MCP Server Quality Scores

Independent quality analysis of 68328 public MCP servers

68328
Discovered
→
33208
Scored
→
2112
Verified
→
16953
Complete

Last updated 51 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
67901 — ○ ⏳ — N/A N/A — 95 —
67902
marmelab
MCP server for Atomic CRM that enables agents to read and write CRM data via SQ…
— ○ ⏳ — — — — — —
67903
Xhendor
Enables querying and managing the JSONPlaceholder API (posts, users, comments) …
— ○ ⏳ — — — — — —
67904
gdigora
MCP server for Yandex Mail that enables reading, searching, sending, and managi…
— ○ ⏳ — — — — — —
67905
vlln
Extracts figures and tables from PDF documents via a FastAPI service, wrapping …
— ○ ⏳ — — — — — —
67906
sjgant80-hub
MCP server for foldkit that exposes 10 tools and 4 resources for 7-prime spine,…
— ○ ⏳ — N/A N/A — — —
67907
syunnrai123
Enables control of Microsoft Edge browser via the DevTools protocol, supporting…
— ○ ⏳ — N/A N/A — — —
67908
odanree
infra-mcp Claim
MCP server that wraps Docker, Caddy, and GitHub Actions operations on a remote …
— ○ ⏳ — — — — — —
67909
surajinacademia
Enables AI assistants to perform cell segmentation through natural language com…
— ○ ⏳ — N/A N/A — — —
67910
MarcoPorcellato
local-first background AI daemon for Logseq OG. Turns your notes into an agenti…
— ○ ⏳ — N/A N/A — — —
67911
MakarGlavanar
Enables AI coding agents to read and write WEEEK projects, boards, tasks, and c…
— ○ ⏳ — — — — — —
67912
YangHang0210
Interactive feedback server for AI-assisted development with Web UI and desktop…
— ○ ⏳ — N/A N/A — — —
67913
mariomosca
Integrates Rize.io's time tracking and productivity analytics with AI assistant…
— ○ ⏳ — — — — — —
67914
ismaeldosil
Enables interaction with Uruguayan financial products including loans, credit c…
— ○ ⏳ — — — — 81 —
67915
klipyai
klipy Claim
AI CRO for Agencies and MSPs: full automatic CRM; multichannel tracking; draft …
— ○ ⏳ — — — — — —
67916
GeekyRiolu
Analyze Instagram engagement to extract insights on post comments, compare acco…
— ○ ⏳ — N/A N/A — 95 —
67917
codewithkate
An MCP server for AI-agent web scraping that enforces robots.txt compliance and…
— ○ ⏳ — — — — — —
67918
chenjunwei1230-dotcom
Lets AI assistants analyze and organize local directories by file type, with dr…
— ○ ⏳ — N/A N/A — — —
67919 — ○ ⏳ — N/A N/A — 95 —
67920
nyx-builds
agent-budget Claim
Budget management and cost tracking MCP server for autonomous agents, enabling …
— ○ ⏳ — N/A N/A — — —
67921
kitsanannam-hue
minimax Claim
— ○ ⏳ — N/A N/A — 95 —
67922
1shanra1
Enables checking domain name availability for .com, .ai, and .net TLDs using WH…
— ○ ⏳ — N/A N/A — — —
67923
xja1023789-collab
Enables AI models to scrape and extract data from any website globally using Th…
— ○ ⏳ — — — — 81 —
67924
m0siq
Provides real-time NASA data (APOD, asteroids, Mars rover photos, natural event…
— ○ ⏳ — — — — — —
67925
huber
Enables access to Fronius solar inverter data via the MCP protocol, allowing re…
— ○ ⏳ — — — — — —
67926
Amanbig
mcpify Claim
Turn any REST API into an MCP server in one command. Point mcpify at an OpenAPI…
— ○ ⏳ — N/A N/A — — —
67927
solitraderbusiness
tsetmc-mcp Claim
An MCP server that provides live Tehran Stock Exchange data, including quotes, …
— ○ ⏳ — N/A N/A — — —
67928
lxxmng
SchedulesMCP Claim
Enables comparing ocean carrier sailing schedules, transit times, and on-time r…
— ○ ⏳ — — — — — —
67929
collactivelabs
Enables AI agents to interact with the Pinterest API, allowing management of bo…
— ○ ⏳ — — — — — —
67930
Yash-synergy
A simple MCP server that provides basic calculator operations such as add, subt…
— ○ ⏳ — N/A N/A — — —
67931
CodeJonesW
An MCP server that lets an AI agent drive the iOS Simulator in a loop, enabling…
— ○ ⏳ — N/A N/A — — —
67932
shahabmosavi
GitLab MCP Claim
Exposes the GitLab REST API to MCP clients for managing projects, issues, merge…
— ○ ⏳ — — — — — —
67933
MandarGavali
Enables external AI clients to query and interact with a personal knowledge ass…
— ○ ⏳ — N/A N/A — — —
67934
mcpflow
neon-mcp Claim
Lightweight MCP server that allows agents to interface with the Neon REST API, …
— ○ ⏳ — — — — — —
67935
vcosmin2701
jsony-mcp Claim
Enables AI assistants to read, write, query, and manage JSON data files with au…
— ○ ⏳ — N/A N/A — — —
67936
SamYatesSmith
tru8-mcp Claim
MCP server for Tru8 Evidence Research that enables AI agents to submit claims o…
— ○ ⏳ — — — — — —
67937
Kim-soung-won
hgefge Claim
— ○ ⏳ — N/A N/A — 95 —
67938
0xABADBABE-ops
Self-hosted MCP server for AI browser automation. Connects to your own Chromium…
— ○ ⏳ — — — — — —
67939
lzx1413
An MCP server that provides agentic code review powered by OpenAI-compatible mo…
— ○ ⏳ — N/A N/A — — —
67940
xmqywx
Enables AI agents to manage Shopify stores via natural language, with tools for…
— ○ ⏳ — — — — — —
67941
testing9384
mcp-server Claim 1
An MCP server that provides visual memory and context storage with knowledge gr…
— ○ ⏳ — N/A N/A — 95 —
67942
iimsaurav
An MCP server that exposes 41 Azure DevOps tools to AI assistants, enabling man…
— ○ ⏳ — — — — — —
67943
nsh1l
Enables managing a print queue for office documents via a WinUI GUI, supporting…
— ○ ⏳ — — — — — —
67944
tosin2013
MCP server for debugging pytest failures, allowing users to register test failu…
— ○ ⏳ — — — — — —
67945
sharmarhl1994-bit
MCP server that migrates SAP Module Pool programs to RAP applications interacti…
— ○ ⏳ — — — — — —
67946
Jacobobber
fh6-tuner Claim
An MCP server that analyzes Forza Horizon 6 telemetry to provide AI-driven tuni…
— ○ ⏳ — N/A N/A — — —
67947
elementalcollision
An AI-assisted, long-term memory system for IDEs, powered by Kuzu graph databas…
— ○ ⏳ — — — — — —
67948
sachin-ybis
Six deterministic hydration calculators for LLMs: water intake, dehydration sc…
— ○ ⏳ — N/A N/A — 95 —
67949
RamehNagella
Enables natural-language-based employee leave management including leave balanc…
— ○ ⏳ — N/A N/A — — —
67950
Wrennnn2
Helps PhD applicants find matching professors by research interests, outputting…
— ○ ⏳ — N/A N/A — — —
Showing 67901–67950 of 68328 servers