MCP Server Quality Scores

Independent quality analysis of 33379 public MCP servers

33379
Discovered
25427
Scored
1446
Verified
16957
Complete

Last updated 14 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
32351
williamzujkowski
nexus-agents Claim
nexus-agents makes your AI coding tools work together intelligently. It coordin…
32352
An i18n github action for language translate
N/A N/A 72
32353
axel-belfort
HTTP header security analysis API for AI agents. Analyze response headers for a…
81
32354
ai-caseylai
Enables seamless integration with WhatsApp through the Model Context Protocol, …
81
32355
PierrunoYT
Enables high-quality image generation using Bytedance's SeedDream 4.0 model via…
81
32356
quinnbmay
apple-mcp Claim
N/A N/A 95
32357
bungerr
Calculate conservative and alternative sports betting odds with expected value …
N/A N/A 95
32358
oliver-charles-rene-grabner-hju9
Composer Claim
<p align="center"> <img src="https://github.com/OliverGrabner/composer-mcp/ra…
N/A N/A
32359
sbhooley
ainativelang Claim
AINL helps turn AI from "a smart conversation" into "a structured worker." It …
N/A N/A
32360
nogoo9
Drop-in cloud replacement for mcp-server-filesystem — all 14 MCP tools over S3,…
N/A N/A
32361
takezone
Enables Claude to directly write journal entries to Journal Mandala. Allows use…
32362
MCP-Mirror
Provides comprehensive access to Binance Futures API endpoints for account mana…
81
32363
valente5000
bravelabs Claim
N/A N/A 95
32364
parnerkarsharang
swarmhaul Claim
Multi-agent coordination protocol on Solana. AI agents self-organize into swarm…
81
32365
Read and verify Content Credentials (C2PA) from images and media using the c2pa…
N/A N/A 81
32366
xiaobenyang-com
Log meals and instantly find calorie information for foods. Get a clear daily s…
N/A N/A 95
32367
0xUXDesign
pharaoh Claim
Hosted MCP server that parses TypeScript and Python codebases into Neo4j knowle…
81
32368 N/A N/A 95
32369
PhySci
Enables querying PostgreSQL database metadata including table lists and schema …
32370
devrev
A Model Context Protocol server that enables searching, retrieving, creating, a…
N/A N/A 95
32371
bughide010
hide12131232 Claim
N/A N/A 95
32372
kontakt-qy0g
"Semantic search over 50,000+ recipes using hybrid dense+sparse retrieval with …
81
32373
keremurat
JSON Diff Claim
Compare two JSON files deeply, ignoring order, to surface every difference. Get…
N/A N/A 95
32374
rebreakpsa
Pearch Claim
This project provides a tool for searching people using the Pearch.ai, implemen…
N/A N/A 95
32375
Noquarter6
Real-time contractor license verification across 45 US states. Verifies license…
32376
abcreativ
Read and write Google Sheets, Docs, Drive, and Apps Script from any MCP client.…
N/A N/A
32377
gabrielmahia
Provides access to Kenya's civic datasets including parliament records, county …
32378
benedikt-mh4x
AI cover letter generation for agents. 5 composable tools that analyze job post…
81
32379
anki-mcp-server Claim 1
MCP server enabling LLMs to interact with Anki flashcard software through AnkiC…
N/A N/A 81
32380
seanshin0214
QualAI Claim
AI-powered qualitative research analysis server that provides 20 specialized to…
N/A N/A 95
32381
MRIIOT
A TypeScript MCP server that enables AI assistants to create, manage, and manip…
81
32382
energychain
87+ specialized tools for German and European energy data. Direct AI access to …
32383
bhayanak
It Integration for MinIO / S3-compatible object storage, providing AI assistant…
32384
data-mindset
Enables generation of various chart types (bar, line, pie, radar, etc.) using Q…
81
32385
seayniclabs
Keel Claim
Network diagnostics — ping, traceroute, DNS, port scanning, and connectivity te…
N/A N/A
32386
FAR Oracle Claim 1
Search Federal Acquisition Regulations (FAR) for government contracting.
N/A N/A 81
32387
celticht32
A production-grade MCP server for Couchbase Enterprise Analytics, exposing 25 t…
32388
muhannad-hash
Answers "why does this code exist?" by tracing any line back through the commit…
N/A N/A
32389
DrewDawson2027
Recast MCP Claim
Enables AI assistants to fetch clean text from any URL and repurpose it into pl…
N/A N/A
32390
alona-iaig
Create visual whiteboards, diagrams, flowcharts, and project plans from AI conv…
32391
fidensa
Fidensa Claim
Independent AI certification authority. Trust scores, search, comparison, and v…
N/A N/A
32392
chje12
설명
N/A N/A 95
32393
microsoft
hacked-mcp Claim
hacked by abcd
N/A N/A 95
32394
zmzhace
A feature-rich Model Context Protocol server built with FastMCP that provides v…
81
32395
eliu243
Connect your Oura Ring account for secure access to your data. Generate an auth…
N/A N/A 95
32396
Desearch-ai
Desearch AI Claim
Enable real-time AI-powered search capabilities including Twitter (X) and web s…
N/A N/A 95
32397
riditaatexos
Provide a humor-focused agent that delivers concise, engaging jokes upon user r…
N/A N/A 95
32398
callobuzz
A production-grade MCP server and CLI tool that enables AI agents to manage Sho…
32399
kyw1419
cotest Claim
N/A N/A 95
32400
lpsDevelopers
LPS MCP Claim
A minimal server that provides Claude AI with secure file system access and seq…
N/A N/A 95
Showing 32351–32400 of 33379 servers
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