MCP Server Quality Scores

Independent quality analysis of 69224 public MCP servers

69224
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 5 hours, 37 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
48601
slushpupie
actual-mcp Claim
Bridges AI/LLM applications to Actual Budget, exposing budget data as MCP tools…
— ○ ⏳ — — — — — —
48602
tobinsouth
Lets Claude search Amazon products via multiple keyword queries and present cur…
— ○ ⏳ — — — — — —
48603
doctone
MCP server for the Inngest Cloud REST API to inspect functions, runs, and event…
— ○ ⏳ — N/A N/A — — —
48604
crismardev
A deployable MCP server on Cloudflare Workers that enables tool integration wit…
— ○ ⏳ — — — — 81 —
48605
Pullagura55
Enables Claude to perform file operations, retrieve system information, run cal…
— ○ ⏳ — N/A N/A — — —
48606
MK-986123
A local-first MCP server for durable agent memory using SQLite and FTS5, enabli…
— ○ ⏳ — N/A N/A — — —
48607
sonofakel
raggy-mcp Claim
Provides centralized, persistent memory and knowledge graph for AI agents via R…
— ○ ⏳ — N/A N/A — — —
48608
rongtianjie
vision_mcp Claim
Enables LLMs like DeepSeek to understand images by calling external vision mode…
— ○ ⏳ — N/A N/A — 95 —
48609
meilSop
Provides tools for AI assistants to list, search, and get details of YApi inter…
— ○ ⏳ — N/A N/A — — —
48610 — ○ ⏳ — N/A N/A — 95 —
48611
ceeyang-ai
Enables AI agents to create data visualizations like bar charts, line charts, p…
— ○ ⏳ — — — — — —
48612
lordraw77
zabbix-mcp Claim
Exposes Zabbix monitoring capabilities as callable tools for AI agents and MCP-…
— ○ ⏳ — — — — — —
48613
uzzikie
lark-mcp Claim
Integrates Feishu/Lark OpenAPI as MCP tools, enabling AI assistants to automate…
— ○ ⏳ — — — — — —
48614
Rethunk-AI
clodbridge Claim
Enables Claude Code to automatically discover and use project-specific rules, s…
— ○ ⏳ — N/A N/A — — —
48615
iamkw0n
youtube-mcp Claim
Enables YouTube search, video details, channels, playlists, and comments scrapi…
— ○ ⏳ — N/A N/A — — —
48616
DedInc
agents-mcp Claim
Enables running AI agents via OpenAI-compatible APIs with custom system prompts…
— ○ ⏳ — N/A N/A — — —
48617
sinmb79
Enables AI clients to search and read Korean Construction Standards (KCS/KDS) d…
— ○ ⏳ — — — — — —
48618
m18500749500-create
A public-safe demo MCP server for learning how to package Tools, Resources, and…
— ○ ⏳ — N/A N/A — — —
48619
vellankikoti
Provides Kubernetes deployment intelligence with typed query tools and AI-synth…
— ○ ⏳ — — — — — —
48620
SachinGawande2003
A bioinformatics MCP server that connects AI clients to over 30 life science da…
— ○ ⏳ — — — — — —
48621
Humotica
MCP server for tibet-triage — process triage, flare rescue & reproducibility bu…
— ○ ⏳ — — — — — —
48622
toruproject
Generate styled map images (PNG/SVG) for any location, with customizable color …
— ○ ⏳ — N/A N/A — — —
48623
fcfrasca
A decentralized 32×32 pixel-war execution grid for autonomous AI agents on Base…
— ○ ⏳ — — — — 81 —
48624
Morpheis
carapace-mcp Claim
Enables AI agents to semantically search and contribute insights to a shared kn…
— ○ ⏳ — N/A N/A — — —
48625
u9401066
nsforge-mcp Claim
Enables creation of new mathematical formulas through symbolic derivation, veri…
— ○ ⏳ — — — — — —
48626
F1LT3R
agent-notify Claim
Enables AI agents and applications to send audio notifications with text-to-spe…
— ○ ⏳ — N/A N/A — — —
48627
nitzpo
MCP server for querying Israeli government real estate data, enabling property …
— ○ ⏳ — — — — — —
48628
FL1NEE
MCP server for intercepting and mocking HTTP(S) traffic via a Mockttp proxy, wi…
— ○ ⏳ — N/A N/A — — —
48629
fastmcp-me
Enables natural language management of Apache Airflow workflows, including DAG …
— ○ ⏳ — — — — — —
48630
pipeworx-io
Provides access to Cincinnati open data via the Socrata SODA API, allowing user…
— ○ ⏳ — — — — — —
48631
sethswango
Converts screenshots into context-aware UI code that integrates seamlessly with…
— ○ ⏳ — — — — — —
48632
Andrianagnostic63
Enables searching Turkish patent, trademark, and industrial design data via the…
— ○ ⏳ — — — — — —
48633
mark.evgenev
test Claim
— ○ ⏳ — N/A N/A — 95 —
48634
dsblank
Enables natural language queries about family tree data from a Gramps genealogy…
— ○ ⏳ — N/A N/A — — —
48635
breverdbidder
BidDeed MCP Claim
AI-powered foreclosure auction intelligence for Florida counties via MCP tools.
— ○ ⏳ — — — — — —
48636
Roxmix
AgentOS Claim
MCP server providing persistent memory, goal tracking, self-reflection, and bac…
— ○ ⏳ — N/A N/A — — —
48637
alfaarghya
A Model Context Protocol server that enables keyword search within files, retur…
— ○ ⏳ — N/A N/A — — —
48638
ishay60
mcpolyglot Claim
One config, one CLI that turns your databases (Postgres, MySQL, SQLite, MongoDB…
— ○ ⏳ — — — — — —
48639
light4
Enables dynamic and reflective problem-solving through a structured thinking pr…
— ○ ⏳ — — — — — —
48640
iamserge
Enables AI assistants to interact with Nexus projects, allowing management of p…
— ○ ⏳ — — — — 81 —
48641
udaykakade25
A Model Context Protocol implementation that bridges language models with Linke…
— ○ ⏳ — N/A N/A — 95 —
48642
pipeworx-io
data-sncf Claim
Enables querying SNCF Open Data (train schedules, stations, punctuality, etc.) …
— ○ ⏳ — — — — — —
48643
conorbronsdon
Manage Transistor.fm podcasts: episodes, analytics, transcripts, and webhooks.
— ○ ⏳ — N/A N/A — — —
48644
albertvalleeduval
brain-mcp Claim
Connects claude.ai to a private GitHub repo of markdown files as a personal sec…
— ○ ⏳ — — — — — —
48645
agentaudit-dev
AgentAudit Claim
Security scanner for AI agent packages that enables AI agents to audit MCP serv…
— ○ ⏳ — — — — — —
48646
aicastle-school
Stock Price Claim
Fetch current stock quotes by ticker symbol across global markets. Integrate up…
— ○ ⏳ — N/A N/A — 95 —
48647
darksider4all
Romania company registry: search 4.2M businesses by name/CUI, directors, financ…
— ○ ⏳ — — — — — —
48648 — ○ ⏳ — N/A N/A — 95 —
48649
elct9620
An MCP server that connects to OpenRouter's API to provide Perplexity's models …
— ○ ⏳ — — — — — —
48650
sselvara
MCP server built with Mastra that analyses all URLs of a website from a given U…
— ○ ⏳ — N/A N/A — — —
Showing 48601–48650 of 69224 servers
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