MCP Server Quality Scores

Independent quality analysis of 69236 public MCP servers

69236
Discovered
→
33911
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 39 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
46801
fedora-copr
Copr MCP Claim
Provides tools to interact with Fedora Copr, enabling users to manage projects,…
— ○ ⏳ — N/A N/A — 95 —
46802
shoaibjin27-spec
Enables managing Stitch design projects via natural language, including listing…
— ○ ⏳ — — — — — —
46803
emzimmer
Provides access to Anthropic's AI models through the Model Context Protocol, en…
— ○ ⏳ — — — — — —
46804
JesKwek
BioOpenMCP Claim
BioOpenMCP enables users to run bioinformatics tools like FastQC, Cutadapt, and…
— ○ ⏳ — N/A N/A — — —
46805
danieldoderlein
llm-bus Claim
Coordinate multiple AI agents over MCP: atomic claims, leases, shared ledger, h…
— ○ ⏳ — — — — — —
46806
dania
Social media automation with AI. Publish, schedule, manage campaigns, DMs, anal…
— ○ ⏳ — — — — 81 —
46807
Provides 208+ tools for AI-native engineering intelligence via Allstacks API.
— ○ — N/A N/A — 81 —
46808
kassol
Memory MCP Claim
Personal memory service using semantic vector retrieval and knowledge graphs to…
— ○ ⏳ — — — — — —
46809
bbangjooo
Discover and connect to Model Context Protocol servers effortlessly. Installati…
— ○ ⏳ — N/A N/A — 95 —
46810
mendableai
FireCrawl Claim 1
MCP server for FireCrawl web scraping integration
— ○ ⏳ — N/A N/A — 95 —
46811
ancienthu
Enables AI tools to extract Feishu documents (Docx/Wiki) via Feishu Open API an…
— ○ ⏳ — N/A N/A — — —
46812
rabbitcannon
An MCP server that connects AI assistants to the PixelLab pixel art generation …
— ○ ⏳ — — — — — —
46813
whisper-sec
WhisperGraph Claim
Self-hostable MCP server for WhisperGraph — a graph of 7.39B nodes / 39B edges …
— ○ ⏳ — — — — — —
46814
thebackpackdevorg
Turns any folder of Markdown files into a searchable, structured knowledge base…
— ○ ⏳ — N/A N/A — — —
46815
tatsunori-ono
A token-optimized documentation and Q&A registry for AI agents, providing dense…
— ○ ⏳ — — — — — —
46816
andrewnexys
EdgeFinder Claim
CLI and MCP server for EdgeFinder sports analysis. Get AI-powered NFL, NBA, and…
— ○ ⏳ — — — — — —
46817
joshuabryson
MCP server for searching, browsing, solving, and interpolating engineering equa…
— ○ ⏳ — N/A N/A — — —
46818
kingcos
fanfou-mcp Claim
基于 FastMCP 构建的饭否 MCP 服务器,提供饭否时间线、用户、发布等工具和服务。
— ○ ⏳ — — — — — —
46819
CSOAI-ORG
markdown-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
46820
null
Canvas Claim
Canvas MCP is a collection of Canvas LMS tools for the model context protocol. …
— ○ ⏳ — — — — 81 —
46821
CSOAI-ORG
clipboard-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
46822
u9401066
Enables AI agents to perform structured root cause analysis from clinical incid…
— ○ ⏳ — N/A N/A — — —
46823
mnot
webcal-mcp Claim
A read-only MCP server that exposes iCalendar feeds as queryable tools for LLM …
— ○ ⏳ — N/A N/A — — —
46824
SaideLeon
A Model Context Protocol server that searches educational articles from todamat…
— ○ ⏳ — — — — 81 —
46825
ladourv-hkzl
Real-time US state ABC (Alcoholic Beverage Control) liquor license compliance r…
— ○ ⏳ — — — — 81 —
46826
junter1989k-ai
Nepal payments for AI agents — Khalti wallet via Khalti. Never holds funds.
