MCP Server Quality Scores

Independent quality analysis of 69199 public MCP servers

69199
Discovered
→
33883
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 51 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
50601
cbuntingde
A stateful MCP server that provides persistent memory, deterministic static ana…
— ○ ⏳ — N/A N/A — — —
50602
monthop-gmail
A semantic search MCP server for YouTube transcripts using OpenAI embeddings an…
— ○ ⏳ — — — — — —
50603
hopx-mcp Claim 1
Execute code in isolated cloud containers. Supports Python, JavaScript, Bash, a…
— ○ — N/A N/A — 81 —
50604
quincydelp
fs-mcp Claim
Hosted filesystem MCP server over HTTP with auth. Enables reading, writing, edi…
— ○ ⏳ — — — — — —
50605
LZF1111
An MCP server that decides whether each step of an agent requires cheap intuiti…
— ○ ⏳ — N/A N/A — — —
50606
Razee4315
NetLogo MCP Claim
Create, run, and analyze NetLogo agent-based models through natural conversation
— ○ ⏳ — N/A N/A — 95 —
50607
DoctorCare
Enables interaction with FHIR servers to access, search, and manage FHIR resour…
— ○ ⏳ — — — — — —
50608
HliB8113
o1table Claim
— ○ ⏳ — N/A N/A — 95 —
50609
CSOAI-ORG
Agent Delegation MCP Server by MEOK AI Labs
— ○ ⏳ — — — — — —
50610
abhinandanmishra1
Fetches GitHub PR comments and intelligently applies fixes directly in workspac…
— ○ ⏳ — N/A N/A — — —
50611
kongyo2
Provides comprehensive development tools for FastMCP projects including documen…
— ○ ⏳ — — — — 81 —
50612
mreider
better-bear Claim 1
MCP server for Bear notes — read, search, create, edit, tag, and manage notes v…
— ○ ⏳ — N/A N/A — 95 —
50613
vihaanshahh
zo-mcp Claim
An internal MCP server for Zo Computers that bridges terminal agents with Zo's …
— ○ ⏳ — N/A N/A — — —
50614
sebastianzapatar
Provides two MCP server examples in Python: a minimal greeting tool and a weath…
— ○ ⏳ — — — — — —
50615
WiFiWithoutWalls
A hosted MCP server that enables AI agents to interact with the Starlink Enterp…
— ○ ⏳ — — — — — —
50616
fildb
Enables AI agents to discover, purchase, and query blockchain-based datasets us…
— ○ ⏳ — — — — 81 —
50617
LeifDai
Cone crusher and crushing-plant selection for MACKORN NH/NS hydraulic cone crus…
— ○ ⏳ — N/A N/A — — —
50618
loonerlogic
Provides AI assistants with 6 tools to access Material UI component documentati…
— ○ ⏳ — — — — — —
50619
shubham4038
A Model Context Protocol (MCP) server for PostgreSQL that provides safe, struct…
— ○ ⏳ — — — — — —
50620
We1chan
Analyzes GitHub Pull Requests (PRs) by querying status, CI checks, reviews, com…
— ○ ⏳ — N/A N/A — — —
50621
shieldyguy
stm32-mcp Claim
Enables Claude Code to build, flash, and communicate with STM32 hardware over S…
— ○ ⏳ — N/A N/A — — —
50622
elliot-evno
A basic MCP server built with FastMCP framework that provides simple utility to…
— ○ ⏳ — N/A N/A — 95 —
50623
pipeworx-io
mcp-kitsu Claim
Enables searching and retrieving anime and manga data from Kitsu's catalogue, i…
— ○ ⏳ — — — — — —
50624
evgeninho69
timeweb-mcp Claim
Local MCP server for Timeweb Cloud that enables running any twc CLI command and…
— ○ ⏳ — N/A N/A — — —
50625
Runware
mcp Claim
Access the full Runware API as MCP tools: image, video, audio, 3D, and text.
— ○ ⏳ — N/A N/A — — —
50626
tenx-studio
An open-source Model Context Protocol server that enables interaction with the …
— ○ ⏳ — — — — 81 —
50627
Baneado98
JWT Doctor Claim
Template for creating MCP servers with a server-side paywall gate, enabling fre…
— ○ ⏳ — — — — — —
50628
andriyshevchenko
PhantomAuth Claim
Enables AI agents to securely fill web forms with credentials from SecureVault,…
— ○ ⏳ — N/A N/A — — —
50629
ismaeldosil
Enables interaction with Uruguayan financial products including loans, credit c…
— ○ ⏳ — — — — 81 —
50630
rogerio-grocers
Exposes the Grocers Design System as queryable tools for coding agents, includi…
— ○ ⏳ — — — — — —
50631
ccf
agentcairn Claim
agentcairn is a local-first memory MCP server: your agent's memories live as Ma…
— ○ ⏳ — N/A N/A — — —
50632
TadMSTR
Provides hybrid vector+BM25+reranker search and index-refresh tools over agent …
— ○ ⏳ — N/A N/A — — —
50633
FixtureForge
Schema-aware relational test data generator with working foreign keys, for any …
— ○ ⏳ — N/A N/A — — —
50634
nyuchi
Discover and manage community events across Africa on Nhimbe (Mukoko Events).
— ○ ⏳ — — — — — —
50635
logly-uk
Query your Logly web analytics — traffic, breakdowns, funnels, real-time visito…
— ○ ⏳ — — — — — —
50636
nemu90
Enables AI agents to interact with IBM i (AS/400) systems for RPA automation vi…
— ○ ⏳ — — — — — —
50637
MaoBui2907
Provides tools to access Vietnam stock market data, including stock prices, fin…
— ○ ⏳ — — — — — —
50638
jaysm03
MCP server that integrates Google's Gemini 2.5 Pro with real-time Google Search…
— ○ ⏳ — N/A N/A — — —
50639
yhgun31
erpdevdb Claim
— ○ ⏳ — N/A N/A — 95 —
50640
Auxin-io
Provision demo user identities to test and prototype workflows securely. Explor…
— ○ ⏳ — N/A N/A — 95 —
50641
automatikstudio
An MCP server that generates conversion-optimized e-commerce product descriptio…
— ○ ⏳ — — — — 81 —
50642
sotayamashita
Converts any OpenAPI/Swagger API specification into MCP tools that AI assistant…
— ○ ⏳ — — — — — —
50643
noahflk
CalmSEO Claim
SEO MCP server for keyword research, SERP analysis, audits, and Search Console …
— ○ ⏳ — — — — — —
50644
fall-out-bug
yandex-mcp Claim
Enables LLM agents to interact with Yandex Tracker (and future Yandex services)…
— ○ ⏳ — — — — — —
50645
manoharanRajesh
python-version Claim 1
An MCP server that provides [describe what your server does]
— ○ ⏳ — N/A N/A — 83 —
50646 — ○ ⏳ — N/A N/A — 95 —
50647
Edition-X
arcane Claim
Provides persistent, searchable memory and knowledge capture for AI-assisted de…
— ○ ⏳ — N/A N/A — — —
50648
imjeremyadams
Enables AI assistants to manage social media through Sooshie, including schedul…
— ○ ⏳ — — — — — —
50649
junter1989k-ai
Chile payments for AI agents — Mercado Pago wallet via Mercado Pago. Never hold…
— ○ ⏳ — — — — — —
50650
Jack-mi
VibeLawyer Claim
Local MCP for Chinese criminal dossier review; Word notes + Excel catalogs stay…
— ○ ⏳ — N/A N/A — — —
Showing 50601–50650 of 69199 servers