MCP Server Quality Scores

Independent quality analysis of 46053 public MCP servers

46053
Discovered
29531
Scored
2112
Verified
16952
Complete

Last updated 1 hour ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
42501
ketangupta1-ai
powerbi-mcp Claim
Enables interaction with Power BI and Fabric through MCP tools, including works…
42502
Satring MCP Claim 1
Discover and compare L402 + x402 paid API services from satring.com
N/A N/A 81
42503
vigilancetrent
mcpforge Claim
A Python library to build MCP servers with decorators, auto-generating JSON Sch…
42504
dedalus-labs
An MCP server that serves documentation and enables AI-powered search, Q\&A, an…
42505
huss-mo
GroundMemory Claim
An MCP-native, local-first memory server that gives AI agents persistent, struc…
42506
thangnm93
Provides AI assistants with full access to Metabase analytics platform, enablin…
42507
kalehdoo
Production MCP server for Postgres, Oracle, Snowflake, BigQuery, Redshift, Duck…
N/A N/A
42508
marcusicaro
meridian-mcp Claim
A timezone-aware MCP server that converts times, looks up current local times, …
N/A N/A
42509
Group-Taiga
Lets MCP-compatible hosts like Claude and Cursor use Lunaar's AI building block…
42510
originalrashmi
RC Engine Claim
An AI-native product development pipeline that guides users from idea to shippi…
42511
cmudrc
tigl-mcp Claim
Provides MCP tools for CPACS-oriented TiGL workflows, enabling lifecycle manage…
42512
MarcoPorcellato
local-first background AI daemon for Logseq OG. Turns your notes into an agenti…
N/A N/A
42513
smallhandsome
ShotAPI Claim
Screenshot & Render API for AI Agents. MCP Server lets Claude, Cursor capture w…
42514
bads1de
Provides access to global news articles from over 60,000 sources through the GN…
42515
goldendev0830
FastAPI-MCP Claim
Exposes your FastAPI endpoints as Model Context Protocol tools with authenticat…
42516
philpof102-svg
mystreet Claim
MCP oracle of reputation for ia agent
42517
agentic-research
mache Claim
IDE-style navigation for structured data — code, JSON, YAML. Jump to definition…
N/A N/A
42518
moekatib
Integrates with the Pica API platform to enable seamless interaction with vario…
42519
CSOAI-ORG
meal-planner-ai-mcp MCP server by MEOK AI Labs
N/A N/A
42520
aisacAdmin
SecOps MCP Claim
Provides access to 13+ penetration testing and security audit tools through a u…
81
42521
kcjonnyc
Enables AI assistants to search news articles, get top headlines, and browse so…
42522
luffysolution-svg
An MCP server that integrates Zotero and MinerU pipelines to import and manage …
N/A N/A
42523
wuxiaolong123121
Enforces engineering governance for AI-driven software projects, ensuring state…
42524
Lincyghb
MCP server for reading and writing .xls (Excel 97-2003) files, enabling data ma…
N/A N/A
42525
rbmuller
scherlok Claim
Zero-config data quality monitoring across Postgres, BigQuery, Snowflake, MySQL…
N/A N/A
42526
pingera
A Model Context Protocol (MCP) server for the Pingera monitoring service, provi…
42527
iSamBa
pdf2mcp Claim
Turn any PDF folder into a searchable MCP server with semantic, hybrid, or keyw…
N/A N/A
42528
fruggr
A Model Context Protocol (MCP) server that connects LLMs to the Zendesk Support…
42529 N/A N/A 95
42530
AutomateLab-tech
Point it at your site, get a whole-site AEO/GEO audit plus a ready-to-run plan …
42531
nikos.workflow
demo-002 Claim
N/A N/A 95
42532
chrishayuk
mcp-cli Claim
Yet another CLI tool for testing MCP servers
N/A N/A 95
42533
Ezzeay
mcp-server Claim
Production-ready TypeScript MCP server exposing utility, GitHub, and Microsoft …
N/A N/A
42534
UOR-Foundation
A GitHub-based implementation of the Model Context Protocol that enables LLMs t…
81
42535
gwizards
Enables AI assistants to generate 3D models, textures, and images via the Meshy…
42536
perforce
Enables AI assistants to interact with P4 Plan project management data via Grap…
42537
zhangwanli09
Enables AI agents to search and retrieve API documentation from an internal Swa…
42538
La0bALanG
Enables solving math, physics, chemistry and other subject problems from images…
42539
CSOAI-ORG
ip-network-ai-mcp MCP server by MEOK AI Labs
N/A N/A
42540
shape-network
Provides AI assistants access to Shape's onchain data including gasback distrib…
42541
arthurfantaci
A comprehensive MCP server that provides complete access to Qlik Sense applicat…
42542
unnimk75-web
Enables healthcare benefits management by providing member eligibility verifica…
81
42543
Nitin-Gupta1109
TalkDB Claim
Enables natural language querying of databases with multi-turn conversations, a…
N/A N/A
42544
UVU-Store
A Model Context Protocol server that provides comprehensive access to the Shopi…
42545
KeyserDSoze
Enables local-first book writing with AI assistance, allowing users to scaffold…
42546
sheeryn123
A production-grade MCP server providing 18 tools for comprehensive GitHub inter…
42547
melisasvr
An AI-powered deep research agent that automates the full research pipeline fro…
42548
the-Lobbi
A LangGraph-powered MCP server for infrastructure orchestration with autonomous…
42549
Surya443
Enables controlling smart home devices like lights, fans, air conditioners, and…
N/A N/A
42550
kao273183
AI 規格大師 — MCP server bridging specs (Linear / JIRA / GitHub Issues / Notion / M…
Showing 42501–42550 of 46053 servers
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