MCP Server Quality Scores

Independent quality analysis of 69343 public MCP servers

69343
Discovered
→
33968
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 43 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
41801
liuyuyan6100
autotest_iot Claim
MCP server that exposes hardware automation tools (build, flash, serial capture…
— ○ ⏳ — — — — — —
41802
1818TusculumSt
Provides access to 227+ expert-crafted Fabric AI patterns for tasks like summar…
— ○ ⏳ — — — — — —
41803
fastmcp-me
Enables searching and downloading torrents from YggTorrent via MCP tools such a…
— ○ ⏳ — — — — — —
41804
peterparker57
Enables instant file searches on Windows using Everything's native SDK, support…
— ○ ⏳ — N/A N/A — — —
41805
tpptrafficpump
LeafEngines is an agricultural intelligence MCP server that provides comprehens…
— ○ ⏳ — N/A N/A — 95 —
41806
openclaw-ai
Create harmonious color palettes based on theory and convert colors between for…
— ○ ⏳ — — — — 81 —
41807
G-Core
Enables interaction with Gcore Cloud API via LLM assistants, providing tools fo…
— ○ ⏳ — — — — — —
41808
fastmcp-me
Provides SQL access to the ANSES Ciqual French food composition database, enabl…
— ○ ⏳ — N/A N/A — — —
41809
rouse2617
Provides arXiv paper search, download, Chinese translation, and WeChat article …
— ○ ⏳ — N/A N/A — — —
41810
krovacloud
mcp Claim
Provision and manage Krova Cloud Cubes — Firecracker microVMs with root access …
— ○ ⏳ — N/A N/A — — —
41811
YMZDS
niscope-mcp Claim
Enables AI assistants to directly control NI oscilloscopes (e.g., PXIe-5160/516…
— ○ ⏳ — N/A N/A — — —
41812
ebursztein
sprinty Claim
A disciplined-sprint MCP server for AI coding agents, providing structured spri…
— ○ ⏳ — N/A N/A — — —
41813
handsomelong922
dots-mcp Claim
Enables searching Xiaohongshu (小红书) content via dots.ai using a logged-in brows…
— ○ ⏳ — N/A N/A — — —
41814
TestStudent156
Enables comparing and renting vGPUs from 30+ cloud providers via Shadeform API,…
— ○ ⏳ — — — — — —
41815
m2ux
concept-rag Claim
Enables LLMs to perform conceptual search over local PDF/EPUB documents using a…
— ○ ⏳ — N/A N/A — — —
41816
Jame0077
Enables safe execution of Python code with AI assistance and integration with M…
— ○ ⏳ — N/A N/A — — —
41817
nolte
MCP server for Reachy Mini robot that exposes robot state and motion control to…
— ○ ⏳ — N/A N/A — — —
41818
xin10ylop
Enables backtesting of limit-order strategies on Polymarket's BTC 5-minute mark…
— ○ ⏳ — — — — — —
41819
TanvirIslam-BD
A calculator MCP server providing add and subtract tools, along with file resou…
— ○ ⏳ — — — — — —
41820
newxun
Enables MCP clients to invoke Cursor SDK's agent runtime, run coding agents, li…
— ○ ⏳ — N/A N/A — — —
41821
brynnjocelyn
Enables LLMs to manage PocketBase databases with comprehensive CRUD, authentica…
— ○ ⏳ — — — — — —
41822
aspectrr
An MCP server that enables AI-powered video editing with iMovie on macOS.
