MCP Server Quality Scores

Independent quality analysis of 69313 public MCP servers

69313
Discovered
→
33958
Scored
→
2112
Verified
→
16953
Complete

Last updated 23 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
43101
potentgtm-prog
A remote MCP server deployed on Cloudflare Workers without authentication, enab…
— ○ ⏳ — N/A N/A — — —
43102
wynandw87
Integrates Perplexity AI's search and research capabilities into Claude Code, e…
— ○ ⏳ — N/A N/A — — —
43103
lettfeti
used-tempon Claim
Enables logging time to Tempo (Jira time tracker) via natural language in Claud…
— ○ ⏳ — N/A N/A — — —
43104
minhhua-EH
Semantic code search for Claude Code, enabling natural language codebase indexi…
— ○ ⏳ — N/A N/A — — —
43105
iamakash-06
Enables AI agents to monitor web documentation for changes, perform semantic se…
— ○ ⏳ — N/A N/A — — —
43106
anusoft
ultrastealth Claim
Enables Claude to perform stealth browser automation with anti-detection, inclu…
— ○ ⏳ — N/A N/A — — —
43107
YounesBensafia
research-mcp Claim
MCP server for searching, retrieving, and extracting full-text PDFs from arXiv …
— ○ ⏳ — — — — — —
43108
adityarya24
Provides Vedic astrology calculations (kundali, dasha, panchang, yoga) and Hind…
— ○ ⏳ — — — — — —
43109
Neosyn-Logic
cg-agent-kit Claim
Enables AI agents to design hardware by writing C-like HDL and compiling it to …
— ○ ⏳ — N/A N/A — — —
43110
reallygood83
Enables natural language search of Teachermall products and provides smart reco…
— ○ ⏳ — — — — — —
43111
SecretRichGarden
轻量级MCP服务器,提供学术文献检索、论文详情、全文下载等功能,可配合PubMed MCP用于生物医学检索链路。
— ○ ⏳ — — — — — —
43112
norus
Enables AI assistants to interact with Atlassian Bamboo CI/CD, allowing natural…
— ○ ⏳ — — — — — —
43113
sevaepsteyn
Provides 170+ tools to manage UniFi networks via the internal controller API, e…
— ○ ⏳ — N/A N/A — — —
43114
liminalpepe
Verify-before-act safety tools for AI coding agents, providing MCP tools to che…
— ○ ⏳ — — — — — —
43115
Tairon-ai
Enables AI assistants to perform Aerodrome Finance DEX operations on Base chain…
— ○ ⏳ — — — — — —
43116
Poulouloup
An MCP server that orchestrates multiple devices (mobile, desktop, laptop) via …
— ○ ⏳ — N/A N/A — — —
43117
syedasad-kiwi
Enables interaction with MongoDB databases through the Model Context Protocol, …
— ○ ⏳ — N/A N/A — — —
43118
Mahinika
Enables creating, modifying, and managing MagicaVoxel .vox files through natura…
— ○ ⏳ — N/A N/A — — —
43119
wise-toddler
redash-mcp Claim
Model Context Protocol (MCP) server for Redash - manage queries, dashboards, an…
— ○ ⏳ — — — — — —
43120
naivedhya27-cmyk
An MCP server that exposes SOC2 and HIPAA compliance remediation logic as struc…
— ○ ⏳ — — — — — —
43121
recursive
Query the Recursive AI support agent platform — pricing, features, capabilities…
— ○ ⏳ — — — — 81 —
43122
mittwald
Enables external MCP clients to execute Mittwald CLI commands on behalf of user…
— ○ ⏳ — — — — — —
43123
Kevork-Nexacrawl-dev
Provides access to Jina AI's suite of tools including web search, URL reading, …
— ○ ⏳ — — — — 81 —
43124
bene-bosco
kimi-api-mcp Claim
MCP server that provides file operations and Moonshot API-powered tools (reason…
— ○ ⏳ — N/A N/A — — —
43125
Mumega-com
