MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

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54421
Discovered
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29763
Scored
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2112
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Last updated 59 minutes ago

Grade Distribution

Score Distribution

Newly Added

AppGoblin - App Store ASO & App Intel F Mathematical Programming Solver F Melvea Local Honey Discovery F trial-overdue F recall-risk F

Biggest Gainers

Stocklake — AI Stock Intelligence +44 Google Analytics (unofficial) +42 data-enrichment +42

Biggest Drops

Serverless-DB-Oracle -46 civilquants -4 GoCreative Agent API -3
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
52801
AiAgentKarl
Enables AI agents to perform comprehensive web accessibility checks (WCAG 2.1/2…
 — ○ ⏳ — — — — — —
52802
davidmosiah
Agent-readiness scorecard for any MCP server: 10 checks, 0-100 score, actionabl…
 — ○ ⏳ — N/A N/A — — —
52803
xuange520
Ruishu MCP Claim
An MCP server that bridges LLMs with dynamic real-world data by leveraging Chro…
 — ○ ⏳ — — — — — —
52804
GraysonCAdams
An MCP server for managing recipes, meal plans, shopping lists, and more throug…
 — ○ ⏳ — — — — — —
52805
jmagar
A comprehensive Model Context Protocol server that bridges LLMs with self-hoste…
 — ○ ⏳ — — — — 81 —
52806
jomapps
Enables character management and semantic search for the Auto-Movie application…
 — ○ ⏳ — — — — 81 —
52807
gannonh
AgentPM Claim
A planning and orchestration system for AI-driven software development that int…
 — ○ ⏳ — N/A N/A — — —
52808
Niels-8
An enhanced MCP server providing comprehensive financial market data endpoints …
 — ○ ⏳ — — — — — —
52809
russelenriquez-agile
Enables interaction with Tableau Cloud and Tableau Server through the REST API,…
 — ○ ⏳ — — — — 81 —
52810
Sahib-Sawhney-WH
AI-native browser for agents. 71 tools with self-healing, semantic extraction, …
 — ○ ⏳ — N/A N/A — 81 —
52811
goranocokoljic
Indexes codebases and lets AI agents retrieve precise code snippets (functions,…
 — ○ ⏳ — — — — — —
52812
kelkalot
An MCP server that provides classic computer vision feature extraction tools (c…
 — ○ ⏳ — N/A N/A — — —
52813
kustodia
Agentic escrow payments for AI agents. Create, fund, and release escrow payment…
 — ○ ⏳ — — — — 81 —
52814
oldsnakenewtrik
A stateless MCP server that exposes RedTrack attribution data via two endpoints…
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52815
anchore
Enables AI assistants to perform vulnerability scanning using Grype, supporting…
 — ○ ⏳ — N/A N/A — — —
52816
toothlesstarantula
mcp-finance Claim
MCP server for capturing and classifying daily expenses, built with Node.js and…
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52817
BlueWaterCorp
RiskModels Claim
Dividend-adjusted US equity total returns, risk decomposition, attribution & ET…
 — ○ ⏳ — — — — — —
52818
sudenlee
Enables AI agents to query MongoDB databases and project management REST APIs t…
 — ○ ⏳ — — — — 81 —
52819
beyondwin
FixThis Claim
Local-first MCP handoff for Jetpack Compose UI feedback and source candidates.
 — ○ ⏳ — N/A N/A — — —
52820
Socialpranker
agentburn Claim
Local profiler for AI agents: burn by source, overnight bill, behavioral forens…
 — ○ ⏳ — N/A N/A — — —
52821
mnoomnoo
MCP server for searching and retrieving structured information from local resum…
 — ○ ⏳ — N/A N/A — — —
52822
ghostswap1
GhostSwap Claim
GhostSwap — non-custodial crypto swaps across 1,600+ coins.
 — ○ ⏳ — — — — — —
52823
blackdome-ai
