MCP Server Quality Scores

Independent quality analysis of 62098 public MCP servers

62098
Discovered
30088
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
62001
lioensky
Enables AI assistants to generate high-quality images using SiliconFlow's Flux …
62002
Efabien
Enables interaction with Linear workspace through the Model Context Protocol, s…
62003
JackKuo666
A FastMCP wrapper server that provides API access to the ChEMBL database, enabl…
62004
2019-02-18
MCP server for interactive feedback collection via Chrome extension, enabling u…
N/A N/A
62005
Ansvar-Systems
Enables querying Portuguese competition data from AdC (Autoridade da Concorrênc…
62006
robgrappler
An MCP server that analyzes your unique Twitter voice to generate, manage, and …
81
62007
This web browser has been designed to help your agent debug and develop complex…
N/A N/A 81
62008
creatorsavya
clipacanvas Claim
N/A N/A 95
62009
googlarz
Complete Vinted MCP and CLI Server
62010
rohans2
Enables AI agents to create, read, update, and manage Google Sheets data and st…
62011
Wrennnn2
Helps PhD applicants find matching professors by research interests, outputting…
N/A N/A
62012
huangzesen
HelioSPICE Claim
Spacecraft ephemeris made easy — auto-managed SPICE kernels for heliophysics
N/A N/A 95
62013
cwattsnogueira
AVA Claim
Enables AI agents to create Gmail drafts safely using the Gmail API, without se…
N/A N/A
62014
prdai
Enables carbon emission calculations for Australian electricity and gas consump…
62015
trafficmorph-gif
tm-mcp Claim
Enables AI assistants to interact with TrafficMorph for load-testing and CI-fai…
N/A N/A
62016
modeldriveprotocol
Exposes runtime-local capabilities from browsers, apps, devices, and local proc…
N/A N/A
62017
SusuTawar
ragi Claim
Local-first RAG indexing and semantic search MCP server. Enables document retri…
N/A N/A
62018
stevepridemore
graph-memory Claim
Personal knowledge graph for Claude on Neo4j. Typed entities (Person/Project/De…
62019
nullbuilds-ai
Enables AI agents to query trust scores and security reviews for MCP servers be…
N/A N/A
62020
mundurragacl
An MCP server that enables AI assistants to interact with Amazon Connect contac…
62021
atoolz
flyte-mcp Claim
Exposes Flyte V2 knowledge, patterns, plugins, and runtime to AI coding assista…
62022
mekanics
mcp-bring Claim
Enables AI assistants to read and manage your Bring! shopping lists through nat…
N/A N/A
62023
The-TechLab
Enables AI assistants to download YouTube videos and transcribe them locally us…
N/A N/A
62024
0xshariq
A comprehensive MCP server that provides advanced Docker operations through a u…
N/A N/A
62025
Aether-liusiqi
cell-mem Claim
An MCP server that provides AI agents with persistent, multi-layered memory ins…
N/A N/A
62026
slawekradzyminski
Starter scaffold for a workshop to build an MCP API testing server, intended to…
N/A N/A
62027
BeomseokForWork
dssat-mcp Claim
Enables natural language interaction with the DSSAT crop model for simulation, …
N/A N/A
62028
a-wiseguy
Enables read-only access to InvoiceNinja data, including invoices, expenses, cl…
N/A N/A
62029
Hrishikesh332
Enables video indexing with TwelveLabs by uploading local video files and track…
N/A N/A
62030
sergeykrin9
Russian-market marketing & ops MCP toolkit. 7 unified servers for Yandex.Direct…
62031
marabian
Enables image generation and editing via OpenAI's gpt-image-1 model, with optio…
N/A N/A
62032
d11r
servo-mcp Claim
Enables AI agents to see and control your desktop with tools for screenshots, c…
N/A N/A
62033
EthanSK
AI HueBot Claim
Enables users to control Philips Hue lights through natural language, set moods…
N/A N/A
62034
jeonghwanko
A read-only MCP server that wraps the coffee.pryzm.gg public API to calculate e…
62035
closermethod
Interprets B2B buyer signals (hiring, funding, tech changes) into structured ou…
62036
Hanato238
Official MCP server for the Perplexity API Platform, enabling AI assistants to …
62037
kao273183
MCP server bridging product ideas to prioritized roadmaps + spec drafts. Hands …
62038
peroperogames
Enables SSH connection management with remote command execution and file transf…
81
62039
maxaeo
Local-first AI visibility, GEO/AEO, and llms.txt audit MCP server for Claude, C…
N/A N/A
62040
@Ruiren1
mcp_project Claim
N/A N/A 95
62041
markbsigler
Enables LLMs to manage mainframe source code and deployment workflows via BMC C…
N/A N/A
62042
thebtf
camofox-mcp Claim
Enables AI agents to control a CamoFox anti-detect browser via MCP tools, suppo…
N/A N/A
62043
HtetOoWaiYan
A simple color utility MCP server for frontend developers. Convert, mix, adjust…
N/A N/A
62044
thealexauer
MCP server that enables Google Flights search via SerpApi, supporting one-way, …
N/A N/A
62045
Daily-AC
A social protocol for AI agents to communicate with each other through a centra…
N/A N/A
62046
Assay-Org
Ground GTM agents in governed, cited company truth.
62047
Inferensys
Contextful Claim
Efficient context management: code search, evidence packs, and memory for codin…
N/A N/A
62048
PenTest-duck
Grep.app Search Claim 1
MCP server for https://grep.app
N/A N/A 95
62049
firas-mcp-servers
K8s Lens Claim
MCP server for natural-language Kubernetes operations across single or multi-cl…
N/A N/A
62050
billybotticelli4u-collab
Solana token-launch verification for AI agents — deterministic, replayable, ret…
N/A N/A
Showing 62001–62050 of 62098 servers