MCP Server Quality Scores

Independent quality analysis of 69468 public MCP servers

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Grade Distribution

Score Distribution

Newly Added

WhatsAble for WhatsApp Business F Stashhh F Chess Coach F Metodix — training log for coaches F LongSpan F

Biggest Gainers

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Biggest Drops

Second Opinion -48 worldhums -48 Black Label Continuum Website MCP -48
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
34851
babakarto
arcium-mcp Claim
Connects AI agents to the Arcium encrypted computation network on Solana, offer…
 — ○ ⏳ — N/A N/A — — —
34852
Tavaresiqueira
Exposes WHOOP recovery, sleep, strain, and workout metrics to MCP-compatible AI…
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34853
windsornguyen
Provides comprehensive access to Open-Meteo weather APIs, including forecasts, …
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34854
agaonker
Provides tools for file system operations and text generation using OpenAI-comp…
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34855
sema-lisp
Sema Claim
MCP tools for Sema — eval, compile, build, format, and docs for a Lisp with LLM…
 — ○ ⏳ — N/A N/A — — —
34856
pvliesdonk
OpenAPI MCP Claim
A generic MCP server that builds its tools at runtime from any OpenAPI specific…
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34857
romaine-life
mcp-grafana Claim
In-cluster MCP server for read-only diagnostics of Grafana, Prometheus, Alertma…
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34858
PhilFer1973
Enables answering business questions over local SQL Server WideWorldImporters d…
 — ○ ⏳ — N/A N/A — — —
34859
ytarfa
tolgee-mcp Claim
An MCP server that wraps the Tolgee localization platform API, enabling LLMs to…
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34860
chrischall
A Model Context Protocol server that connects Claude to OurFamilyWizard, giving…
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34861
kaminari-ad
Lets AI agents launch scans, inspect results, manage campaigns and policies, an…
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34862
kevinten-ai
Enables AI image generation, editing, and upscaling via Google Gemini and Image…
 — ○ ⏳ — — — — 81 —
34863
codependentai
Mind Cloud Claim
Persistent memory infrastructure for AI systems, running on Cloudflare's edge n…
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34864
Jiashuz123
Enables Codex to delegate decision-making to an OpenAI reviewer for structured …
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34865
Youxuuuuu
A low-token human-AI co-reading MCP tool that imports local EPUB/TXT/Markdown b…
 — ○ ⏳ — N/A N/A — — —
34866
pipeworx-io
Access City of Longview, Texas open geospatial data (parcels, zoning, public wo…
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34867
crims0n
nwtools-mcp Claim
Provides accurate IPv4 subnet and address tools for LLMs using Python's ipaddre…
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34868
zetlen
Enables AI agents to check the health of internet infrastructure and specific s…
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34869
diligejy
Automates Jupyter Book notebook creation by fixing common rendering issues (bol…
 — ○ ⏳ — N/A N/A — — —
34870
loonghao
DCC-MCP-IPC Claim
Multi-protocol IPC adapter layer for integrating DCC software (Maya, Houdini, B…
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34871
wyre-technology
knowbe4-mcp Claim
MCP server for KnowBe4 — security awareness training, phishing simulation, and …
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34872
a-g-e-n-t-s
Comprehensive quest orchestration system with KĀDI broker integration, multi-ch…
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34873
juSt-jeLLy
MCP server for Zama's fhEVM that provides tools to scaffold, compile, deploy, t…
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34874
Bonifatius94
myscrape Claim
A self-contained web-research MCP server that lets local LLM agents search, fet…
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34875
agentkeys-io
Enables AI agents to securely manage API credentials and make proxied API calls…
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34876
HydroChlorix
MCP server for interacting with Google Drive using a service account, restricte…
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34877
gareevart
AI-powered MCP server for managing a Supabase Upload App, enabling blog posts, …
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34878
polarpoint-io
MCP server for HolmesGPT that provides runbook search, gap detection, AI-assist…
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34879
hasna
MCP server for domain portfolio management, registrar operations, marketplace, …
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34880
applogico
blipr-mcp Claim
Enables AI agents to send push alerts to your phone via Blipr, useful for notif…
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34881
clauxel
Remote MCP for Android CLI agent build gate, structured receipts, audit logs, a…
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34882
ADI2084
Enables intelligent troubleshooting, monitoring, and configuration of Cisco Mer…
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34883
globodai-group
A Model Context Protocol (MCP) server that provides tools to interact with the …
 — ○ ⏳ — N/A N/A — — —
34884
Omarbadran37
AI-powered image analysis using Google Gemini 2.0 Flash with enterprise securit…
 — ○ ⏳ — N/A N/A — — —
34885
a-slvn
selectel-mcp Claim
An MCP server that gives an AI agent controlled access to a Selectel cloud acco…
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34886
yushuqiu1
Get quick greetings, add numbers instantly, and discover song recommendations. …
 — ○ ⏳ — N/A N/A — 95 —
34887
avidianity
mcp-openapi Claim
Enables AI agents to discover, search, and call any REST API described by an Op…
 — ○ ⏳ — — — — — —
34888
RiteshAgarwal27
Enables lead management and permission set assignment in Salesforce through nat…
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34889
RFingAdam
Enables AI agents to control Copper Mountain Vector Network Analyzers over TCP/…
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34890
j0hanz
Read-only MCP server for secure filesystem exploration, searching, and analysis…
 — ○ ⏳ — N/A N/A — 95 —
34891
pipeworx-io
Access Paris Open Data (opendata.paris.fr) to search, explore, and query datase…
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34892
dynamic
Enables management of HubSpot CRM entities including contacts, companies, deals…
 — ○ ⏳ — — — — 81 —
34893
niellevince
A simple Model Context Protocol server that provides a hello world greeting too…
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34894
jowhee327
MCP server for automated AWS security scanning — 19 modules, risk scoring, zero…
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34895
vbhjckfd
lad-lviv-ua Claim
Lviv (Ukraine) public transport MCP server — live arrivals, vehicle positions, …
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34896
SaschaDeforth
Enables AI assistants to audit websites for AI-readiness, generate AI-optimized…
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34897
miyu4u
zido-mcp Claim
Unified MCP server for place search and geocoding across Kakao, Naver, and Goog…
 — ○ ⏳ — N/A N/A — — —
34898
Dianel555
Enhances Gemini CLI with SuperClaude Framework v4.0.9, providing 22 specialized…
 — ○ ⏳ — N/A N/A — — —
34899
EnmaSuamkf
mcp-flowise Claim
Exposes local Flowise chatflows as MCP tools, enabling listing and running chat…
 — ○ ⏳ — N/A N/A — — —
34900
bob-reis
mcp-brasil Claim
MCP Server for accessing 36 Brazilian public data sources and 1 agent, enabling…
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