MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 58 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
51501
CAIT Claim 1
Core AI Toolkit - a modular MCP server that extends AI assistants with practica…
N/A N/A 81
51502
HeyZod
fylings Claim
Search, verify & screen 1M+ African companies + their government contracts acro…
51503
devon-clarkk
canary-mcp Claim
A visual canary that detects context rot and silent model degradation in long a…
N/A N/A
51504
limace11
tldw-mcp Claim
MCP server that extracts YouTube video transcripts (including metadata) as Mark…
51505
Kaanthan24
AI marketplace — flights, tours, activities, transport & more via MCP. No auth …
51506
Secure, read-only access to Amazon Redshift with schema introspection and smart…
N/A N/A 81
51507
bobberrisford
Affiliate network reporting in your AI client. Bring your own keys. Most adapte…
51508
Sugra-Systems
Sugra API Claim
Gateway between LLM agents and world data through eight tools and a bundled end…
51509
Shuangshuang007
workopia Claim
Workopia - free MCP for global job search, PDF resume builder, and AI career ad…
N/A N/A 90
51510
sjgant80-hub
foldkit Claim
Exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as native tools and…
51511
chadrik
MCP server for interacting with Autodesk Maya sessions, enabling multi-session …
N/A N/A
51512
KaushalprajapatiKP
Enables notes management, weather and news search, document ingestion and RAG-b…
51513
ason-format
Enables compression and decompression of JSON data using the token-optimized AS…
N/A N/A
51514
ksagala
MCP server for executing Kusto Query Language (KQL) queries against Azure Data …
N/A N/A
51515
Uhalf-y
MCP-123 Claim
A lightweight implementation that provides the simplest way to set up an MCP se…
N/A N/A 95
51516
pipeworx-io
Enables access to the IUPHAR/BPS Guide to PHARMACOLOGY database for querying dr…
51517
AkynZH
Standalone MCP server with PASH compression. Saves ~87% LLM tokens via dynamic …
N/A N/A
51518
liuyixin-louis
Anki MCP Claim
Enables AI assistants like Claude to interact with Anki flashcard decks through…
N/A N/A 95
51519
jesusjaehan
LLM-Wiki-MCP Claim
Local knowledge base built from PDF lecture slides on Agentic Coding, exposed a…
N/A N/A
51520
LeonAchata
LLM Gateway Claim
Centralized gateway for multiple AWS Bedrock models through the Model Context P…
51521
zevocorp
Gives AI agents read-only access to ZEVO financial data, enabling queries about…
51522
AlvisoOculus
Equity comp tax/trade optimizer: ISO/AMT exercise, NSO, RSU, QSBS, concentratio…
51523
Orolol
MCP server for automatic fact-checking of political claims by querying official…
51524
xdfzx711
Provides multilingual text translation capabilities using Baidu Translate API w…
81
51525
engrtipusultan
An MCP server that dynamically registers prompt templates from local files and …
N/A N/A
51526
olscode
GIM-MCP Claim
An educational interaction management system that uses MCP and Ollama to create…
N/A N/A 95
51527
Chrisvlj
qaLabMcp Claim
A local MCP server providing 7 QA testing tools for client validation, test cas…
N/A N/A
51528
phidn
Enables interactive feedback with image support in Cursor, allowing users to pa…
N/A N/A
51529
dklymentiev
mesh-memory Claim
Self-hosted semantic memory for AI agents. Save worklogs, decisions, and notes …
51530
unrealandychan
Enables mathematical operations such as addition, subtraction, multiplication, …
51531
Odybook
Enables AI assistants to search tours, check availability, and manage bookings …
N/A N/A
51532
AshishChandpa
An MCP server that automates pull request reviews using multiple LLM providers …
N/A N/A
51533
coldielb
inked Claim
inked
81
51534
cyanheads
Resolve airport codes (IATA/ICAO/GPS/local), search airports, find the nearest …
51535
Morphicai
harness-fe Claim
A source-aware MCP server that connects AI agents to browser and server runtime…
51536
Elmoaid
TempoGraph Claim
Code graph context engine with 24 MCP tools. 170+ languages via tree-sitter.
N/A N/A 95
51537 N/A N/A 95
51538
vibesecurity
VS2908 Claim
N/A N/A 95
51539
ARXNDEV
MCP server for Apple container to manage, build, inspect, and diagnose Linux co…
N/A N/A
51540
delta-and-beta
mcp-airtable Claim
Enables AI assistants to perform complete CRUD operations on Airtable bases, ta…
51541
hvkshetry
MCP server for Wave accounting that provides tools for managing chart of accoun…
51542
htmambo
Astron MCP Claim
An MCP server that wraps multiple vendors' Coding Plan services (iFlytek Spark,…
N/A N/A
51543
dekdee
A Model Context Protocol (MCP) server for developer note-taking, allowing users…
N/A N/A
51544
axel-belfort
Base chain DeFi yield API for AI agents. Top yield opportunities on Base L2: Ae…
81
51545
beatwad
Enables executing Python code, managing environments and packages, and performi…
51546
ENtiemEN
Demonstration MCP server for Claude Team integration, enabling querying of samp…
51547
MongLong0214
Local MCP server for stateful, fail-closed Logic Pro control and live project r…
N/A N/A
51548
arcadeai-labs
Librarian Claim
Provides AI agents with persistent knowledge storage, enabling them to store, s…
51549
wyre-technology
MCP server for Kaseya SaaS Alerts, providing tools to query security events, ma…
51550
jaspertvdm
TIBET provenance tracking for AI decisions. Cryptographic audit trails with ERI…
81
Showing 51501–51550 of 67226 servers