MCP Server Quality Scores

Independent quality analysis of 69400 public MCP servers

69400
Discovered
→
34036
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 49 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
38101
SMABoundless
Enables searching and retrieving scholarly works, authors, institutions, and ci…
— ○ ⏳ — N/A N/A — — —
38102
Cuneiform-LLC
clearlist Claim
AI resale manager. Photograph an item, AI writes the listing, publish a sale pa…
— ○ ⏳ — — — — — —
38103
MarkovianProtocol
provenance Claim
Stamp any data to the Markovian chain for a verifiable provenance receipt. Prov…
— ○ ⏳ — — — — — —
38104
ldastey-dev
Enables interaction with Devin's API across all versions (v1, v2, v3beta1) with…
— ○ ⏳ — — — — 81 —
38105
hashgrid-labs
Search that learns from feedback, over text and images: embeds locally, sends D…
— ○ ⏳ — N/A N/A — — —
38106
AiAgentKarl
Enables searching the NIST NVD for CVEs, retrieving full CVE details, checking …
— ○ ⏳ — — — — — —
38107
UPDerechoIA
up-law-mcp Claim
A template for building legal MCP servers that enforces source citation to redu…
— ○ ⏳ — N/A N/A — — —
38108
RohitYajee8076
backburner Claim
Run long shell commands as background tasks: start them, keep working, collect …
— ○ ⏳ — N/A N/A — — —
38109
devRonPark
Translates Korean KakaoTalk messages to natural Japanese with pronunciation and…
— ○ ⏳ — — — — — —
38110
parajuliminiyan
An AI-powered QA automation tool that crawls web pages, generates Playwright-ba…
— ○ ⏳ — N/A N/A — — —
38111
OSU-NLP-Group
ChemMCP Claim
ChemMCP is an easy-to-use and extensible chemistry toolkit for LLMs and AI assi…
— ○ ⏳ — — — — — —
38112
fritzprix
fred-mcp Claim
Enables users to search, retrieve, and explore economic data series from the Fe…
— ○ ⏳ — N/A N/A — — —
38113
purpleslurple
Enables natural language access to Microsoft OneNote notebooks, sections, and p…
— ○ ⏳ — N/A N/A — — —
38114
jrierapeiro
Enables fetching real-time financial market data, including price, key metrics,…
— ○ ⏳ — — — — — —
38115
bioanywhere
Enables AI assistants to interact with GitLab projects through natural language…
— ○ ⏳ — — — — 81 —
38116
paraporoco
Enables mathematical computation via Wolfram Language/Mathematica integration, …
— ○ ⏳ — N/A N/A — — —
38117
acoyfellow
Deploys an open-source integration layer for AI agents (Executor) to Cloudflare…
— ○ ⏳ — — — — — —
38118
cmdaltctr
A Model Context Protocol server that exposes the NiftyPM project management API…
— ○ ⏳ — — — — — —
38119
SauceTaster
Enables AI clients to submit files, hashes, and URLs for malware analysis, retr…
— ○ ⏳ — — — — — —
38120
accurecord
icd10-coding Claim
ICD-10-CM / HCC medical coding tools with database-verified accuracy and denial…
— ○ ⏳ — — — — — —
38121
rios0rios0
Enables creation, editing, listing, and management of Home Assistant automation…
— ○ ⏳ — — — — 81 —
38122
KavyaAgarwal2001
geo-agent Claim
Exposes live earth-science data (e.g., earthquakes from USGS) as tools for MCP-…
— ○ ⏳ — — — — — —
38123
malkreide
bakom-mcp Claim
MCP server for Swiss BAKOM open data, enabling natural-language queries about b…
— ○ ⏳ — — — — — —
38124
danielsmithdevelopment
ClawQL Claim 1
An MCP server for API discovery and execution with a token-efficient search -> …
— ○ ⏳ — — — — 81 —
