MCP Server Quality Scores

Independent quality analysis of 48148 public MCP servers

48148
Discovered
29622
Scored
2112
Verified
16952
Complete

Last updated 0 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
47951
remoet-labs
remoet-mcp Claim
Job search for AI agents. Search tech companies by their real tech stack, star …
47952
Fabber-bot
Enables AI assistants to execute commands and transfer files on remote servers …
N/A N/A
47953
westkevin12
Transforms messy commit histories into clean, secure repositories by scanning f…
N/A N/A
47954
SOevHTRZ
Provide a basic MCP server implementation for testing purposes. Enable interact…
N/A N/A 95
47955
Victor-EU
Telbase Claim
Deploy any web project with one command. AI-native platform with self-healing f…
N/A N/A 95
47956
Boti-Ormandi
archicad-mcp Claim
MCP server for Archicad automation, enabling AI assistants to run Python script…
N/A N/A
47957 N/A N/A 95
47958
info-00wt
HemmaBo Claim 1
MCP server for vacation rental direct bookings. Search properties, check availa…
81
47959
Chenzhi-Ana
Enables Claude/Cursor to interact with Feishu (Lark) bots through MCP, allowing…
N/A N/A
47960
WtecHtec
qa-workflow Claim
QA bug-fix workflow MCP server that waits for bug reports with source locations…
N/A N/A
47961
zealoushacker
Provides access to aviation weather data from aviationweather.gov, enabling LLM…
47962
yrvelez
A Model Context Protocol server that provides comprehensive control over the Qu…
N/A N/A
47963
Tairon-ai
Enables interaction with the Sonic blockchain including wallet management, toke…
47964
giopawgofr
Real-time pet travel data for AI assistants. Connect Claude, ChatGPT, or any MC…
47965
srotzin
Hive Passport MCP
47966
ModelBound
Local-first MCP server for agent skills. Validate, lint, diff, and convert acro…
N/A N/A
47967
jungho-dev
Provides batch file operations, search, and essential git workflows via stdio M…
N/A N/A
47968
SelfPy
Academic peer-review and research workflow tools from [Science AI Journal](http…
47969
FMorgan-111
MCP server that exposes GitHub operations as tools for AI agents, enabling code…
47970 N/A N/A 95
47971
tharunkalluru
Follows the Model Context Protocol to enable code agents to use Netlify API and…
N/A N/A 95
47972
Rishav0123
Sentimatix Claim
Real-time NSE/BSE stock sentiment, news NLP, technical analysis & RAG search vi…
47973
parajuliminiyan
An AI-powered QA automation tool that crawls web pages, generates Playwright-ba…
N/A N/A
47974
inggerman
A production-grade MCP server framework providing multiple specialized servers …
47975
Kos-M
Tempus MCP Claim
Enables AI assistants to manage Toggl Track time entries, projects, and workspa…
47976
CSOAI-ORG
String Utils Ai tools for AI agents. Capabilities: slugify, camel to snake, tru…
N/A N/A
47977
AlexlaGuardia
Warden Claim
A governed MCP server enforcing RBAC outside the model, with OpenTelemetry trac…
N/A N/A
47978
pmarmaroli
vocametrix Claim
Official MCP server for the Vocametrix voice analysis API. Gives AI assistants …
47979
YUHAI0
An MCP server that enables LLMs to compose and send emails with attachments, an…
47980
vs3kulic
eff-mcp Claim
EFF MCP server enables ethical analysis and refinement of user stories using th…
47981
space-cap
Enables searching and retrieving product information from Coupang (Korean e-com…
47982
jamjet-labs
MCP stdio interceptor (`@jamjet/mcp-shim`) that applies one YAML policy file (b…
N/A N/A
47983
srotzin
HiveAttest Claim
Pre-action attestation perimeter for AI agents — 8 primitives, signed C18 recei…
47984
onmyway133
appstore-mcp Claim
Enables searching the App Store, retrieving app details, discovering trending a…
47985
wiserautomation
SupraWall security gateway for AI agents. Provides deterministic guardrails for…
N/A N/A 83
47986
CSOAI-ORG
Flagship aquaculture crosswalk — one evidence pack satisfies ASC + RSPCA Assure…
N/A N/A
47987
guptaprakhariitr
US patent search, full-text retrieval, claim extraction, citation graph, and we…
47988
CSOAI-ORG
Firmware Attestation MCP — hardware trust layer for sovereign AI. Scan firmware…
N/A N/A
47989
toddle-edu
A server that converts Figma designs into pseudo-code structures optimized for …
81
47990
exasol-labs
Provides LLM access to Exasol database via MCP tools, including metadata readin…
47991
Sean-Bravo
taxformatter Claim
Parse crypto CSVs and bank PDFs into clean transaction data for Koinly, TurboTa…
N/A N/A
47992
gyeongmin100
Enables querying South Korean stock disclosures, financial statements, and shar…
N/A N/A
47993
joschi655
An MCP server that gives orchestrator agents fine-grained control over interact…
N/A N/A
47994
umbra2728
firegex-mcp Claim
MCP server that exposes Firegex — a CTF regex/proxy firewall — to LLM tooling l…
47995
xun123456
jlink-mcp Claim
Enables AI assistants like Claude to directly debug microcontrollers via JLink,…
N/A N/A
47996
timjensgrossinger
switchyard Claim
Routes coding tasks across multiple AI CLIs (Copilot, Claude Code, Gemini, etc.…
N/A N/A
47997
guptaprakhariitr
Enables package tracking across multiple carriers by auto-detecting the carrier…
47998
gzigurella
chromium-mcp Claim
MCP server for web fetching and automation using Chromium headless browser. Ena…
N/A N/A
47999
CSOAI-ORG
cqc-compliance-mcp for domiciliary opticians
N/A N/A
48000
Heretek-RE
re-frida Claim
MCP server that wraps the Frida dynamic instrumentation toolkit, allowing users…
N/A N/A
Showing 47951–48000 of 48148 servers