— ○ ⏳ — N/A N/A — — —
41823
jclee941
Analyzes KakaoTalk group chat texts to extract availability, rank options, draf…
— ○ ⏳ — — — — — —
41824
vnikhilbuddhavarapu
A production-ready MCP server that connects AI assistants to any PostgreSQL dat…
— ○ ⏳ — — — — — —
41825
gianpieropuleo
Enables AI assistants to access and work with Radix UI libraries (Themes, Primi…
— ○ ⏳ — — — — — —
41826
fireblocks
Enables AI assistants to securely interact with Fireblocks services through the…
— ○ ⏳ — — — — — —
41827
swnesbitt
Enables natural language access to ERA5 climate data from the Copernicus Climat…
— ○ ⏳ — — — — — —
41828
islam3zzat
herdr-mcp Claim
Enables AI assistants to orchestrate Herdr coding agents by wrapping its Unix-s…
— ○ ⏳ — N/A N/A — — —
41829
lokranjanp
Garmin MCP Claim
MCP server that exposes Garmin Connect health and activity data (steps, sleep, …
— ○ ⏳ — — — — — —
41830
sbrunner-atx
contest-mcp Claim
Enables logging amateur-radio QSOs to N3FJP logging software via MCP tools, inc…
— ○ ⏳ — — — — — —
41831
raya-ac
engram Claim
A cognitive memory system for MCP that provides hybrid retrieval, memory layers…
— ○ ⏳ — — — — — —
41832
jacobhgruber-dev
Unified scholarly search across 60+ academic sources with citation formatting (…
— ○ ⏳ — — — — — —
41833
Hickey01
Hickey_MCP Claim
Personal MCP server for Snowflake and Tableau integration, enabling SQL queries…
— ○ ⏳ — — — — — —
41834
TrustNotch Claim 1
Tamper-evident audit logs for AI agents: submit, fetch, and verify cryptographi…
— ○ — N/A N/A — 69 —
41835
whdrnr2583-cmd
token-meter Claim
Local-first dashboard + MCP server for Claude Code and Codex token usage. Cost,…
— ○ ⏳ — N/A N/A — — —
41836
getgapup
100+ MCP tools for AI agents: content metadata, trade intelligence, business-ex…
— ○ ⏳ — — — — — —
41837
ryanbihai
Register, discover, message, and transact with other AI agents on the OceanBus …
— ○ ⏳ — N/A N/A — — —
41838
codysandahl
Fetches webpages and returns clean, structured Markdown with metadata (title, a…
— ○ ⏳ — — — — — —
41839
teobouancheau
A Model Context Protocol (MCP) server that gives AI assistants the ability to s…
— ○ ⏳ — — — — — —
41840
fysh1010
bilibili-mcp Claim
A Model Context Protocol server that provides tools for parsing and retrieving …
— ○ ⏳ — — — — — —
41841
simplebytes-com
Stdio MCP server for managing recommended.by lists from agents like OpenClaw, C…
— ○ ⏳ — N/A N/A — — —
41842
fangsylar-pixel
Enables web search via a real browser for any LLM, bypassing anti-bot measures …
— ○ ⏳ — N/A N/A — — —
41843
darkClaw921
MCP server for interacting with Bitrix24 REST API, enabling CRUD operations on …
— ○ ⏳ — — — — — —
41844
stayingapi
Search hotels & rentals: live prices & reviews across Booking.com, Airbnb, Vrbo…
— ○ ⏳ — — — — — —
41845
mrosata
codetex-mcp Claim
A commit-aware code context manager for LLMs that indexes Git repositories into…
— ○ ⏳ — N/A N/A — — —
41846
mambalabsdev
Enrich a company domain into firmographics via Apify: employees, industry, HQ, …
— ○ ⏳ — N/A N/A — — —
41847
Rafael09ED
kanban-mcp Claim
MCP server for task/ticket management with dependency tracking, supporting CRUD…
— ○ ⏳ — N/A N/A — — —
41848
its-qusai-nasr
Enables an AI assistant to administer a Jira Cloud site with 78 purpose-built t…
— ○ ⏳ — — — — — —
41849
guenichone
Enables AI systems to interact with Atlassian Bitbucket Server/Data Center for …
— ○ ⏳ — — — — — —
41850
clemente-turrubiates
cascade-mcp Claim
Exposes a hybrid conflict resolution router as MCP tools, deciding per conflict…
— ○ ⏳ — — — — — —
Showing 41801–41850 of 69343 servers
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