Live honeypot threat intel: attacker IPs, IOCs, credentials, payloads, actors.
 — ○ ⏳ — N/A N/A — — —
52824
@Nikhil-Patil-RI
test-test-test ⚡ Claim
— ○ ⏳ — N/A N/A — 95 —
52825
renanpires-tech
Enables backend test quality analysis for GPA e-commerce, including coverage an…
 — ○ ⏳ — — — — — —
52826
ajantoniou
uploadcheck Claim
QC videos, podcasts, and clips before upload — timestamped flags with agent-rea…
 — ○ ⏳ — N/A N/A — — —
52827
freema
MCP server that forges pixel art sprites & game assets using Google Gemini — ge…
 — ○ ⏳ — N/A N/A — — —
52828
deepak-bhardwaj-ps
Smriti MCP Claim
A portable memory server for AI agents, built for the Model Context Protocol (M…
 — ○ ⏳ — N/A N/A — — —
52829
bob-reis
mcp-brasil Claim
MCP Server for accessing 36 Brazilian public data sources and 1 agent, enabling…
 — ○ ⏳ — — — — — —
52830
felipeerias
Provides C++ code intelligence tools for AI agents via the Model Context Protoc…
 — ○ ⏳ — N/A N/A — — —
52831
QuentinCody
Provides access to NCBI's scientific databases including E-utilities, PubChem, …
 — ○ ⏳ — — — — 81 —
52832
Sqcows
forgejo-mcp Claim
A Model Context Protocol (MCP) server for Forgejo and Gitea instances, enabling…
 — ○ ⏳ — — — — — —
52833
nimit791
An MCP server that connects to TradingView Desktop via Chrome DevTools Protocol…
 — ○ ⏳ — N/A N/A — — —
52834
cyanheads
Search Wikipedia, read summaries and full text, target sections, find nearby pa…
 — ○ ⏳ — N/A N/A — — —
52835
MCP-Mirror
Routes MCP requests intelligently to multiple backend servers through a single …
 — ○ ⏳ — — — — 81 —
52836
syedasad-kiwi
Enables interaction with MongoDB databases through the Model Context Protocol, …
 — ○ ⏳ — N/A N/A — — —
52837
aminvishvam
Comprehensive MCP server for Fluent UI React v9 development, providing componen…
 — ○ ⏳ — N/A N/A — — —
52838
MoshPitLabs
Enables AI models to send plain text messages, formatted release announcements,…
 — ○ ⏳ — — — — 81 —
52839
sandraschi
Provides programmatic access to the Directmedia Publishing 'Digitale Bibliothek…
 — ○ ⏳ — N/A N/A — 95 —
52840
Hafeok
product-cli Claim
Knowledge graph CLI for managing features, ADRs, and test criteria as MCP-disco…
 — ○ ⏳ — N/A N/A — — —
52841
DataGraph Claim 1
Urban intelligence knowledge graph. Structured locality data for civic problem-…
 — ○ — N/A N/A — 81 —
52842
aspectrr
An MCP server that enables AI-powered video editing with iMovie on macOS.
 — ○ ⏳ — N/A N/A — — —
52843
edison-zhou-nc
Orenyl Claim
MCP server providing agent memory with deterministic deletion guarantees, enabl…
 — ○ ⏳ — N/A N/A — — —
52844
fastmcp-me
Provides forward/reverse geocoding, bounding box extraction, nearby places disc…
 — ○ ⏳ — N/A N/A — — —
52845
tamcho113
MCP server enabling full-text search of Japanese corporate IR filings (EDINET) …
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52846
thejaredchapman
A FastMCP server that exposes Spotify's catalog and user context as tools for C…
 — ○ ⏳ — N/A N/A — — —
52847
zoharbabin
Production-grade MCP server for web search (Google, Brave, Serper, SearXNG, Sea…
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52848
Suyash2013
omni-rag-mcp Claim
Enables token-efficient semantic search and analysis over any directory of file…
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52849
ihatesea69
A Model Context Protocol server for enterprise-grade document automation, enabl…
 — ○ ⏳ — N/A N/A — — —
52850
jobsbase
Jobs Base Claim
Builder roles like founding engineers, solo builders, and "0 to 1" positions ar…
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Showing 52801–52850 of 54421 servers
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