MCP Server Quality Scores

Independent quality analysis of 57357 public MCP servers

57357
Discovered
29805
Scored
2112
Verified
16953
Complete

Last updated 29 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
55201
anasdevai
Unified MCP server for Google Classroom, Drive, and Docs, enabling AI assistant…
N/A N/A
55202
abhinandanmishra1
Fetches GitHub PR comments and intelligently applies fixes directly in workspac…
N/A N/A
55203
tboome33
Routes Claude MCP tool calls to multiple Obsidian vaults (local or remote) via …
55204
wecantdoit
Enables AI-powered browser automation and test development within the Magni aut…
N/A N/A 95
55205
CodeWever
Provides MCP-callable workflow rails for agents, enabling bounded work executio…
55206
yang-kun-long
Enables AI assistants to access authenticated academic databases via browser se…
N/A N/A
55207
ofriw
sargel Claim
Lets AI agents visually inspect web elements, test CSS edits in real-time, and …
N/A N/A
55208
lukleh
Enables interaction with SonarCloud projects, issues, quality gates, and securi…
55209
m4dd0c
Generates .m3u playlists on the user's PC based on their current mood or theme,…
N/A N/A
55210
choudhary-github
Test prompts by instantly reflecting your message back. Validate formatting and…
N/A N/A 95
55211
emilabd247
Local MCP server for the Jedox OLAP platform enabling LLM clients to interact w…
55212
yesidleon1393
An MCP server that exposes Prof. Null, an uncensored cybersecurity professor, a…
55213
111-test-111
A Python-based MCP server providing mathematical computation tools and plotting…
N/A N/A
55214
frdeange
MCP server to query Cloud Champion's training catalog. Enables AI agents to sea…
N/A N/A
55215
DoctorCare
Enables interaction with FHIR servers to access, search, and manage FHIR resour…
55216
TopEase-AI
提供全球238个国家/地区的进出口贸易数据查询,支持按企业名称、产品关键字、HS编码等多维度联合搜索。
55217
slaughters85j
A persistent memory system for Claude using LanceDB, enabling semantic search, …
N/A N/A
55218
samueloladji
Vaultak Claim
Runtime security for AI agents. Score your agent's risk level across 5 dimensio…
81
55219
guillaume.beauverd
candice-ai Claim
N/A N/A 95
55220
mohanp-sl
test Claim
N/A N/A 95
55221
Glebenjoy
DefiLlama DeFi data: chain/protocol TVL, yields, stablecoins, token prices. No …
N/A N/A
55222
fleagne
An MCP server implementation that integrates with Backlog API, enabling project…
81
55223
sarveshsea
memoire Claim
Design system MCP server. 20 tools: extract design tokens from any URL, pull fr…
55224
rc-ventura
An MCP server that provides 18 tools for dice rolling, luck tests, character ma…
N/A N/A
55225
product-on-purpose
MCP server exposing 40 best-practice product management skills plus workflows a…
55226
dgtalquantumleap-ai
Monitor Reddit and Nairaland for product keywords with AI drafts.
N/A N/A 83
55227
andre-carbajal
Bridges MCP clients to Affinity by Canva's local MCP server, exposing tools for…
N/A N/A
55228
kevinkiklee
MCP server that enables Claude Code to generate images using Google's Gemini im…
55229
pangtongya
Bridges MCP-compatible AI clients to over 100 Hermes Agent skills for web brows…
55230
tksfjt1024
Thin MCP server wrapping the Gemini CLI for AI assistants, supporting workspace…
N/A N/A
55231
magico13
Enables managing recipes via a web UI and MCP tools, allowing retrieval and sav…
N/A N/A
55232
dkedar7
map-mcp Claim
Enables AI agents to perceive and control a live MapLibre GL map over MCP, allo…
N/A N/A
55233
puchkoff
cmux-mcp Claim
MCP server wrapping the cmux CLI to let agents control terminal panes, workspac…
N/A N/A
55234
ImadMoka
Enables running multiple isolated browser sessions simultaneously and importing…
N/A N/A
55235
weichselbaum
A Model Context Protocol server for the Early time tracking API, enabling natur…
N/A N/A
55236
AmanMakesStuff
mappls-mcp Claim
MCP server for Mappls (MapMyIndia) — India-first maps API for AI agents
N/A N/A
55237
carsonlabs
SteadyFetch Claim
Provides AI agents with reliable web fetching capabilities, handling retries, c…
N/A N/A
55238
guangxiangdebizi
A Node.js MCP server providing browser search and web page access capabilities,…
N/A N/A
55239
allenrobel
nd-quirks Claim
An MCP Server that leverages notes written in Markdown, tailored for developing…
55240
lxchx
umbra Claim
Stealth Chrome MCP server for AI agents providing 77 tools, perfect bot detecti…
55241
southleft
Connect your AI assistant to Harvest time tracking. Query time entries, analyze…
55242
fastmcp-me
mcp-outline Claim
A Model Context Protocol server for interacting with Outline document managemen…
55243
igembitsky
vibeops Claim
Enables agents to read and drive a local-first Kanban board for issue tracking,…
N/A N/A
55244
Reality-Defender
Enables LLMs to analyze images, videos, audio, and text files for AI-generated …
55245
larasrinath
A read-only MCP server for Anaplan that exposes 5 tools for business users to e…
N/A N/A
55246
niklaserik
effect-mcp Claim
A Model Context Protocol server that provides real-time access to Effect ecosys…
55247
nexoreai
MCP server that generates images using Gemini 3 Pro Image on Vertex AI, with su…
55248
First-party funnel, rage-click, checkout, A/B test, and page-speed CRO intellig…
N/A N/A 81
55249
takaakisuzuki
A remote MCP server that lets you analyze HTTP request logs and WAF/Firewall ev…
N/A N/A
55250
hamada-minoro
A centralized MCP server for internal technical documentation that integrates w…
N/A N/A
Showing 55201–55250 of 57357 servers