MCP Server Quality Scores

Independent quality analysis of 64126 public MCP servers

64126
Discovered
30355
Scored
2112
Verified
16953
Complete

Last updated 20 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
301
sparkvibe-io
GuardianShield Claim 1
AI security layer: code scanning, PII detection, prompt injection, secrets, CVEs
B 84 55 90 100 N/A 75 95 53
302
j0hanz
Memory MCP Server Claim
SQLite-backed MCP server for persistent memory, full-text retrieval, and graph …
B 84 55 84 100 N/A 53 95 76
303
dnaerys
onekgpd-mcp Claim
real-time access to 1000 Genomes Project dataset
B 84 66 92 80 90 63 81 89
304
grossiweb
Your agent shouldn't have to guess which model or tool to use. ToolRoute does …
B 84 66 96 68 97 55 81 95
305
Oncorporation
FileSystem MCP Server Claim 1
Secure filesystem access for AI agents with configurable directory and file typ…
B 84 55 88 82 N/A 57 95 91
306
glassity
FOCUS MCP Server Claim 1
Enables AI assistants to analyze cloud billing data in FOCUS format through nat…
B 84 55 88 100 48 81 92
307
cslou
Abstract MCP Claim
A smart proxy server that prevents context window bloat by caching large tool r…
B 84 55 90 100 44 81 92
308
sharozdawa
schema-gen-mcp Claim
Generate Schema.org JSON-LD markup for 12 types including Person, Product, and …
B 84 44 72 72 95 96
309
ideadesignmedia
Memory MCP Server Claim
SQLite-backed memory storage for MCP agents with optional semantic search via O…
B 84 55 78 100 N/A 45 95 90
310
12-days-of-shipmas-2025
Generates blog and social media images using Google's Gemini AI with pre-config…
B 84 55 78 100 63 81 94
311
keshrath
agent-knowledge Claim
Cross-session memory for AI agents - knowledge graph, scoring, semantic search
B 84 44 84 N/A N/A 60 95 92
312
RapierCraft
Perplexity-Comet-MCP Claim 1
MCP server connecting Claude Code to Perplexity Comet browser. Autonomous web b…
B 84 54 94 58 N/A 80 90 99
313
gavdilabs
CAP MCP Plugin Claim
A CAP plugin that automatically generates MCP servers from your CAP services, t…
B 84 54 90 72 77 90 88
314
meltingpixelsai
zero-core-intel Claim
DrainBrain token safety, CORTEX trading signals, social trends. Zero Core Intel.
B 84 66 78 88 91 53 89 99
315
mrgoonie
Connects AI assistants to external data sources (Google, Bing, etc.) via Search…
B 84 55 82 100 74 82 80
316
dalisys
This MCP server enables users to search and access documentation for community-…
B 84 66 86 86 98 47 81 93
317
sharozdawa
SERP-based content scoring and optimization with 7 SEO categories.
B 84 44 72 70 95 99
318
SalehKhatri
postman-mcp Claim
A Model Context Protocol (MCP) server that provides seamless integration with t…
B 84 54 84 71 N/A 69 95 100
319
djmoore711
Enables AI assistants to fetch company logos, brand colors, fonts, and corporat…
B 84 55 100 75 53 81 100
320
terranode-co
MCP server for spatial queries via the Terranode Geospatial API, enabling AI ag…
B 84 44 90 55 83 99
321
2511319
Context7 MCP Claim 1
Provides LLMs with up-to-date, version-specific documentation and code examples…
B 84 66 78 100 93 49 82 91
322
Ansvar-Systems
cameroonian-law-mcp Claim 1
Cameroon legislation via MCP -- full-text search across statutes and provisions
B 84 64 92 73 92 46 95 94
323
jx-codes
Enables LLMs to interact with MCP servers by writing TypeScript/JavaScript code…
B 84 55 90 100 N/A 28 95 91
324
mzxrai
mcp-webresearch Claim 2
Search Google and do deep web research on any topic
B 84 54 100 61 N/A 70 87 100
325
samihalawa
An MCP server that enables AI agents to autonomously test, debug, and analyze w…
