MCP Server Quality Scores

Independent quality analysis of 69182 public MCP servers

69182
Discovered
→
33868
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 45 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
52251
GongRzhe
Enables dynamic creation and code generation of MCP servers using FastMCP, with…
— ○ ⏳ — N/A N/A — — —
52252
seabearDEV
Reverie Claim
CLI + MCP server that bootstraps persistent project context for any AI agent, s…
— ○ ⏳ — N/A N/A — — —
52253
whathebronte
Wraps NEA's 2-hour weather forecast API to provide rain alerts for central Sing…
— ○ ⏳ — — — — — —
52254
Chawengwit
A unified data gateway MCP server that enables Claude to interact with multiple…
— ○ ⏳ — N/A N/A — — —
52255
hunter-volkman
An unofficial MCP server for inspecting and diagnosing Viam robotics fleets. It…
— ○ ⏳ — N/A N/A — — —
52256
rusnetru
MCP server for interacting with Yandex Cloud AI Studio, enabling chat, text gen…
— ○ ⏳ — N/A N/A — — —
52257
Kouki-odaka
CC0 open-data registry of community support helplines worldwide. TypeScript MCP…
— ○ ⏳ — — — — — —
52258
verifizieren
Bridges Claude Code to Perception.cx reverse engineering tools via AngelScript …
— ○ ⏳ — N/A N/A — — —
52259
overflowget
A remote MCP server for verifying Thai bank transfer slips using slip images, Q…
— ○ ⏳ — — — — — —
52260
kvalen-code
zxkol Claim
ZXKOL transforms tasks like "finding Douyin beauty influencers with 100k–500k f…
— ○ ⏳ — — — — — —
52261
niksa-KH
Enables LLMs to interact with the Keephub REST API for managing content, tasks,…
— ○ ⏳ — — — — — —
52262
tkn-works
Enables management of App Store Connect operations such as listing apps, managi…
— ○ ⏳ — — — — — —
52263
julianobarbosa
Analyzes Azure cloud costs, audits for waste, and provides budget insights via …
— ○ ⏳ — N/A N/A — — —
52264
srotzin
Provides tools to sign and verify post-quantum attestations of AI agent actions…
— ○ ⏳ — — — — — —
52265
arbazpathan91
A Model Context Protocol (MCP) server that lets any AI model create standardise…
— ○ ⏳ — — — — — —
52266
kodey-ai
Run SOQL queries against your Salesforce org to explore and retrieve data. Quic…
— ○ ⏳ — N/A N/A — 95 —
52267
emirhanyenici
Enables Claude to perform multi-agent SEO analysis with specialist prompts and …
— ○ ⏳ — — — — — —
52268
ESPOIR-DITE
Enables AI agents to create GitHub issues on explicitly allow-listed repositori…
— ○ ⏳ — N/A N/A — — —
52269
falcosan
mcp-meilisearch
— ○ ⏳ — N/A N/A — 95 —
52270
netadx1ai
A minimal, production-ready MCP server boilerplate for building AI-powered back…
— ○ ⏳ — — — — — —
52271
kennetchau
MCP Server Claim
A modular MCP server providing file operations, web search, URL scraping, and s…
— ○ ⏳ — — — — — —
52272
lkiesow
Provides web search and page fetching capabilities using Ollama's API.
— ○ ⏳ — — — — — —
52273
notasandy
Strict AI code reviewer powered by Groq. Finds bugs, vulnerabilities and SQL in…
— ○ ⏳ — N/A N/A — — —
52274
brandu-mos
Supervised Meta Ads operating system for Claude Code with 57 campaign managemen…
— ○ ⏳ — N/A N/A — 83 —
52275
softagram
Gives AI agents instant access to software architecture, dependencies, and impa…
— ○ ⏳ — — — — — —
52276
riya404
jira_just_ai Claim
— ○ ⏳ — N/A N/A — 95 —
52277
jojolabagarre
Serveur MCP des API officielles France Travail : offres d'emploi, ROME 4.0 et R…
— ○ ⏳ — N/A N/A — — —
52278
ladla90077-web
Connects to SolidWorks 2022 over COM to run, test, and auto-fix VBA macros, ret…
— ○ ⏳ — N/A N/A — — —
52279
AmirK-S
HiveMind Claim
Enables AI agents to contribute and search a shared knowledge commons, so that …
— ○ ⏳ — — — — — —
52280
jelle
The Cirra AI MCP server provides comprehensive Salesforce administration and da…
— ○ ⏳ — — — — 81 —
52281
ChatGPTNextWeb
ai-netcafe Claim
Compare LLM cost & latency on one prompt, translate PDF keeping layout, cited r…
— ○ ⏳ — — — — — —
52282
Sergey-ek
MCP server for NodeBB forums that enables AI assistants to access forum data, s…
— ○ ⏳ — — — — — —
52283
Ask-Your-Audience
Test ideas, messages and ads with Human Digital Twins built from real people, i…
— ○ ⏳ — — — — — —
52284
cloudflare
AI Search (AutoRAG) management. List and search documents across your AI Search…
— ○ ⏳ — — — — 81 —
52285
Heretek-RE
re-rizin Claim
MCP server exposing the rizin CLI for static binary analysis of executables.
— ○ ⏳ — N/A N/A — — —
52286
tt-a1i
lore Claim
Enables AI agents to query project memory by linking code changes to the conver…
— ○ ⏳ — N/A N/A — — —
52287
sahupra1357
A multi-agent MCP server for comprehensive stock research and analysis using na…
— ○ ⏳ — N/A N/A — — —
52288
opencolin
An MCP server enabling AI agents to interact with the 0G blockchain, including …
— ○ ⏳ — — — — — —
52289
brownjl01
Turns your UniFi Network Controller into programmable tools for querying and mo…
— ○ ⏳ — N/A N/A — — —
52290
Tomaslopera
Connects multiple microservices (ventas and pedidos) through a central MCP gate…
— ○ ⏳ — N/A N/A — — —
52291
huikku
Provides broad, typed access to the ftrack Studio production-tracking API for L…
— ○ ⏳ — — — — — —
52292
retospect
MCP server for fetching YouTube video transcripts without an API key.
— ○ ⏳ — — — — — —
52293
tjcrowley
Swarmtrade Claim
a2a escrow and trading
— ○ ⏳ — — — — — —
52294
seb-8pd6
vistoya Claim
The Vistoya MCP server gives AI agents direct access to a curated, multi-brand …
— ○ ⏳ — — — — 81 —
52295
lklkxcxc
Model Context Protocol (MCP) server for Atlassian products (Confluence and Jira…
— ○ ⏳ — — — — — —
52296
hannoeru
hass-mcp Claim
Enables controlling and querying Home Assistant devices and services via natura…
— ○ ⏳ — — — — — —
52297
FlyDut
Enables automatic generation of explicit boilerplate methods (getter/setter/equ…
— ○ ⏳ — N/A N/A — — —
52298
hakohli
Streams real-time log context from Amazon MSK to a Bedrock AI agent for anomaly…
— ○ ⏳ — — — — — —
52299
seligj95
A hardened MCP server that enforces authentication via Easy Auth and OAuth, man…
— ○ ⏳ — — — — — —
52300
zorak1103
blender-mcp Claim
Enables LLMs to control Blender for 3D scene creation, object manipulation, mat…
— ○ ⏳ — N/A N/A — — —
Showing 52251–52300 of 69182 servers