MCP Server Quality Scores

Independent quality analysis of 41157 public MCP servers

41157
Discovered
29266
Scored
2095
Verified
16952
Complete

Last updated 1 hour, 24 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
37351
opengolfapi
Enables AI agents to search and retrieve detailed information about US golf cou…
37352
dev-87i5
AI-powered Business Helper that analyzes thousands of YouTube videos to extract…
81
37353
jcruz-impel
Enables AI assistants to interact with PDF documentation files stored locally. …
N/A N/A 95
37354
srotzin
Hive MPP Claim
Dual-rail 402 (x402 + MPP Tempo) MCP server
37355
VoxellInc
forge Claim
MCP server for Forge, Voxell's hosted text-embedding API. Tools: embed and list…
N/A N/A
37356
lotdpbc
Word Orb Claim
Trusted language infrastructure for AI agents, robotics, and teaching platforms…
N/A N/A 95
37357
pipeworx-io
Inaturalist Claim
iNaturalist MCP — citizen-science species observations (free, no auth for read-…
37358
alexzavialov
travel.art Claim
Art-tourism data for AI agents: biennales, art fairs, museums with 2026 prices …
37359
Omprakash97
A proof-of-concept attack that exploits Model Context Protocol (MCP) tool regis…
N/A N/A 95
37360
kit18
Connect agents to 6DuckLearn memory, approvals, and runtime control.
37361
mastadoonprime
agent-memory Claim
Persistent, encrypted memory service for AI agents. Private vault with E2E encr…
81
37362
geraservicesuk
GeraVoice MCP (placeholder) — voice-native gateway for emerging markets. Launch…
N/A N/A 95
37363
c47-inc
Martini Claim
Manage AI filmmaking projects, scenes, assets, and generations in Martini.
37364
kooetimu1999
fdd Claim
N/A N/A 95
37365
mcp-server Claim 1
Architecture visibility and control for agentic engineering.
N/A N/A 81
37366
lzx3in
MCP server for Alibaba Cloud Domain - check availability, query details, list d…
N/A N/A
37367
dmarcdkim
mcpv1 Claim
N/A N/A 95
37368
easyweek
EasyWeek Claim
EasyWeek is an all-in-one booking and business management platform for salons, …
81
37369
frase-io
Frase SEO Claim
SEO, GEO & AI Visibility — research, write, optimize, publish & monitor content…
N/A N/A 83
37370
06ketan
slideshot Claim
Convert HTML to PDF/PNG/WebP/PPTX slide carousels with 11 themes — for LinkedIn…
N/A N/A
37371
kristof-sudo
AgentCrush Claim
Market intelligence for the AI agent economy: rankings, methodology, search, co…
37372
2s-io
mcp Claim
MCP server for 2s.io — 40+ pay-per-call tools settled in USDC on Base via x402.
N/A N/A
37373
Cmoen11
redm-mcp Claim
RedM / RDR3 docs MCP server: native lookups, semantic search, VORP, RSGCore, ox…
37374
petpicksco
High Story MCP Server - Automate AI content campaigns and social media manageme…
N/A N/A 83
37375
930m310n
geomelon-mcp Claim
MCP server for the Geomelon geographic API — stdio and remote HTTP transports
N/A N/A
37376
eliezerraj
Provides basic arithmetic calculation tools through an HTTP-accessible MCP serv…
81
37377 N/A N/A 95
37378
AEGISGOVDAO
SAM.gov federal contracts: search, details, AI bid analysis. 33k+ live opportun…
37379
0xCaptain888
ScoutAgent Claim
MCP server that enables AI workflows to query on-chain AI Scout agents, leaderb…
37380
CSOAI-ORG
real-estate-listing-mcp MCP server by MEOK AI Labs
N/A N/A
37381
Bichev
agentradar Claim
Trust scoring, scam detection, and EAS attestations for ERC-8004 + x402 agents …
N/A N/A
37382
dynamicendpoints
Enable AI assistants to manage and interact with Microsoft Power BI resources s…
N/A N/A 95
37383
QuentinCody
Provides access to NCBI's scientific databases including E-utilities, PubChem, …
81
37384
Arenafriends
valerie-mcp Claim
French real estate AI: DVF transactions, internet coverage, market insights. Fr…
N/A N/A
37385
AlephantAI
alephant-mcp Claim
Alephant MCP server for AI cost control, BYO-key routing, 50+ providers, and 32…
N/A N/A
37386
godwin3737
Enables searching and retrieving files from SharePoint and OneDrive within Micr…
37387
Jake-Mok-Nelson
Helps support engineers find similar GitHub issues to speed up troubleshooting …
N/A N/A 95
37388
snipework-app
Query live Upwork freelance market intelligence directly from your AI agent. Ge…
81
37389
CSOAI-ORG
Eu Ai Act Compliance MCP Server by MEOK AI Labs
N/A N/A
37390
ClicheFactory
Extract structured JSON from PDFs, images, DOCX, XLSX, CSV, EML attachments, an…
N/A N/A
37391
Alweather-Anurag
ottasia Claim
Where to watch X in Y? 30 Asian and Middle Eastern streaming markets, via Claud…
37392
automatikstudio
An MCP server that generates professional and context-aware responses to custom…
81
37393
dajun666
An MCP server that automates login to PAUSD Schoology via ClassLink and provide…
N/A N/A
37394
duaraghav8
MCPJungle Claim
Self-hosted MCP Server registry for enterprise AI Agents
N/A N/A 95
37395 N/A N/A 95
37396
monostate
Helps corporate HR teams airdrop Solana tokens to employees with support for ro…
81
37397
promptexecution
Outputs short-form Rust crate derived traits,interfaces, etc. from AST (uses sa…
N/A N/A 95
37398
my_namespace
server_name Claim
N/A N/A 95
37399
georgetso
MCP Memory Claim 1
An MCP server that gives AI assistants (like Cursor, Claude, Windsurf) the abil…
81
37400
clauxel
A paid remote MCP for Decapod, built to return verdicts, receipts, usage logs, …
Showing 37351–37400 of 41157 servers
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