MCP Server Quality Scores

Independent quality analysis of 43634 public MCP servers

43634
Discovered
29471
Scored
2111
Verified
16952
Complete

Last updated 1 hour, 20 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
35551
ddmanyes
Self-maintaining knowledge vault: figure-level search, auto-wikilinks, and memo…
N/A N/A
35552
Racimy
A comprehensive MCP server that enables users to interact with Letterboxd for s…
N/A N/A 95
35553
dathere
Provides access to FBI Crime Data Explorer API, enabling queries for crime stat…
35554
Wakizara
val Claim
QA agent for vibecoded apps. Real browser checks, your AI fixes them. Ship to g…
N/A N/A
35555
juan-cinto-infracommerce
MCP server for Adobe Commerce Cloud — REST API + SSH, no PHP CLI required
N/A N/A
35556
dockai
dock-ai Claim
Discover whether a business domain has a ready-to-use connector so you can shop…
81
35557
yashkapoor43-gif
drishti Claim
Indian media intelligence — bilingual sentiment, Tier 1 credibility, story clus…
35558
JinyongHyun
MCP server that automatically saves summaries of AI papers or stock articles to…
35559
001TMF
blatant-why Claim
AI-powered biologics design campaign agent — multi-agent orchestration with Bol…
N/A N/A
35560
MonadWorks
agentify Claim
Agent Interface Compiler — One command. Every agent speaks your product. Transf…
N/A N/A
35561
Casperjuel
aula-mcp Claim
This server enables MCP clients (LLMs) to access data from the Danish school pl…
35562
Sunilk240
A weather service built using Model-Context-Protocol (MCP) that provides curren…
35563
akshat-ilen
vyazen Claim
N/A N/A 95
35564
glommer
cachebro Claim
Provides file caching and diff tracking for AI coding agents, reducing token us…
N/A N/A
35565
getaiready
AST-aware TypeScript/JavaScript codebase exploration for AI agents, providing h…
N/A N/A
35566
sandersouza
Enables MCP-compatible agents to interact with Grafana instances for searching,…
35567
animalnots
Enables AI assistants to interact with humans through GUI dialogs for text inpu…
N/A N/A
35568
AnnasMazhar
pyspark-mcp Claim
SQL to PySpark conversion, AWS Glue job generation, and Spark code optimization.
N/A N/A
35569
@sknellutla919
mcp-test-fucntions Claim
N/A N/A 95
35570
brianfofficial
RetentionCheck Claim 1
Pull churn from Stripe, Postgres, MySQL, or pasted feedback. AI-ranked drivers …
N/A N/A 61
35571
aitor-alt
pixel-squads Claim 1
MCP Server for Pixel Squads — observe your AI agents as pixel-art characters in…
N/A N/A 83
35572
homeloanexpress
Enables AI assistants to answer mortgage-related queries by providing tools for…
35573
Auxin-io
nyc-friend Claim
N/A N/A 95
35574
davidmosiah
Local-first CGM MCP for AI agents: Dexcom Developer API + FreeStyle Libre via L…
N/A N/A
35575
n1n4du
A read-only MCP server connecting AI agents to MTRKR wallet intelligence on Meg…
35576
Amin-Azmoodehh
sentineltm Claim
N/A N/A 95
35577
amahpour
Connects Claude to E\*Trade for income-oriented trading research, providing rea…
81
35578
madrus
Enables AI assistants to run Vitest tests and analyze code coverage, supporting…
N/A N/A
35579
Frank-ay
mimo-mcp Claim
Enables Claude Code and Codex to directly invoke Xiaomi MiMo's full-modal capab…
N/A N/A
35580
srotzin
Hive Wallet Claim
HiveWallet MCP Server
35581
TranscriptMagic
Generate transcripts from YouTube, TikTok, Instagram, and Facebook videos.
35582
torify-dev
Torify gives AI agents the Japanese locale primitives that standard libraries l…
35583
szgk
This MCP server enables AI assistants to interact with Affinity Designer for do…
N/A N/A
35584
signalclaude
outpost Claim
Enables interaction with Microsoft Outlook services (Tasks, Calendar, Email, Co…
35585
chiKeka
An MCP server delivering Alberta tax accounting and law expertise, with 47 tool…
N/A N/A
35586
tterrasson
mcp-searxng Claim
Integrates SearXNG API to give AI assistants web search and URL reading capabil…
35587
jstricklin
AI-powered static analysis for Unity projects, detecting common patterns, compo…
N/A N/A
35588
bsmi021
Enables querying U.S. legislative data from Congress.gov API using MCP resource…
35589
maywzh
A server that enables LLMs to interact with web pages through structured access…
81
35590
Reemedri
TokenEyez Claim
Track every AI token across Claude, ChatGPT, Gemini, Cursor, and Claude Code.
N/A N/A
35591
guangxiangdebizi
Calculates WorldQuant 101 Alpha factors using real-time Chinese stock market da…
35592
cloudflare
Cloudflare Radar Claim
Global Internet intelligence. Access traffic insights, trends, URL scans, and n…
81
35593
seekr-sh
Enables web search through Google and Wikipedia plus content extraction from an…
81
35594
jbonjour
Connects MCP-compatible AI clients to BMLT root servers, enabling natural langu…
35595
Kim-soung-won
hgefge Claim
N/A N/A 95
35596
Martin-Njeri-Clinica-Elgeadi
may-day Claim
N/A N/A 95
35597
Clubroom
Enables LLMs to manage Databricks clusters, jobs, and notebooks while providing…
81
35598
Abdur-Rahman-Palash
Access a 24/7 AI senior developer with 26 specialized tools for the full softwa…
81
35599
alex-kenny-lee-vfjv
Search live food safety data from FDA, FSIS, CDC, and city health departments (…
81
35600
revelata
Fundamental data, including operating KPIs, you can't even find on Bloomberg — …
81
Showing 35551–35600 of 43634 servers
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