MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31834
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 14 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
47301
ramvishvas
Enables users to enhance rough prompts into more detailed, clear, and effective…
47302
Enesp4rl4k
Provides data preparation, anonymization, and processing tools for AI agents, h…
N/A N/A
47303
cyanheads
Store, query, and create YAML workflow playbooks for LLM agents.
N/A N/A 83
47304
RadhaKrishna0018
Enables triggering Jenkins release and patch pipelines through natural language…
47305
Nitin-Gupta1109
TalkDB Claim
Enables natural language querying of databases with multi-turn conversations, a…
N/A N/A
47306
CSOAI-ORG
MEOK ABCI Bridge MCP — read-only Tendermint / Cosmos blockchain query for agent…
47307
mcp-servers-for-revit
Enables Large Language Models to access and manipulate Autodesk Revit models th…
N/A N/A
47308
Fridayxiao
Provides a comprehensive creative thinking tool with methods like structured pr…
N/A N/A
47309
thiagorchaves
Enables AI assistants to interact with Basecamp projects, messages, to-dos, and…
47310
oyc0401
Enables natural language search of the MapleStory auction house through Claude,…
N/A N/A
47311
helderpgoncalves
An MCP server that lets an AI assistant read your pre-installed macOS Apple Sto…
N/A N/A
47312
git-fabric
A composable semantic memory layer that provides cross-project recall and sessi…
81
47313
TonyC23
Model work domains, score tasks for AI suitability, and design organisations.
N/A N/A 83
47314
gituser5525
Enables searching and retrieving documentation files from a local docs folder u…
N/A N/A
47315
ABindoff
repro-mcp Claim
An MCP server that logs AI-assisted scientific computing sessions, capturing pr…
N/A N/A
47316
chloemulti1-hue
Greet people in multiple languages, perform quick calculations, and check curre…
N/A N/A 95
47317
iammohit1311
Generates viral wishes, shayari, and status packs in Indic languages using MCP …
N/A N/A
47318
ktocdev
Provides a local MCP server for Claude Code to retrieve relevant documentation …
N/A N/A
47319
sandraschi
openbci-mcp Claim
MCP server for OpenBCI hardware via BrainFlow, enabling board connection, strea…
N/A N/A
47320
TecniForge
AndroidAPI.net MCP Connector lets Claude send SMS, WhatsApp messages, and OTPs …
47321
adithyalabs-ind
An integration server that connects to gpt-image-1 and Gemini imagen4 models, a…
N/A N/A 95
47322
jarekbird
An MCP server that talks directly to Jira Cloud REST API v3 using static creden…
47323
predictionmarketspicks
AI fantasy football draft assistant — 2026 board, best available, sleepers, ADP…
47324
marmillas
Reusable MCP server for Python backend development with FastAPI, MongoDB, and S…
N/A N/A
47325
balasriharsha
shieldbot Claim
AI-powered security code review for Claude Code that runs multiple scanners (Co…
N/A N/A
47326
Joel-hanson
Enables natural language interaction with Django REST Framework APIs by auto-di…
47327
m9810223
tldraw-mcp Claim
Minimal MCP server for editing tldraw .tldr files via JSON manipulation. Headle…
N/A N/A
47328
yingcaihuang
Enables AI assistants to manage Racore Cloud CDN accelerated domains, including…
N/A N/A
47329
asukakimya
A schema-aware, dry-run/verify-guarded MCP sidecar that wraps the Directus REST…
47330
iceener
An MCP server that provides text-to-speech, speech-to-text, and voice managemen…
47331
cstillick
Enables querying state-level campaign finance data, including donors, expenditu…
N/A N/A
47332
madaoQ
Provides access to Claude models, message creation, token counting, and batch p…
47333
rangogamedev
codecks-mcp Claim
MCP server for Codecks project management, providing 38 tools to manage cards, …
N/A N/A
47334
my_namespace
server_name Claim
N/A N/A 95
47335
one710
A pluggable vector memory server for semantic search and long-term memory, with…
47336
naka-himatubushi
MCP server that acts as a research intelligence agent, converting natural langu…
N/A N/A
47337
basaranbaran
Enables real-time weather queries via Claude Desktop using OpenWeatherMap API, …
N/A N/A
47338
vorluno
agora Claim
Espacio compartido y persistente por repositorio para sesiones de Claude Code: …
N/A N/A
47339
easyweek
Connects AI assistants to Nightscout for real-time glucose monitoring, analysis…
47340
ai-jcce
Contexta Claim
Contexta gives AI assistants a persistent, typed memory layer backed by a knowl…
81
47341
iamsocool24
dbt-core-mcp Claim
Enables interaction with dbt projects via the Model Context Protocol for data a…
N/A N/A
47342
clauxel
A paid remote MCP for ShipSwift, built to return verdicts, receipts, usage logs…
47343
fetchai
Graph-native persistent memory for AI agents — 33 MCP tools, zero-LLM writes.
47344
MCP-Mirror
Provides AI assistants with intelligent access to ML textbook content through R…
81
47345
BusyBee3333
A comprehensive MCP server for BambooHR with 47 tools covering employee managem…
N/A N/A
47346
CodeSerg21
Enables AI agents to research companies and find contacts with structured data …
N/A N/A
47347
Taardisaa
Helps LLMs write correct Ghidra scripts by providing API call-flows extracted f…
N/A N/A
47348
Creed-Space
vcp-mcp Claim
Value Context Protocol tools: VCP/I tokens, CSM1 codes, VCP-Lite, and context e…
N/A N/A
47349
itayshmool
A Model Context Protocol server that provides secure integration with Google Dr…
47350
raihan0824
An MCP server that provides tools to interact with the Respona Dashboard backen…
Showing 47301–47350 of 66518 servers
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