MCP Server Quality Scores

Independent quality analysis of 68965 public MCP servers

68965
Discovered
→
33703
Scored
→
2112
Verified
→
16953
Complete

Last updated 33 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
66751
3soos3
This MCP server wraps the SOLVE-IT digital forensics knowledge base, enabling L…
— ○ ⏳ — N/A N/A — — —
66752
polydera
lunar Claim
Browser-based geometry processing server that enables AI agents to create geome…
— ○ ⏳ — — — — — —
66753
salutaris91
A lightweight, local MCP server for Mac that replicates a 3-stage LLM council w…
— ○ ⏳ — N/A N/A — — —
66754
methodify
Provides a stateful local Spark session for running PySpark and SQL cells, enab…
— ○ ⏳ — — — — — —
66755
millerchou
Bridges local stdio MCP clients like Codex and OpenCode to Strava's official MC…
— ○ ⏳ — N/A N/A — — —
66756
OLGTX303
Enables autonomous forensic investigation of disk images by mounting evidence, …
— ○ ⏳ — N/A N/A — — —
66757
zenlyticgreg
A production-grade MCP server for querying U.S. Census Bureau data (ACS 5-Year …
— ○ ⏳ — — — — — —
66758
iflow-mcp
Enables AI assistants to generate, validate, and optimize PLUMED input files fo…
— ○ ⏳ — N/A N/A — — —
66759
Lina6795
A pluggable, observable modular RAG service framework that exposes tool interfa…
— ○ ⏳ — N/A N/A — — —
66760
snapspecter
Transforms mitmproxy into a toolset for AI agents to inspect, modify, and repla…
— ○ ⏳ — N/A N/A — — —
66761
ergunsh
ask-user Claim
An MCP App that enables AI agents to ask users multiple questions with tab-base…
— ○ ⏳ — — — — — —
66762
tyswi1197-boop
A minimal, tag-free personal memory system that syncs across all Claude interfa…
— ○ ⏳ — — — — — —
66763
aixolotl
An unofficial MCP server that connects AI assistants to Microsoft Planner, enab…
— ○ ⏳ — — — — — —
66764
aby0
A 4-stage reading companion that helps users set reading goals, discover books,…
— ○ ⏳ — N/A N/A — — —
66765
gabrielmahia
bima-mcp Claim
MCP server for Kenya insurance intelligence, providing tools to query insurance…
— ○ ⏳ — N/A N/A — — —
66766
TechNickAI
Machina Claim
AI's home on your Mac: gives AI agents remote access to iMessage, Notes, Remind…
— ○ ⏳ — — — — — —
66767
groupdocs-annotation
MCP server for GroupDocs.Annotation — add, list, update, remove document annota…
— ○ ⏳ — N/A N/A — — —
66768
rinaldops
MCP server for Google NotebookLM that allows asking questions to notebooks and …
— ○ ⏳ — N/A N/A — — —
66769
molML
ChemLint Claim
Transforms AI assistants into powerful molecular machine learning workbenches, …
— ○ ⏳ — N/A N/A — — —
66770
Rachit8484
geoseo-mcp Claim
Unifies traditional SEO and Generative Engine Optimization (GEO) for Google, Bi…
— ○ ⏳ — N/A N/A — — —
66771
Iterable
Enables natural language interaction with Iterable marketing platform data, all…
— ○ ⏳ — — — — — —
66772
pipeworx-io
Enables AI agents to access Product Hunt data via GraphQL API, including posts,…
— ○ ⏳ — — — — — —
66773
beydemirfurkan
Provides secure, read-only access to a single MySQL database for schema inspect…
— ○ ⏳ — N/A N/A — — —
66774
runapi-ai
hailuo-mcp Claim
RunAPI MCP server for the Hailuo model line. Create tasks, poll their status, a…
— ○ ⏳ — — — — — —
66775
i-am-david-weinstein
