MCP Server Quality Scores

Independent quality analysis of 68965 public MCP servers

68965
Discovered
→
33703
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 18 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
67651
merlinrabens
MCP server that bridges OpenAI's Agents SDK with Claude Code, enabling web sear…
— ○ ⏳ — — — — — —
67652
drewbeechler
A Model Context Protocol server that provides read-only access to Google Search…
— ○ ⏳ — N/A N/A — — —
67653
simonsavoca
mcp-cowork Claim
A remote MCP server with OAuth and passphrase protection, providing a wide rang…
— ○ ⏳ — — — — — —
67654
khokan
mcp-gsuite Claim
Enables AI assistants to manage Gmail (list, search, send, label emails) and Go…
— ○ ⏳ — — — — — —
67655
UPSD1
A comprehensive Model Context Protocol (MCP) server for accessing CourtListener…
— ○ ⏳ — — — — — —
67656
saya6k
Exposes the Wardrowbe wardrobe API as MCP tools, enabling outfit suggestions, i…
— ○ ⏳ — — — — — —
67657
karichetivenkat45-pixel
Lets AI coding assistants control and inspect a live Chrome browser through MCP…
— ○ ⏳ — N/A N/A — — —
67658
mcpia
simuladorllm Claim
— ○ ⏳ — N/A N/A — 95 —
67659
MetaBrain-Labs
Converts ComfyUI workflows into MCP tools for AI agents to generate images, vid…
— ○ ⏳ — — — — — —
67660
ebmarquez
MCP server for audio transcription with speaker diarization. Transcribes MP3/WA…
— ○ ⏳ — N/A N/A — — —
67661
JulioPeixoto
MCP server for integrating with Abacate Pay API, enabling management of custome…
— ○ ⏳ — — — — — —
67662
markswendsen-code
MCP server for Airbnb — lets AI agents search listings, check availability, man…
— ○ ⏳ — N/A N/A — — —
67663
Immmmmmortal1
Multi-model agent orchestration MCP server that enables plan-code-review-delive…
— ○ ⏳ — — — — — —
67664
masamnisakasama
Self-serve MCPB demo for accounts payable invoice exception review. It performs…
— ○ ⏳ — N/A N/A — — —
67665
ys1173
Enables AI assistants to query Apache Iceberg tables on S3 via AWS Glue Data Ca…
— ○ ⏳ — — — — — —
67666
Josh-E-S
An MCP server that enables Claude and other LLM agents to manage and monitor Pe…
— ○ ⏳ — — — — — —
67667
osamah96
Ensure your content aligns with your brand’s voice, values, and visuals. Retrie…
— ○ ⏳ — — — — 81 —
67668
Patricked-code
A read-only MCP server that exposes controlled SSH tools to inventory, document…
— ○ ⏳ — — — — — —
67669
xar
bing-ads-mcp Claim
MCP server enabling AI assistants to manage Microsoft Advertising (Bing Ads) ca…
— ○ ⏳ — N/A N/A — — —
67670
Sage-Bionetworks
synapse-mcp Claim
A Model Context Protocol (MCP) server that enables AI agent access to Synapse e…
— ○ ⏳ — — — — — —
67671
psiQAQ
Zotero Agent Claim
An MCP server that embeds into Zotero, enabling AI agents to search, manage, en…
— ○ ⏳ — N/A N/A — — —
67672
MaxWilk
An MCP server for Path of Exile 2: a queryable game corpus plus Path-of-Buildin…
— ○ ⏳ — N/A N/A — — —
67673
pawanpanpan
server Claim
— ○ ⏳ — N/A N/A — 95 —
67674
KoDiK2005
ollama-mcp Claim
MCP server that lets Claude Code offload simple tasks like code explanation, wr…
— ○ ⏳ — N/A N/A — — —
67675
wuxiaoqiang12
MCP server that enables inspecting, controlling, and safely automating live ope…
