MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 2 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
42051
EveryInc
MCP server for Google Workspace APIs enabling reading, creating, and editing Go…
81
42052
JohnnytheShark
spiker-mcp Claim
An MCP server that brings the Ikejime philosophy to coding, helping eliminate t…
N/A N/A
42053
peec-ai
peec-ai-mcp Claim
Connect your AI assistant to your Peec AI account to monitor and analyze your b…
81
42054
alglb123
Wraps Quartus II 9.1 command-line tools into MCP tools, enabling AI agents to c…
N/A N/A
42055
coreshub
Enables interaction with the CoreHub cloud platform to manage containers, EPFS …
42056
mattgierhart
Espresso MCP Claim
Find great espresso cafes worldwide with curated data and transparent quality s…
N/A N/A
42057
piscaries
Search MCP Claim
Enables LLM-powered search with Elasticsearch, including query planning, expans…
42058
lazymac2x
Algorithmic text and NLP analysis server providing sentiment, readability, keyw…
N/A N/A
42059
engaij
Non-custodial DeFi tools for AI agents on Solana: swaps, perps, lending, stakin…
42060
IsliBasha
Connects Claude Desktop to Odoo ERP via JSON-2 API for searching invoices, crea…
N/A N/A
42061
gtrias
Enables AI assistants to manage i18next translation files, including adding key…
N/A N/A
42062
guangxiangdebizi
A Model Context Protocol server that analyzes webpage design structures, provid…
42063
Vaibahv1306Rapid
Provide a scaffolded environment to develop and run MCP servers with ease. Enab…
N/A N/A 95
42064
talal
mailx-tools Claim
81
42065
lxKylin
Enables file operations such as counting, listing, compressing images, creating…
42066
birinets
indaga-agent Claim
A local-first MCP server for querying multi-omic personal health data (genome, …
N/A N/A
42067
ArthurSrz
Enables graph-powered semantic search over the Grand Débat National dataset, pr…
42068
thaenor
An MCP server that enables Claude and other LLMs to search and access archived …
42069
thein-art
Enables interaction with Google Search Console via MCP, offering search analyti…
42070 N/A N/A 95
42071
shadowinlife
Provides web search, page fetching, and A-stock data access (financial reports,…
42072
arifszn
wordly Claim
An MCP App that provides an interactive UI for visualizing multiple rewritten v…
N/A N/A
42073
Jeffreytsai1004
Enables AI-assisted 3D modeling and scene control in Autodesk Maya through natu…
N/A N/A
42074
sevoniva
Read-only MCP gateway for OceanBase that enables secure inspection of OceanBase…
81
42075
xtofuub
Enables AI assistants to search and compare live prices from Finnish marketplac…
42076
dustdustpy
Orchestrates multiple LLM agents to perform parallel code review, then synthesi…
42077
mambalabsdev
Find companies hiring for your role keywords, with firmographics and LinkedIn p…
N/A N/A
42078
SterlingChin
Enables Claude to access real-time weather data and alerts, including forecasts…
42079
mailpal-com
Free email server for AI agents with hardware attestation, enabling agents to s…
42080
ethanhan2014
Enables querying SAP S/4HANA Business Partner data via OData V2 API, supporting…
42081
yundoun
docs-mcp Claim
MCP server + RAG chatbot that makes your MDX documentation searchable by AI ass…
42082
raihan0824
An MCP server that provides tools to interact with the Respona Dashboard backen…
42083
holger1411
An MCP (Model Context Protocol) server that exposes Polestar 2 vehicle data to …
42084
7t1-studio
Enables AI assistants to deploy generated files (HTML, PDF, images, etc.) direc…
42085
junter1989k-ai
Nigeria FIRS/NRS MBS e-invoicing for AI agents - validate, sign, confirm invoic…
42086
ahamed-kashif
Enables text-to-speech conversion using Google Translate's TTS, supporting many…
N/A N/A
42087
SMGilliatt
A multi-agent RAG MCP server that answers questions from your documents with a …
42088
olaservo
mcp-advisor Claim
Provides comprehensive access to the Model Context Protocol specification throu…
42089
Humanly-Labs
Plaud MCP Claim
Bring your Plaud Note recordings into Claude Desktop. Search meetings, pull tra…
N/A N/A
42090
JZ3736
A mock MCP server that exposes protein structure prediction tools (submit, stat…
42091
apple-techie
A middleware service that allows LLMs and AI assistants to directly interact wi…
81
42092
OlegRadinuk
Integrates with Yandex Direct API v5 to manage ads via 20 tools, with dry-run p…
N/A N/A
42093
eriknewton
Wraps any AI agent harness with kernel-level protection, cryptographic signing,…
N/A N/A 95
42094
CallMCP
server Claim
One MCP tool contract for telephony — any call provider, hosted, local, or BYOK.
N/A N/A 95
42095
promptexecution
Outputs short-form Rust crate derived traits,interfaces, etc. from AST (uses sa…
N/A N/A 95
42096
WALTER-WRITES
Walter Remote MCP Server — AI humanization and detection tools
42097
devsinsight
Indexes PDF documents into Qdrant and exposes semantic search as MCP tools, ena…
42098
pipeworx-io
Enables searching and querying of Allegheny County, Pennsylvania open geospatia…
42099
mm
project-0 Claim
N/A N/A 95
42100
Shudufhadzo
A server that allows users to interact with PostHog analytics platform through …
81
Showing 42051–42100 of 67197 servers
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