— ○ ⏳ — — — — — —
46827
Streen9
React MCP Claim
Enable Claude AI to manage and interact with React applications seamlessly.
— ○ ⏳ — N/A N/A — 95 —
46828
subhamraj76
Enables AI agents to read, search, write, and update Microsoft OneNote pages th…
— ○ ⏳ — N/A N/A — — —
46829
rishimohan
Orshot Claim
Orshot's MCP Server lets you dynamically generate images from your templates fr…
— ○ ⏳ — — — — 81 —
46830
janedouat
mcp-test Claim
— ○ ⏳ — N/A N/A — 95 —
46831
FreeGuy-AI
A verified dependency-audit verdict any AI agent can call over MCP, not a raw s…
— ○ ⏳ — N/A N/A — — —
46832
namuan
Integrates with Trello to manage tasks and cards with features like creating, u…
— ○ ⏳ — — — — — —
46833
928871247
一个基于FastMCP协议的文件向量化服务,支持自动目录监控、多格式文件处理和高效向量搜索,帮助构建个人或团队知识库。
— ○ ⏳ — — — — 81 —
46834
Inferensys
dr-mcp Claim
Audits MCP configs, scores risk, and creates reversible repair plans.
— ○ ⏳ — N/A N/A — — —
46835
duyngo91
Enables analysis of Karate framework feature files, extracting dependencies and…
— ○ ⏳ — N/A N/A — — —
46836
blumaa
ds-mcp-sync Claim
Syncs design tokens and components from Figma to a Design System codebase, enab…
— ○ ⏳ — N/A N/A — — —
46837
amrahman90
An MCP server that integrates with the Amadeus Flight Availabilities Search API…
— ○ ⏳ — N/A N/A — — —
46838
hanzala-sohrab
Enables natural language interaction with MySQL databases through MCP, supporti…
— ○ ⏳ — — — — — —
46839
aryaminus
astro Claim
Multi-tradition astrology. 19 modes, 18 tools. Deterministic ephemeris engine.
— ○ ⏳ — N/A N/A — — —
46840
RosenAdvertising
MCP server providing full Smokeball API coverage for law firm practice manageme…
— ○ ⏳ — — — — 81 —
46841
oseni99
A minimal Model Context Protocol server implementation that provides tools for …
— ○ ⏳ — — — — 81 —
46842
bratko1234
dbt-mcp Claim
MCP server that provides tools to interact with dbt, including dbt Core, Cloud …
— ○ ⏳ — — — — — —
46843
xiangzhicjm-cyber
cjm_test Claim
— ○ ⏳ — N/A N/A — 95 —
46844
GolderBrother
Gives AI coding assistants cross-session persistent memory with semantic search…
— ○ ⏳ — N/A N/A — — —
46845
artugrande
Celo MCP Claim
Enables read and write access to the Celo blockchain including balance checks, …
— ○ ⏳ — — — — — —
46846
bioanywhere
Enables AI applications to interact with the Base blockchain network and Coinba…
— ○ ⏳ — — — — 81 —
46847
archergate-mcp
Archergate Claim
Open-source software licensing SDK. Generate ready-to-paste license validation …
— ○ ⏳ — N/A N/A — 95 —
46848
dammyboss
An MCP server providing 69 tools for interacting with Azure DevOps, supporting …
— ○ ⏳ — — — — — —
46849
jeffmetricas
Enables WhatsApp automation through MCP protocol, allowing users to manage sess…
— ○ ⏳ — N/A N/A — 95 —
46850
axel-belfort
Webhook testing API for AI agents. Send POST/PUT/PATCH/DELETE requests to any e…
— ○ ⏳ — — — — 81 —
Showing 46801–46850 of 69236 servers
« Prev 1 … 935 936 937 938 939 … 1385 Next »