MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 23 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
25151
sansan0
TrendRadar Claim 1
⭐AI-driven public opinion & trend monitor with multi-platform aggregation, RSS,…
F 30 43 70 28 N/A 61 89
25152 F 30 43 38 35 N/A 26 90
25153
ag2-mcp-servers
An auto-generated MCP server that enables interaction with Google Kubernetes En…
F 30 44 60 50 21 76
25154
Azure-Samples
Serverless AI agent using LangChain.js and Model Context Protocol (MCP) integra…
F 30 43 60 43 N/A 71 90
25155
manbelt
Enables AI agents to securely read and write data to an Atomic CRM instance via…
F 30 44 86 72 37 80
25156
edgarrmondragon
LimeSurvey MCP Server Claim 1
A simple server that enables management of LimeSurvey surveys and responses thr…
F 30 44 66 22 46 76
25157
grctest
FastAPI-BitNet Claim 1
Running Microsoft's BitNet inference framework via FastAPI, Uvicorn and Docker.
F 30 43 60 65 N/A 46 88
25158
cotdp
Scraper MCP Claim 1
A context-optimized web scraping server that converts HTML to markdown/text and…
F 30 44 60 33 60 80
25159
rodhayl
MCP Local LLM Server Claim 1
A privacy-first MCP server that provides local LLM-enhanced tools for code anal…
F 30 43 84 65 N/A 58 88
25160
youtapong
A demonstration MCP server showcasing the xmcp framework's structured approach …
F 30 43 56 58 N/A 32 92
25161
towan912
Provides a tiered, persistent memory architecture for Claude to automatically c…
F 30 44 48 27 45 80
25162
Knuckles-Team
ArchiveBox API Claim 1
Enables programmatic interaction with ArchiveBox web archiving functionality th…
F 30 44 80 68 69 76
25163
autonull
MCP Logic Claim 1 2
Enables first-order logic reasoning including theorem proving, model finding, c…
F 30 44 60 33 34 80
25164
eat-pray-ai
yutu Claim 1
A fully functional MCP server and CLI for YouTube to automate YouTube operation
F 30 43 60 23 N/A 84 71
25165
Bigchx
mcp_3d_relief Claim 1
mcp\_3d\_relief
F 30 44 56 47 37 76
25166
raymondsambur
Processes test scenarios from user prompts to generate complete WDIO test suite…
F 30 43 42 28 N/A 31 87
25167
neuml
txtai is an all-in-one embeddings database for semantic search, LLM orchestrati…
F 30 44 88 52 80 71
25168
ag2-mcp-servers
An MCP server that enables interaction with Google Cloud Filestore API, allowin…
F 30 44 45 50 21 76
25169
Pollamin
opendock Claim 1
MCP for the Opendock Neutron API.
