MCP Server Quality Scores

Independent quality analysis of 62421 public MCP servers

62421
Discovered
30118
Scored
2112
Verified
16953
Complete

Last updated 40 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
33601
modeldriveprotocol
Exposes runtime-local capabilities from browsers, apps, devices, and local proc…
N/A N/A
33602
cwattsnogueira
AVA Claim
Enables AI agents to create Gmail drafts safely using the Gmail API, without se…
N/A N/A
33603
chernistry
bernstein Claim
Declarative agent orchestration for engineering teams
N/A N/A 95
33604
AgenticAI-Ind
MCP server for personal finance management and investment tracking with real-ti…
N/A N/A
33605
SusuTawar
ragi Claim
Local-first RAG indexing and semantic search MCP server. Enables document retri…
N/A N/A
33606
sarteta
Enables AI agents to query AWS CloudWatch metrics, alarms, and logs read-only v…
33607
mundurragacl
An MCP server that enables AI assistants to interact with Amazon Connect contac…
33608
admin978
canvas-mcp Claim
Local-first MCP server for Canvas LMS. Stdio transport, no third-party broker.
N/A N/A
33609
atoolz
flyte-mcp Claim
Exposes Flyte V2 knowledge, patterns, plugins, and runtime to AI coding assista…
33610
mekanics
mcp-bring Claim
Enables AI assistants to read and manage your Bring! shopping lists through nat…
N/A N/A
33611
morebetterclaw
forge-swap Claim
FORGE Swap — cross-chain swaps via THORChain. Quote and execute BTC, ETH, RUNE,…
N/A N/A 90
33612
Aether-liusiqi
cell-mem Claim
An MCP server that provides AI agents with persistent, multi-layered memory ins…
N/A N/A
33613
SamyiHu
mcp-uart Claim
Enables AI agents to communicate with UART/serial devices, offering tools for p…
N/A N/A
33614
0xshariq
A comprehensive MCP server that provides advanced Docker operations through a u…
N/A N/A
33615
The-TechLab
Enables AI assistants to download YouTube videos and transcribe them locally us…
N/A N/A
33616
RainyMarks
RainyMCP Claim
A network analysis MCP server providing 23 tools for packet capture, protocol a…
N/A N/A
33617
misdarmanto
Enables Claude to read and analyze notes from the macOS Notes app, with configu…
N/A N/A
33618
Siddharth-coder13
Read-only MCP server for exposing database schema metadata without row data.
N/A N/A
33619
dev-jpnobrega
Provides real-time weather information for Brazilian cities, built with domain-…
33620
alejandrobtez
An educational MCP server deployed as an Azure Function, exposing tools like ad…
33621
mjramesh
Provides real-time London area intelligence including postcode data, crime, sch…
N/A N/A
33622
Juhwan01
Enables AI agents to manage Jira Cloud projects with full CRUD operations, bulk…
N/A N/A
33623
mrpeterperez
tellfigma Claim
An open-source MCP server that gives AI assistants full read-write access to Fi…
N/A N/A
33624 N/A N/A 95
33625
ARQAWA
code_nav MCP Claim
Deterministic code navigation MCP server for Codex/CodeCLI that provides compac…
N/A N/A
33626
ksagala
MCP server for executing Kusto Query Language (KQL) queries against Azure Data …
N/A N/A
33627
stevekinney
temporal-mcp Claim
Provides AI agents with read-only access to Temporal infrastructure through 28 …
33628
wimi321
A standalone MCP server for Windows desktop control, enabling screenshots, mous…
N/A N/A
33629
Aman-Amith-Shastry
Create and manage tensors to perform linear algebra, matrix decompositions, and…
N/A N/A 95
33630
enelyse
Bridges the Model Context Protocol to the Tabular Object Model, enabling natura…
N/A N/A
33631
intent-driven-software
idf-mcp Claim
Turn an IDF domain into an MCP server with invariants and role scopes in every …
N/A N/A
33632
africanmarketos591
Relational-readiness and market-permission tools for African and high-context m…
33633
taimiralain
Dynamic context and active engineering workflow for AI coding assistants, enabl…
N/A N/A
33634
ilyanovopashin
A test server that exercises all MCP protocol features including prompts, tools…
N/A N/A
33635
truongvknnlthao-gif
Local MCP server bridging ChatGPT Web to local tools for file, shell, git, test…
N/A N/A
33636
VirtusLab-Open-Source
AI models access to the Strapi Context via the Model Context Protocol (MCP)
N/A N/A
33637
Spacemandomains
Library Claim
Search and discover 25,000+ MCP servers across all major registries. Connect an…
33638
imsebarz
Unofficial Evernote MCP server with 22 tools for full CRUD, semantic search, an…
N/A N/A
33639
Deloney-code
RedTeam MCP Claim
Autonomous penetration testing powered by a local LLM, automating tool chaining…
N/A N/A
33640
cronty-com
Cronty MCP Claim
A FastMCP server that enables AI agents to schedule notifications and reminders…
N/A N/A
33641
ThinkneoAI
Enterprise AI governance layer for spend tracking, runtime guardrails, policy e…
81
33642
surewht
ti4-mcp Claim
Provides Twilight Imperium 4 game data, rules lookup, faction strategy guides, …
N/A N/A
33643
feamster
Enables managing Google Drive files, Docs, and Sheets through natural language …
N/A N/A
33644
aixsignal
Hello Claim
Greet anyone with a friendly, personalized hello. Create quick salutations for …
N/A N/A 95
33645
apple-techie
A middleware service that allows LLMs and AI assistants to directly interact wi…
81
33646
ALWcreations
Geobed Claim
Browse all registered domains and retrieve details for any domain by name. Spee…
N/A N/A 95
33647
m4k00
A local knowledge base server that connects to AI assistants, turning markdown …
N/A N/A
33648
sac2665
A read-only MCP server for the Apex Rides API, deployed as a Cloudflare Worker,…
33649
xavimf87
mcp-govern Claim
MCP server for investigating public transparency and detecting corruption patte…
33650
Tomer-Barak
An MCP server that enables agents to delegate asynchronous tasks to registered …
Showing 33601–33650 of 62421 servers
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