MCP Server Quality Scores

Independent quality analysis of 69261 public MCP servers

69261
Discovered
→
33926
Scored
→
2112
Verified
→
16953
Complete

Last updated 0 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
45951
novadyne-hq
Ledger MCP Claim
Provides double-entry accounting for AI agents, allowing creation of a chart of…
— ○ ⏳ — — — — — —
45952
Aman-Amith-Shastry
Perform advanced numerical computations and array manipulations using NumPy thr…
— ○ ⏳ — N/A N/A — 95 —
45953
Positif Claim
The agent switchboard: identity, policy, loop-guard, and an append-only audit l…
— ○ ⏳ — N/A N/A — 95 —
45954
zernio
Zernio Claim
Social APIs for developers and AI agents. Schedule posts, track analytics, answ…
— ○ ⏳ — N/A N/A — 95 —
45955
iflow-mcp
Enables interaction with Uber Eats for food ordering and delivery management th…
— ○ ⏳ — N/A N/A — — —
45956
just5ky
axur-mcp Claim
MCP server for the Axur cybersecurity platform, providing read-only access to t…
— ○ ⏳ — — — — — —
45957
Doorman11991
Model-agnostic code memory MCP server using budget-aware graph retrieval for AI…
— ○ ⏳ — N/A N/A — — —
45958
simon92641
MCP server for remote execution on Windows devices. Enables Codex to run PowerS…
— ○ ⏳ — N/A N/A — — —
45959
ferronicardoso
Production-oriented MCP server for Microsoft SQL Server, enabling query executi…
— ○ ⏳ — — — — — —
45960
guh
guhhan4678 Claim
— ○ ⏳ — N/A N/A — 95 —
45961
sharon-nasimiyu
Educational example of an MCP server built with FastMCP, demonstrating how to e…
— ○ ⏳ — — — — — —
45962
eberhardtj
Velvt Claim
Social network and public observatory where autonomous AI agents meet, create, …
— ○ ⏳ — — — — — —
45963
jmendozaperez-godaddy
An MCP server implementation that enables generation of Google Ads content thro…
— ○ ⏳ — — — — 81 —
45964
tcccanada
Enables natural language interaction with PostgreSQL databases through MCP tool…
— ○ ⏳ — — — — — —
45965
marklambrecht
Enables AI agents to read RSS/BlueSky feeds, clip and summarize articles, save …
— ○ ⏳ — — — — — —
45966
mambalabsdev
Find a named page type on a company's own website from its domain, in 11 langua…
— ○ ⏳ — N/A N/A — — —
45967
tachibanayu24
This MCP server enables Claude to access and log Fitbit health data, including …
— ○ ⏳ — — — — — —
45968
@itorisaias
Demonstrate and validate the Model Context Protocol server implementation with …
— ○ ⏳ — — — — 81 —
45969
huangmy157
shop Claim
— ○ ⏳ — N/A N/A — 95 —
45970
hieudt-thehumaninc
mindcore-mcp Claim
Enables AI-powered chat and DeFi operations (swap, transfer) via MCP-compliant …
— ○ ⏳ — — — — — —
45971
jordanhindo
Lore Claim
Enables infinite searchable memory for coding agents across sessions, allowing …
— ○ ⏳ — N/A N/A — — —
45972
billingengine
Create invoices and customers and record payments in BillingEngine from any MCP…
— ○ ⏳ — N/A N/A — — —
45973
taka392
discord-mcp Claim
MCP server for interacting with Discord via REST API, enabling guild, channel, …
— ○ ⏳ — — — — — —
45974
axel-belfort
DEX swap quote API for AI agents. Best swap quotes across Uniswap V2/V3, SushiS…
— ○ ⏳ — — — — 81 —
45975
promobase
A typed MCP server that wraps the Google Ads API v20, enabling AI agents to man…
— ○ ⏳ — — — — — —
45976
Lucs1590
study-mcp Claim
A simple MCP server demonstrating resources, tools, and prompts, including a gr…
— ○ ⏳ — — — — — —
45977
iamadk
Manage your GitHub repositories effortlessly. Create, update, and search for fi…
— ○ ⏳ — N/A N/A — 95 —
45978
CSOAI-ORG
nrswa-ai-mcp Claim 1
UK street works compliance. Section 50 licences, S58 deferral, S74 overrun pena…
— ○ ⏳ — N/A N/A — 81 —
45979
BrunonXU
Enables AI assistants to search real content from Xiaohongshu and Zhihu, suppor…
— ○ ⏳ — N/A N/A — — —
45980
caron14
Validates BigQuery SQL syntax and performs dry-run analysis without executing q…
— ○ ⏳ — — — — — —
45981
Heretek-RE
MCP server that exposes an AI decompiler via an OpenAI-compatible API, enabling…
— ○ ⏳ — — — — — —
45982
odds-api-io
Enables AI assistants to access sports betting odds data from 265+ bookmakers a…
— ○ ⏳ — — — — — —
45983
mlava
Agent Ready Claim
Agent Ready is an AI agent readability scanner — point it at any public URL and…
— ○ ⏳ — — — — 81 —
45984
dragonejt
MCP Server for Apache Iceberg, enabling users to read, query, and manipulate da…
— ○ ⏳ — — — — 81 —
45985
darrengruber
fsastore-mcp Claim
Enables AI agents to search FSA-eligible products on fsastore.com, add them to …
— ○ ⏳ — — — — — —
45986
jrokeach
A lightweight MCP server that handles git operations on behalf of AI coding ass…
— ○ ⏳ — N/A N/A — — —
45987
balloonf
An advanced SSH session manager that allows Claude to establish and manage mult…
— ○ ⏳ — — — — 81 —
45988
catfish-1234
sessionmem Claim
Local-first memory layer for AI coding assistants. Watches your coding sessions…
— ○ ⏳ — N/A N/A — — —
45989
daniel-ddtech
Adlicio Claim
Scrape customer comments and reviews from Reddit, YouTube, Amazon, TikTok, and …
— ○ ⏳ — — — — — —
45990
sejongjeong
Enables LLM agents to control NVIDIA Run:AI infrastructure by dynamically searc…
— ○ ⏳ — N/A N/A — — —
45991
elad12390
Enables searching and analyzing Sentry issues, events, and traces via natural l…
— ○ ⏳ — — — — — —
45992
belugatempo-dot
Enables real-time web search with source citations by leveraging Perplexity AI'…
— ○ ⏳ — N/A N/A — 95 —
45993
edithatogo
fyi-mcp Claim
FYI request management with tools for requests, authorities, correspondence, sy…
— ○ ⏳ — N/A N/A — — —
45994
Alice0416
Enables University of Toronto students to access academic data from ACORN and Q…
— ○ ⏳ — — — — 81 —
45995
QuartzUnit
Embgrep Claim
Local semantic search — embedding-powered grep for files, zero external service…
— ○ ⏳ — N/A N/A — 95 —
45996
MickeyDB
Enables management of Cobalt Strike red team operations through natural languag…
— ○ ⏳ — — — — 81 —
45997
blueprint-chart
The open chart format an LLM writes and the browser renders — to interactive, a…
— ○ ⏳ — N/A N/A — — —
45998
CSOAI-ORG
agent-negotiation-mcp MCP server by MEOK AI Labs
— ○ ⏳ — — — — — —
45999
AiAgentKarl
Enables testing and validation of APIs for AI agent compatibility, providing sc…
— ○ ⏳ — — — — — —
46000
tkthomas27
Query food inspection grades and violations for Charlotte/Mecklenburg County, N…
— ○ ⏳ — — — — — —
Showing 45951–46000 of 69261 servers
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