Enables AI agents to publish and manage content on Inkwell sites via 12 tools, …
— ○ ⏳ — — — — — —
43126
serhabdel
An optimized Excel MCP server with 25+ tools for creating, reading, writing, fo…
— ○ ⏳ — N/A N/A — — —
43127
globus
globus-mcp Claim
MCP server enabling LLMs to manage Globus data transfers and compute tasks.
— ○ ⏳ — — — — — —
43128
0xCJT
A local-first personal AI agent infrastructure that extends Claude Desktop with…
— ○ ⏳ — N/A N/A — — —
43129
MartinCeska
suitest-docs Claim
Enables searching and retrieving pages from the Suitest documentation via full-…
— ○ ⏳ — N/A N/A — — —
43130
ozwei
Enables MCP clients to interact with local LLMs via LM Studio, supporting dynam…
— ○ ⏳ — N/A N/A — — —
43131
luislopezsanchez
Enables AI assistants to search, validate, and manage n8n workflows, providing …
— ○ ⏳ — — — — — —
43132
Eastmapquest735
A Windows-ready MCP server to manage Meta Ads with Claude Code, providing ad cr…
— ○ ⏳ — N/A N/A — — —
43133
gitagenticdev
Enables AI models like Claude or GPT to interact with a decentralized git netwo…
— ○ ⏳ — — — — — —
43134
BenjisCollector
MCP server demonstrating FDE primitives: TF-IDF search, extractive summarisatio…
— ○ ⏳ — N/A N/A — — —
43135
l0kifs
Analyzes Python project structure by exploring directory trees, extracting outl…
— ○ ⏳ — N/A N/A — — —
43136
denwakeup
MCP server for Todoist API integration, allowing management of tasks, projects,…
— ○ ⏳ — — — — — —
43137
pipeworx-io
Search, query, and explore City of Phoenix open geospatial data (parcels, zonin…
— ○ ⏳ — — — — — —
43138
yahyayozo
Bridges LLMs to the Ceedling C unit testing framework, enabling test execution,…
— ○ ⏳ — N/A N/A — — —
43139
AB94-nextleap
A secure tool bridge to Google Docs and Gmail via OAuth 2.0, with a console app…
— ○ ⏳ — N/A N/A — — —
43140
tomschell
Auto-captures decision context from multi-agent workflows to preserve the 'why'…
— ○ ⏳ — N/A N/A — — —
43141
tyswi1197-boop
A minimal, tag-free personal memory system that syncs across all Claude interfa…
— ○ ⏳ — — — — — —
43142
methodify
Provides a stateful local Spark session for running PySpark and SQL cells, enab…
— ○ ⏳ — — — — — —
43143
iflow-mcp
Enables AI assistants to generate, validate, and optimize PLUMED input files fo…
— ○ ⏳ — N/A N/A — — —
43144
pipeworx-io
mcp-speedrun Claim
Enables AI agents to query Speedrun.com data through the official API, supporti…
— ○ ⏳ — — — — — —
43145
polydera
lunar Claim
Browser-based geometry processing server that enables AI agents to create geome…
— ○ ⏳ — — — — — —
43146
snapspecter
Transforms mitmproxy into a toolset for AI agents to inspect, modify, and repla…
— ○ ⏳ — N/A N/A — — —
43147
Lina6795
A pluggable, observable modular RAG service framework that exposes tool interfa…
— ○ ⏳ — N/A N/A — — —
43148
gabrielmahia
bima-mcp Claim
MCP server for Kenya insurance intelligence, providing tools to query insurance…
— ○ ⏳ — N/A N/A — — —
43149
zenlyticgreg
A production-grade MCP server for querying U.S. Census Bureau data (ACS 5-Year …
— ○ ⏳ — — — — — —
43150
ContextBolt
AI-powered recall over your saved bookmarks. It gives Claude semantic search, t…
— ○ ⏳ — — — — — —
Showing 43101–43150 of 69313 servers
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