MCP Server Quality Scores

Independent quality analysis of 69153 public MCP servers

69153
Discovered
→
33861
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
53801
cheatbased
MCP server for ReceiptConverter that allows AI assistants to parse any receipt …
— ○ ⏳ — — — — — —
53802
datakoot
Read-only on-chain intel for AI agents on Base: balances, tokens, gas, tx statu…
— ○ ⏳ — — — — — —
53803
dotlab-hq
ImageMcp Claim
A full-featured image processing MCP server for AI assistants, exposing ~55 too…
— ○ ⏳ — N/A N/A — — —
53804
Iploop
MCP server giving AI agents controlled residential-proxy web access with option…
— ○ ⏳ — — — — — —
53805
synapseops
Connects AI assistants and agentic frameworks to the Graphor API, enabling grap…
— ○ ⏳ — — — — — —
53806
IlyaBizyaev
Traggo MCP Claim
An MCP server for Traggo, a tag-based time tracking tool. Manage time spans, ti…
— ○ ⏳ — — — — — —
53807
treez250
keyreaper Claim
KeyReaper is an MCP server that gives Claude agents full control over API keys …
— ○ ⏳ — N/A N/A — 95 —
53808
Squared-Lemons-Ltd
PodMule Claim
Search, draft and manage your podcast workspace from your agent.
— ○ ⏳ — — — — — —
53809
Astro2024
MCP server providing tools to look up Pokémon, moves, abilities, items, locatio…
— ○ ⏳ — — — — — —
53810
navanithbharadwaj
streams Claim
— ○ ⏳ — N/A N/A — 95 —
53811
print-yuhuan
A MCP server that exposes QQ bot capabilities over Streamable HTTP, enabling cl…
— ○ ⏳ — — — — — —
53812
Amine-Mhiri
Write Reels, TikTok, LinkedIn, X, YouTube and newsletter content in your own vo…
— ○ ⏳ — — — — — —
53813
BusyBee3333
Complete MCP server for Calendly API v2 with 40+ tools and 12 interactive React…
— ○ ⏳ — — — — — —
53814
amitsingh2003
Synapse Claim
Provides structural code intelligence via 26 MCP tools, enabling AI assistants …
— ○ ⏳ — — — — — —
53815
chochinlu
An MCP server that integrates AI assistants with the Flickr API, enabling manag…
— ○ ⏳ — N/A N/A — — —
53816
sameer2191
Local-first repository memory for AI coding agents that indexes codebases into …
— ○ ⏳ — N/A N/A — — —
53817
ezesubu
Enables AI clients like Claude Code, Cursor, or VS Code to drive the Unreal Edi…
— ○ ⏳ — N/A N/A — — —
53818
Automattic
Provides AI assistants with access to WordPress Design System component informa…
— ○ ⏳ — N/A N/A — — —
53819
Financial-Portfolios-AI
Systematic model portfolios: allocations, holdings history, model-alignment ari…
— ○ ⏳ — — — — — —
53820
aboomar26
A weather MCP server that geocodes city names and fetches live weather from Ope…
— ○ ⏳ — — — — — —
53821
donpham7
edstem_mcp Claim
An MCP server that allows AI assistants to access EdStem course discussion boar…
— ○ ⏳ — N/A N/A — — —
53822
Rinkesh-Ranpariya-Simform
A Model Context Protocol (MCP) server for managing shared expenses between grou…
— ○ ⏳ — — — — — —
53823
iamsamitdev
Enables sending LINE messages (push, multicast, broadcast), retrieving user pro…
— ○ ⏳ — — — — — —
53824
Governed access to private code for coding agents: policy, redaction, audit cha…
— ○ — N/A N/A — 69 —
53825
bischoff99
Enables comprehensive shipping and order management through EasyPost and Veeqo …
— ○ ⏳ — — — — 81 —
53826
jpoullet2000
Enables creation of professional PowerPoint presentations with AI-generated con…
— ○ ⏳ — N/A N/A — — —
53827
qoomezhu
gomcp-worker Claim
Cloudflare Workers 上的 MCP 服务器,通过 CDP 控制 Lightpanda 浏览器,支持导航、搜索、获取 Markdown 和链接提…
— ○ ⏳ — — — — — —
53828
dorianmeric
Docs-to-AI Claim
Enables LLMs to query documents using semantic search, supporting PDFs, Word, E…
— ○ ⏳ — — — — — —
53829
VictorNain26
An MCP server that enables AI agents to search, retrieve, and curate free stock…
— ○ ⏳ — — — — — —
53830
louiscklaw
mcp-hko Claim
Provides access to Hong Kong Observatory weather data APIs, enabling retrieval …
— ○ ⏳ — — — — — —
53831
imattas
h1-brain Claim
Connects AI assistants to HackerOne bug bounty history, program scopes, and pub…
— ○ ⏳ — N/A N/A — — —
53832
junmingg
Enables read-only SQL analytics and ALS collaborative filtering recommendations…
— ○ ⏳ — — — — — —
53833
testopenai.1407
iototsample Claim
— ○ ⏳ — N/A N/A — 95 —
53834
marcus160365
Behavioral intelligence for client-facing professionals. Know who you're walkin…
— ○ ⏳ — — — — — —
53835
VFX-Tools-LLC
A Model Context Protocol (MCP) server that provides AI assistants with full acc…
— ○ ⏳ — — — — — —
53836
chienchuanw
GMA2 MCP Claim
An MCP server that lets AI assistants control grandMA2 lighting consoles via Te…
— ○ ⏳ — — — — — —
53837
mcpslim
Token-optimized Playwright MCP server that reduces context window usage by 73.8…
— ○ ⏳ — N/A N/A — — —
53838
harshadanu
Exposes Moro Hub's services, facilities, and operational data as AI-callable to…
— ○ ⏳ — — — — — —
53839
TheNaham
Enables AI agents to search Korean health food product catalog, generate biling…
— ○ ⏳ — — — — — —
53840
Ubani-Studio
Enables AI assistants to control CLO3D for pattern creation, fabric swapping, s…
— ○ ⏳ — N/A N/A — — —
53841
Astatide1337
Orchestrates persistent task graphs and enforces approval policies for MCP-driv…
— ○ ⏳ — — — — — —
53842
Artem362
Local-first memory for AI agents: SQLite FTS5, deterministic recall, no vector …
— ○ ⏳ — N/A N/A — — —
53843
AI-FanGe
Enables natural language control of ElephantRobotics MyCobot series robotic arm…
— ○ ⏳ — N/A N/A — — —
53844
SigaoLi
Read-only access to Sigao Li's profile, CV and case studies. Bilingual (EN/ZH).
— ○ ⏳ — — — — — —
53845
Translatize
mcp Claim
Read, search, edit and branch Translatize translation labels and fill missing t…
— ○ ⏳ — N/A N/A — — —
53846
isaac-dev0
hello-world Claim
A minimal MCP server deployable to Volken that exposes echo, add, and current_t…
— ○ ⏳ — — — — — —
53847
CSOAI-ORG
Auction house analytics, market intelligence, crafting optimization, inventory …
— ○ ⏳ — — — — — —
53848
AJBogo9
sonic-mcp Claim
MCP server that connects Claude Code to Sonic Pi for AI-assisted beat making, e…
— ○ ⏳ — N/A N/A — — —
53849
krazke
Kodama MCP Claim
AST-aware code exploration MCP server for AI agents, optimized for token effici…
— ○ ⏳ — N/A N/A — — —
53850
Ta-Gu
Enables AI coding assistants to query private academic paper collections via st…
— ○ ⏳ — N/A N/A — — —
Showing 53801–53850 of 69153 servers