 N/A N/A 84 95
19079
booklib-ai
booklib Claim
A context engineering tool for AI coding assistants that detects post-training …
A 93 33 96 N/A N/A 86 95
19080
mythos-agent
mythos-agent Claim
Open-source AI security agent: SAST, DAST, and policy-as-code over MCP.
A 93 33 92 N/A N/A 91 95
19081
alphaonedev
ai-memory Claim
Persistent memory for any AI — zero token cost until recall
A 93 33 96 N/A N/A 85 95
19082
anthonybono21-cloud
leapfrog Claim
Multi-session browser MCP — 15 parallel isolated browsers, 37 tools, stealth, s…
A 93 33 96 N/A N/A 85 95
19083
nmbrthirteen
podcli Claim
AI-powered podcast clipper that generates vertical clips with face tracking and…
A 92 33 100 N/A N/A 74 95
19084
decisionnode
DecisionNode Claim
Record development decisions as structured JSON, embed as vectors via Gemini, a…
A 92 33 94 N/A N/A 84 95
19085
mozilla
Automates Firefox via WebDriver BiDi for browser control, including navigation,…
A 92 33 90 N/A N/A 92 95
19086
hampsterx
codex-mcp-bridge Claim 1
Wraps Codex CLI as MCP tools: query, review, search, assess, structured, sessio…
A 92 33 94 N/A N/A 84 95
19087
infobloxopen
dns-aid Claim 1
Discover and publish AI agents via DNS using SVCB records (RFC 9460)
A 92 33 90 N/A N/A 93 95
19088
zerowand01
markplane Claim
AI-native, markdown-first project management. Your repo is the project manager.
A 92 33 94 N/A N/A 85 95
19089
raysonmeng
agent-bridge Claim
A local bridge for bidirectional collaboration between Claude Code and Codex. 连…
A 92 33 96 N/A N/A 81 95
19090
us
crw Claim
Fast, lightweight Firecrawl alternative in Rust. Web scraper, crawler & search …
A 92 33 94 N/A N/A 83 95
19091
juice094
devbase Claim
Developer Knowledge OS — local-first bimodal workspace for humans (TUI) and AI …
A 92 33 94 N/A N/A 84 95
19092
GuideThomas
Obsidian Intelligence turns your vault into a Model Context Protocol server. An…
A 92 33 94 N/A N/A 83 95
19093
AmrDab
ClawdCursor Claim
The local MCP server that gives any AI agent safe desktop control. Provides 6 c…
A 92 33 96 N/A N/A 83 95
19094
AdrianV101
obsidian-pkm Claim
This MCP server enables Claude to interact with an Obsidian vault for persisten…
A 92 33 94 N/A N/A 85 95
19095
paiml
pforge Claim
Zero-boilerplate MCP server framework with declarative YAML configuration
A 92 33 96 N/A N/A 81 95
19096
eresende
pitlane-mcp Claim
Token-efficient navigation substrate for AI coding agents. Index code once and …
A 92 33 100 N/A N/A 76 95
19097
FlorentinoJink
mcp-windbg Claim
Model Context Protocol for WindDbg, implementation by rust
A 91 33 96 N/A N/A 77 95
19098
getmcpm
cli Claim
MCP package manager with trust scoring. Search, install, and audit MCP servers.
A 91 33 94 N/A N/A 79 95
19099
davidweb3-ctrl
Enhanced Git MCP Server - Code review, commit analysis, and branch management
A 91 33 94 N/A N/A 82 95
19100
anthroos
openexp Claim
Outsource your understanding. Capture every human-AI decision as a step in a tr…
A 91 33 96 N/A N/A 76 95
Showing 19051–19100 of 59221 servers
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