F 30 43 80 71 N/A 37 90
25170
CaullenOmdahl
Expo MCP Server Claim 1 2
Enables programmatic interaction with Expo/React Native projects and EAS (Expo …
F 30 44 90 76 45 82
25171
mims-harvard
tooluniverse Claim 1 3
1000+ scientific tools for AI scientists: life science, reserach, literature, a…
F 30 43 86 27 N/A 85 58
25172
Chandrahas455
A server that allows AI tools like Claude and Cursor to automate and control Ph…
F 30 44 78 51 43 74
25173
linw1995
nvim-mcp Claim 1 2
A MCP server to interact with Neovim
F 30 43 49 35 N/A 68 87
25174
rohitsaraff33-bit
ProduckAI MCP Server Claim 1 2
Transforms scattered customer feedback from sources like Slack, Zoom, and JIRA …
F 30 43 60 50 N/A 73 90
25175
win10ogod
Memory MCP Server Claim 1 2
Provides dynamic short-term and long-term memory management with keyword-based …
F 30 43 88 62 N/A 48 90
25176
almahdi
PTY MCP Server Claim 1
A TypeScript-based server that enables programmatic management of pseudo-termin…
F 30 43 64 68 N/A 47 89
25177
Auriora
Enables LLM agents to query and analyze ActivityWatch time tracking data, inclu…
F 30 44 84 71 78 80
25178
Eduardo-Lucas
MCP Accounting Claim 1
An API-based accounting analysis tool that identifies financial anomalies like …
F 30 44 54 20 25 76
25179
kroq86
Vector DB MCP Claim 1
Assembly-accelerated DuckDB MCP server for code search, indexing, and symbol lo…
F 30 43 52 31 N/A 32 87
25180
KaiErikNiermann
Taskwarrior MCP Claim 1
MCP server wrapping the Taskwarrior CLI for structured, project-scoped task man…
F 30 43 60 56 N/A 61 90
25181
cyanheads
protein-mcp-server Claim 1 3
A Model Context Protocol server providing programmatic access to 3D protein str…
F 30 43 45 75 57 78
25182
rick-noya
MCP Chatbot Claim 1
A serverless backend that enables natural language querying of a Postgres datab…
F 30 44 48 53 16 71
25183
droyd-ai
DROYD MCP Server Claim 1 2
Enables interaction with the DROYD AI trading agent API for cryptocurrency rese…
F 30 44 84 75 27 80
25184
receptron
mulmocast-vision Claim 1
Easy and stylish presentation slide generator.
F 30 43 48 57 N/A 75 90
25185
Carltk
Enables AI to interact with Microsoft Access (.mdb, .accdb) and SQLite 3 databa…
F 30 43 58 20 N/A 48 90
25186
Eiadrian
Enables AI assistants to access educational domain tools including grading, cog…
F 30 44 50 53 21 80
25187
mednabouli
Automatically generates typed React hooks for Next.js projects by crawling API …
F 30 43 60 22 N/A 34 90
25188
wenhuwang
mcp-k8s-eye Claim 1 2
MCP Server for kubernetes management, and analyze your cluster, application hea…
F 30 44 49 47 60 76
25189
gorums
Provides intelligent access to local music collections through advanced metadat…
F 30 44 58 17 21 78
25190
balychevtsev-coder
This MCP server enables product management and mathematical calculations throug…
F 30 43 42 56 N/A 22 87
25191
Jayden-Dong
MCPHub Claim 1
A centralized management platform that aggregates multiple Model Context Protoc…
F 30 44 94 66 25 76
25192
rldiao
Mealie MCP Server Claim 1
Enables AI assistants to interact with Mealie recipe databases through MCP clie…
F 30 44 72 48 57 80
25193
justynroberts
Rundeck MCP Server Claim 1
Enables interaction with Rundeck instances to list jobs, execute jobs with opti…
F 30 44 84 68 29 80
25194
7-e1even
MCPHubs Claim 1
A unified gateway and web dashboard that aggregates multiple MCP servers into a…
F 30 44 84 66 45 80
25195
caijohnny
Enables AI assistants to create, update, delete, and search Confluence pages di…
F 30 44 72 66 36 76
25196
AshwiniGhuge3012
Jenkins MCP Server Claim 1 2
An MCP server for interacting with a Jenkins CI/CD server. Allows you to trigge…
F 30 44 67 46 36 77
25197
fcakyon
My personal Claude Code and OpenAI Codex setup with battle-tested skills, comma…
F 30 43 60 32 N/A 66 92
25198
bountyyfi
mcp-watchdog Claim 1
MCP security proxy that sits between AI coding assistants and MCP servers, dete…
F 30 43 96 38 N/A 56 89
25199
SPThole
CoexistAI Claim 1
CoexistAI is a modular, developer-friendly research assistant framework . It en…
F 30 43 58 66 N/A 48 87 JU
25200
strale-io
strale-mcp Claim 1
Trust and quality infrastructure for AI agents. 233+ quality-scored capabilitie…
F 30 44 60 43 32 78
Showing 25151–25200 of 67226 servers
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