MCP Server Quality Scores

Independent quality analysis of 56925 public MCP servers

56925
Discovered
29777
Scored
2112
Verified
16953
Complete

Last updated 44 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
51701
navin
AI assistants are powerful, but sometimes you still need the human touch — a re…
N/A N/A 95
51702
Wolflangis
Video Loom Claim
Turn audio or text into a finished AI music video: narrative, multi-provider cl…
51703
eltociear
MCP server: static security scanner for MCP servers, agent skills & plugins. 68…
N/A N/A
51704
testing9384
mcp-server Claim 1
An MCP server that provides visual memory and context storage with knowledge gr…
N/A N/A 95
51705
pedromcunha
Provides cross-chain bridge and swap tools for AI agents using the Relay Protoc…
81
51706
brainsparker
Frugal Claim
Cost-optimized MCP server: routes every tool call to the cheapest provider that…
N/A N/A
51707
FerroxLabs
ijfw Claim
IJFW — It Just F*cking Works. Ferrox Labs' local-first infrastructure for AI co…
N/A N/A
51708
bungerr
Calculate conservative and alternative sports betting odds with expected value …
N/A N/A 95
51709 N/A N/A 95
51710
barvhaim
Provides financial data from Yahoo Finance via MCP, enabling AI agents to acces…
51711 N/A N/A 95
51712
rsweeting1
PixelVault Claim
AI asset compliance and licensing. Search pre-cleared assets matched to your br…
51713
masumi-network
Connects AI clients to decentralized agent discovery, hiring, monitoring, and p…
N/A N/A
51714
dvcrn
This MCP server provides access to DEVONthink functionality via the Model Conte…
N/A N/A
51715
harshil1502
sarvam-mcp Claim
A type-safe MCP server for the Sarvam AI API that enables chat, translation, tr…
N/A N/A
51716
riisager
FullMention Claim
A secure, high-performance MCP server that gives AI models and agents (like Cur…
51717
iceycn
Enables AI assistants to manage Juejin articles directly via natural language, …
51718
mihai-dulgheru
Enables AI assistants to interact with Microsoft SQL Server databases via intro…
51719
xiaoxuzhu303-prog
harmony-mcp Claim
An MCP server that enables AI assistants to interact with WeChat Mini Programs,…
N/A N/A
51720
macc-n
wot-mcp Claim
Bridges Web of Things (WoT) devices to AI assistants via MCP, enabling discover…
51721
bouamargemini-droid
Enables LLM clients to answer prospect questions about Timers Studio, a profess…
51722
pipeworx-io
mcp-deezer Claim
Enables searching and retrieving metadata from Deezer's public catalog includin…
51723
edurodelg
Optimizes your starting XI for Biwenger World Cup 2026 using fixed prices, with…
N/A N/A
51724
firstshout
Estimates Claude API token counts, per-model cost, and prompt-caching break-eve…
N/A N/A
51725
elkalowkey885
A local MCP server that indexes files in a directory using Gemini Embedding 2, …
N/A N/A
51726
vaibhavkkk
A Model Context Protocol server for AI persona management with JIRA integration…
N/A N/A
51727
tagnonkoua-ux
Enables reading and writing to KoBoToolbox via MCP, including creating forms, d…
51728
avhrst
A REST API server implementation for message handling with Oracle Database inte…
81
51729
scotthelm
Enables AI assistants to access Wikipedia content, search articles, retrieve hi…
51730
wangsquirrel
An MCP server for generating Chinese divination charts (Six-line and Bazi) base…
51731
dkmaker
A TypeScript-based MCP server that implements a simple notes system with resour…
N/A N/A
51732
peterbud
Enables MCP client interaction via streamable HTTP, providing example tools (ec…
51733
Augmented-Nature
Provides access to the ClinicalTrials.gov API, enabling search, analysis, and r…
51734
stevenayl
A server that provides AI assistants programmatic control of Safari browser on …
N/A N/A 95
51735
brianpelow
MCP server wrapping Backstage — query service catalog, fetch TechDocs, and scaf…
51736
Cross-platform ad spend, attribution, true ROAS, budget, and anomaly intelligen…
N/A N/A 81
51737
christianheidorn
MCP server for kicktipp.com that enables AI assistants to view match data, lead…
N/A N/A
51738
zekebuilds-lab
Minimal MCP server demonstrating L402 pay-per-call with Depth-of-Identity reput…
51739
KrishnaKakani-GitHub
A learning MCP server providing synthetic FHIR patient data with read tools and…
N/A N/A
51740
chf3198
Enables querying and analyzing receipt data with SQL-style grouped statistics, …
N/A N/A
51741
TerminallyLazy
featherless Claim
Enables interaction with FHIR R4 healthcare data through SHARP-on-MCP tools, in…
51742
mehran-shabani
MCP Server Claim
A minimal Django project exposing MCP-style endpoints for listing and fetching …
51743 N/A N/A 95
51744
BlackMount-ai
Enables AI assistants to access and search local browser history, bookmarks, op…
N/A N/A
51745
elphamale
ScribblesLM Claim
A self-hosted, notebook-scoped RAG pipeline with contextual retrieval, delivere…
N/A N/A
51746
oliverhees
lokyy-mcp Claim
This MCP server connects your AI to a knowledge base through semantic tools, en…
N/A N/A
51747
Nishant-IIT
small-mcp Claim
A minimal FastMCP server in Python demonstrating all four MCP primitives with t…
N/A N/A
51748
cognis-digital
ledgermind Claim
Local LLM cost & token forensics proxy with anomaly detection, enabling securit…
N/A N/A
51749
MephistoJB
Enables managing Paperless-NGX documents, tags, correspondents, and document ty…
N/A N/A
51750
ChanceFlow
godot-mcp Claim
Enables AI assistants to interact with the Godot game engine, including launchi…
N/A N/A
Showing 51701–51750 of 56925 servers