B 84 55 100 100 N/A 68 95 42
326
Vigile-ai
vigile-mcp Claim
Query trust scores for MCP servers and agent skills. Check if a tool is safe.
B 84 54 76 75 N/A 82 92 100
327
stippi
Coding agent with basic list, read, replace_in_file, write, execute_command and…
B 84 54 90 68 N/A 73 90 98
328
gomessoaresemmanuel-cpu
LinkedIn prospection automation — find leads, score (fit+intent+urgency), quali…
B 84 44 82 N/A N/A 53 95 97
329
ericbfriday
Enables LLMs to perform basic mathematical operations (add, subtract, multiply,…
B 84 66 86 100 95 21 81 100
330
IBM
chuk-mcp-time Claim
Provides high-accuracy time information by querying multiple NTP servers for co…
B 84 66 84 71 93 74 84 96
331
PatzEdi
MCPGex Claim
Enables LLMs to systematically develop and validate regex patterns by defining …
B 84 55 90 100 53 81 85
332
airblackbox
air-blackbox-mcp Claim 1
EU AI Act compliance scanner for Python AI agents. 14 tools across 6 articles.
B 84 55 76 82 N/A 65 95 98
333
IQAIcom
MCP-Discord Claim
A Discord Model Context Protocol server that enables AI assistants to interact …
B 84 55 96 68 78 80 99
334
kdpa-llc
local-skills-mcp Claim
A universal MCP server that enables any LLM or AI agent to access expert skills…
B 84 54 84 62 N/A 84 95 96
335
jackwrichards
FastlyMCP Claim
Enables AI assistants to interact with Fastly's CDN API through the Model Conte…
B 84 55 96 100 38 81 87
336
ElToro1855
ozav-mcp-server Claim 1
Forex, IOF tax, US accounts, stablecoins, and international payments in Brazil.
B 84 54 80 100 N/A 45 90 94
337
democratize-technology
Vikunja MCP Server Claim
Enables AI assistants to interact with Vikunja task management instances, provi…
B 84 54 94 66 78 90 89
338
pijusz
mcp-gads Claim
Google Ads MCP server — query campaigns, keywords, assets & more via natural la…
B 84 44 76 N/A N/A 70 95 94
339
heroku
Heroku MCP server Claim 2
Let's your agent access the heroku platform
B 84 55 80 100 90 94 55
340
Ansvar-Systems
Automotive cybersecurity: R155/R156 regulations, ISO 21434, TISAX, AUTOSAR, Chi…
B 84 54 71 89 N/A 61 95 100
341
4rgon4ut
sutra Claim 2
Context Engineering Engine. Provides cognitive tools, memory structures, and ag…
B 84 55 84 82 N/A 73 95 82
342
trycourier
courier-mcp Claim
Build multi-channel notifications into your product, send messages, update list…
B 84 66 84 86 95 60 80 93
343
vercel
next-devtools-mcp Claim
Official Next.js MCP server for coding agents. Provides runtime diagnostics, ro…
B 83 55 92 82 N/A 59 95 77
344
bonnard-data
bonnard Claim
Open-source agentic schema for reliable data outputs. Query data through MCP an…
B 83 54 100 71 N/A 56 90 88
345
PhilflowIO
dav-mcp Claim
AI-orchestrated calendars, contacts & tasks across any DAV platform. 26 tools, …
B 83 54 90 71 N/A 67 92 93
346
khalilbalaree
undo-mcp Claim
A smart, checkpoint‑based undo system for Claude Code. Automatically snapshots …
B 83 55 90 75 N/A 45 95 100
347
lapfelix
XcodeMCP Claim
MCP server for Xcode that wraps its AppleScript interface & uses XCLogParser to…
B 83 54 96 51 N/A 73 95 100
348
Sandip124
wisegit Claim
Extracts decision intent from git history and protects intentional code from AI…
B 83 44 72 N/A N/A 76 95 89
349
tdisawas0github
Enables Claude Desktop and GitHub Copilot to interact with native macOS applica…
B 83 55 78 100 N/A 25 95 100
350
SnowLeopard-AI
bigquery-mcp Claim
A SnowLeopardAI-managed MCP server that provides access to Google BigQuery data.
B 83 54 90 57 N/A 69 95 100
Showing 301–350 of 64126 servers
« Prev 1 5 6 7 8 9 1283 Next »