— ○ ⏳ — N/A N/A — — —
67676
CyperNexus
Enables AI agents to interact with Blockbench, a 3D modeling tool for Minecraft…
— ○ ⏳ — N/A N/A — — —
67677
bestaiinsider
Audits AI-bot visibility: robots.txt per-bot for 22 AI user-agents (GPTBot/Clau…
— ○ ⏳ — — — — — —
67678
busigui2023
A unified MCP server aggregating 15 web search and extraction tools across 5 pr…
— ○ ⏳ — N/A N/A — — —
67679
etoyama
A Python MCP server for hypothesis-driven data analysis, managing analysis desi…
— ○ ⏳ — N/A N/A — — —
67680
git-fabric
An AI conversation management layer that enables creating chat sessions, persis…
— ○ ⏳ — — — — 81 —
67681
pipeworx-io
Enables querying the French National Assembly data, including deputies, interve…
— ○ ⏳ — — — — — —
67682
rexl2018
lsp-mcp Claim
Enables AI assistants to interact with VS Code's language server protocol featu…
— ○ ⏳ — N/A N/A — — —
67683
Gwyn-Ahchoo
A TypeScript MCP server boilerplate providing example tools and resources for r…
— ○ ⏳ — N/A N/A — — —
67684
belindamo
KG Memory Claim
An MCP server that implements a heavily typed knowledge graph memory system wit…
— ○ ⏳ — N/A N/A — — —
67685
ganlin770
tool-smith Claim
MCP server that routes natural language requests to structured tool calls using…
— ○ ⏳ — N/A N/A — 95 —
67686
genai-tools
Exposes 5 meta-tools that allow AI agents to autonomously discover and execute …
— ○ ⏳ — N/A N/A — — —
67687
mimaworks
MCP server for AI governance — push compliance evidence to Mima from any agent,…
— ○ ⏳ — — — — — —
67688
Ritesh-Goyal
A production-ready template for building Model Context Protocol servers in Pyth…
— ○ ⏳ — — — — — —
67689
JosiahSiegel
An MCP server that lets host-side Claude Cowork dispatch work into Claude Code …
— ○ ⏳ — N/A N/A — — —
67690
jay1234624
Enables searching and retrieving historical records from the Library of Congres…
— ○ ⏳ — — — — — —
67691
aayush13022
Enables appending to Google Docs and creating Gmail drafts with OAuth 2.0 authe…
— ○ ⏳ — N/A N/A — — —
67692
adarshj322
A Vedic astrology MCP server providing tools for natal charts, transits, compat…
— ○ ⏳ — N/A N/A — — —
67693
wenit
基于Node.js的MySQL MCP服务器,支持通过MCP协议安全操作MySQL数据库。
— ○ ⏳ — — — — — —
67694
nikira-studio
Agent Core Claim
A local capability layer for AI agents providing persistent memory, credential …
— ○ ⏳ — N/A N/A — — —
67695
swahlquist
Flask-based server that exposes callable tools via HTTP endpoints for AI agents…
— ○ ⏳ — — — — — —
67696
louiscklaw
hko-mcp Claim
MCP server with basic demonstration of getting weather from Hong Kong Observato…
— ○ ⏳ — N/A N/A — 95 —
67697
JeremiahM37
homelab-ai Claim
Self-hosted AI orchestrator that monitors and manages homelab services, exposin…
— ○ ⏳ — N/A N/A — — —
67698
Mum3n8r
Generates AI-written personalized cold email opening lines from a prospect's we…
— ○ ⏳ — — — — — —
67699
CSOAI-ORG
url-ai-mcp Claim
Url Ai MCP server. Tools: parse url, shorten url data, check url safety. Built …
— ○ ⏳ — N/A N/A — — —
67700
Axel-Jalonen
lego-mcp Claim
An MCP server that enables LLMs to build physically valid Lego models by enforc…
— ○ ⏳ — N/A N/A — — —
Showing 67651–67700 of 68965 servers