38125
axel-belfort
Markdown rendering API for AI agents. Convert Markdown to fully styled HTML wit…
— ○ ⏳ — — — — 81 —
38126
rlgrpe
camoufox-mcp Claim
Enables browser automation with anti-detection features, including navigation, …
— ○ ⏳ — N/A N/A — — —
38127
thevgergroup
MCP server for Apollo.io B2B database enabling people and company search, enric…
— ○ ⏳ — — — — — —
38128
cofound-agent
Cofound Claim
MCP-native co-founder directory your AI agent searches, screening inbound pitch…
— ○ ⏳ — — — — — —
38129
afterlaunch
Growth marketing, SEO and GEO as agent tools: ranked moves, ship them, AI answe…
— ○ ⏳ — — — — — —
38130
SolidKeyAB
OneLore Claim
Shared project context for AI agents and teams: docs, tasks, and messages that …
— ○ ⏳ — — — — — —
38131
master
Extract DSL from MasterGo design files to analyze structure and generate accura…
— ○ ⏳ — N/A N/A — 95 —
38132
mehulbhattml-ui
A minimal Python MCP server with tool endpoints and Playwright Page Object Mode…
— ○ ⏳ — N/A N/A — — —
38133
sgj9802-hub
Enables querying K-IFRS and K-GAAP accounting standards from kifrs.com through …
— ○ ⏳ — — — — — —
38134
daaru00
A framework to deploy MCP servers on AWS using serverless services like Lambda,…
— ○ ⏳ — — — — — —
38135
VaruTudor
fintools-mcp Claim
Personal finance calculators exposed as an MCP server with a Gradio UI, deploya…
— ○ ⏳ — — — — — —
38136
tallyfy
Automate tasks, processes, and approvals with AI.
— ○ ⏳ — — — — — —
38137
sujalg4888
Enables searching and asking questions over your PDF documents using a Pinecone…
— ○ ⏳ — — — — — —
38138
dmang-dev
mcp-dolphin Claim
Drive the [Dolphin](https://dolphin-emu.org) GameCube/Wii emulator from any MCP…
— ○ ⏳ — N/A N/A — — —
38139
JessiP23
Enables weather data retrieval and analysis through an MCP server interface wit…
— ○ ⏳ — N/A N/A — 95 —
38140
ryar001
Enables fetching financial statements (Income Statement, Balance Sheet, Cash Fl…
— ○ ⏳ — — — — — —
38141
mattcoatsworth
A Model Context Protocol server for interacting with the Amazon Selling Partner…
— ○ ⏳ — — — — — —
38142
zypin-testing
Zypin MCP Claim
A lightweight MCP server for browser automation using Playwright with essential…
— ○ ⏳ — N/A N/A — 95 —
38143
accountsalmar
Connects to Odoo ERP to provide comprehensive inventory analysis, including dem…
— ○ ⏳ — — — — 81 —
38144
Gargii-dev
Analyzes Amazon products with comprehensive insights including pricing, feature…
— ○ ⏳ — — — — — —
38145
Distribea
Generate images, video, music and voice from your CLI or AI agent. On-brand AI …
— ○ ⏳ — — — — — —
38146
fantastic
breeze-mcp Claim
Residential proxy mcp for AI agents — fetch, search, and access geo-restricted …
— ○ ⏳ — — — — 81 —
38147
sourav-spd
A production-ready MCP server for converting documents and files to Markdown us…
— ○ ⏳ — — — — — —
38148
memetus
Provides Claude with access to blockchain data and market prices via the OKX AP…
— ○ ⏳ — — — — — —
38149
KnowJudges
KnowJudges Claim
Source-linked research on U.S. judges, courts, cases, and judicial analytics.
— ○ ⏳ — — — — — —
38150
mithung-vunet
Model Context Protocol (MCP) Server for Vunet vuSmartMaps - A multi-tenant obse…
— ○ ⏳ — — — — — —
Showing 38101–38150 of 69400 servers
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