MCP server providing access to ESPN Fantasy Baseball data, enabling league sett…
— ○ ⏳ — — — — — —
66776
DhruviPatel712
Enables safe, read-only querying and schema exploration for Microsoft SQL Serve…
— ○ ⏳ — — — — — —
66777
taka392
ebay-mcp Claim
Enables interaction with eBay APIs for account verification, item search, and b…
— ○ ⏳ — — — — — —
66778
truthanb
MCP server for the Behringer DeepMind 12 synthesizer. Gives AI agents real-time…
— ○ ⏳ — N/A N/A — — —
66779
kopias
loreto-mcp Claim
Turn any YouTube video, article, PDF, or image into a reusable Claude Code skil…
— ○ ⏳ — — — — — —
66780
KennyWayn3
MCP server for automated code review using AI agents. It analyzes code diffs or…
— ○ ⏳ — — — — — —
66781
hyang0129
pyscope-mcp Claim
MCP server that exposes Python function- and module-level call graphs for agent…
— ○ ⏳ — N/A N/A — — —
66782
VladYankovenko
Manages QIDI Studio 3D printing profiles locally, enabling AI assistants to rea…
— ○ ⏳ — N/A N/A — — —
66783
SlideSpeak
An MCP server that feeds AI agents your brand's real logos, colors, fonts, and …
— ○ ⏳ — — — — — —
66784
AryanManral27
Provides current weather information for any location and generates AI-powered …
— ○ ⏳ — — — — — —
66785
move-32
A read-only Google Drive MCP server that allows searching files, reading file c…
— ○ ⏳ — N/A N/A — — —
66786
ericchansen
aifmt Claim
An MCP server that fixes, validates, and generates visual text content for AI c…
— ○ ⏳ — N/A N/A — — —
66787
Linkd-Fund
Bridges the Linkdfund smart contract layer to MCP-compatible AI clients, exposi…
— ○ ⏳ — N/A N/A — — —
66788
KingsleyLeung03
PowerGPT Claim
A remote MCP server deployed on Cloudflare Workers that provides deterministic …
— ○ ⏳ — — — — — —
66789
JasonLinjc
Enables executing commands on remote SSH hosts, with full support for bastion/j…
— ○ ⏳ — N/A N/A — — —
66790
M0TT3P
digihub-mcp Claim
MCP server for the digihub.li content API, enabling Claude to read and write St…
— ○ ⏳ — N/A N/A — — —
66791
sfaizi24
Enables MCP-compatible agents to control an Android device over the network via…
— ○ ⏳ — — — — — —
66792
AndrewEstopinan
Enables AI agents to browse and extract data from any public website via Bright…
— ○ ⏳ — — — — — —
66793
JinchengGao-Infty
agent-mux Claim
MCP server that manages interactive CLI agent pools using tmux, enabling creati…
— ○ ⏳ — N/A N/A — — —
66794
davidmosiah
Local-first cycle coach MCP for phase-aware nutrition and training context.
— ○ ⏳ — N/A N/A — — —
66795
jkelleman
A production-ready MCP agent that helps data teams define, validate, and visual…
— ○ ⏳ — N/A N/A — — —
66796
Corvus400
MCP server for screen recording on macOS, iOS Simulator, and Android, with key-…
— ○ ⏳ — N/A N/A — — —
66797
k9fr4n
thruk-mcp Claim
Enables natural language interaction with Thruk monitoring systems, allowing us…
— ○ ⏳ — — — — — —
66798
gbfeliped
Read-only SQL Server MCP server enabling safe database queries, table listing, …
— ○ ⏳ — — — — — —
66799
OctoTrip
rental-cars Claim
Free rental car search with real-time pricing from multiple providers worldwide…
— ○ ⏳ — — — — — —
66800
0xjesus
screenwright Claim
Enables users to create subtitled tutorial videos by scripting browser interact…
— ○ ⏳ — N/A N/A — — —
Showing 66751–66800 of 68965 servers