MCP Server Quality Scores

Independent quality analysis of 43365 public MCP servers

43365
Discovered
29451
Scored
2111
Verified
16952
Complete

Last updated 1 hour, 17 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
39751
falcoschaefer99-eng
muse-brain Claim
Relational memory substrate for AI agents with MCP tools, identity continuity, …
N/A N/A
39752
seraphinerenard
mcp-csv-analyst Claim 1
An MCP server that enables AI assistants to load, query, and analyze local CSV …
N/A N/A 95
39753
ifmelate
Universal MCP server for extracting text from various document formats includin…
N/A N/A
39754
Delegueinu
onlyswaps Claim
DEX meta-aggregator for AI agents. Best prices from 15+ aggregators across 13 c…
N/A N/A 95
39755
CSOAI-ORG
expense-tracker-ai-mcp MCP server by MEOK AI Labs
N/A N/A
39756
Augmented-Nature
Provides comprehensive access to the NCBI Datasets API, enabling genomic, taxon…
39757
ai-caseylai
Enables seamless integration with WhatsApp through the Model Context Protocol, …
81
39758
apizarrocotes
pptx Claim
N/A N/A 95
39759
hyperpolymath
Unified MCP for 28 static site generators across 19 languages: Zola, Hakyll, an…
N/A N/A 95
39760
re171113-byte
Provides comprehensive startup consulting services including commercial area an…
81
39761
augee99
mcp-weather Claim 1
An MCP server that provides [describe what your server does]
N/A N/A 95
39762
kyw1419
copilot Claim
N/A N/A 95
39763
fastmcp-me
MCP server providing seamless integration with Trino and Iceberg for advanced d…
39764
firasmj
A Model Context Protocol server that enables AI agents to programmatically crea…
N/A N/A
39765
keioseung
DART API를 활용하여 다중 기업의 재무제표 정보를 분석하고 시각화하는 서버로, 매출액, 당기순이익, 총자산 등 다양한 재무 지표를 차트와…
81
39766
archoor
painspotter Claim
AI-analyzed startup opportunities from Reddit, Hacker News & Product Hunt, with…
39767
mguozhen
Agent-native Amazon review intelligence — fetches verified reviews from 10 mark…
39768
axel-belfort
AI-powered research report generator API for AI agents. Generate structured res…
N/A N/A 95
39769
CSOAI-ORG
resume-parser-ai-mcp MCP server by MEOK AI Labs
N/A N/A
39770
RobertRigCollective
A proxy server that standardizes access to the Congress.gov API by automaticall…
N/A N/A 95
39771
liveplex-cpu
fiber Claim
Optical ops MCP for AI DCs — gNMI, ML RUL, Digital Twin, NCCL, SPARQL semantic
N/A N/A 83
39772
Preethi0716
weather Claim 1
An MCP server for weather information.
N/A N/A 95
39773
StuartMacKay
Exposes Django runtime information (settings, apps, URLs, models, migrations) a…
N/A N/A
39774
barateza
An MCP server that indexes and retrieves Plesk documentation.
N/A N/A
39775
kritsxxxiva-sudo
n8n-mcp Claim
N/A N/A 95
39776 N/A N/A 95
39777
kamath
Provide interactive graphing calculator capabilities to your agents, enabling t…
N/A N/A 95
39778 N/A N/A 95
39779
VisionAIrySE
Pick the right LLM for any task. Ranked shortlist with rationale across 8 evalu…
39780
hashgraph-online
hol-guard Claim
AI antivirus for developer agents: protect Codex, Claude Code, Cursor, Gemini, …
N/A N/A
39781
mortada7-11
A Model Context Protocol server that exposes SQL Server metadata and read-only …
39782
john-walkoe
Provides access to USPTO enriched citation and office action citation APIs with…
N/A N/A
39783
Thamindu-Dev
sinhala-mcp Claim
Translates Sinhala or Singlish instructions into precise English technical spec…
39784
pipeworx-io
Brave Search Claim
Brave Search MCP — independent web index (no Google/Bing dependency)
39785
cardmagic
reminders Claim
Enables fuzzy search, creation, and management of Apple Reminders via CLI or MC…
N/A N/A
39786
rathod.aryan.2001
my-test-mcp Claim
N/A N/A 95
39787
neoai-agent
rds-mcp Claim
Enables monitoring and analysis of Amazon RDS (MySQL, PostgreSQL) instances, me…
39788
MCP-Mirror
Enables AI assistants to interact with Joplin notes through full-text search, r…
N/A N/A 95
39789
caliper
Occam Claim
Occam is an MCP server that discovers mathematical equations from numerical dat…
81
39790
QVerisAI
Capability routing network for AI agents to discover, inspect, and call 10,000+…
39791
Mogacode-ma
Agency-grade MCP for WordPress Elementor — multi-site, safe edits, templates, v…
N/A N/A
39792
OSoliman330
Enables users to manage data in a simple JSON file database through MCP tools a…
81
39793
brian-bfz
Enables querying and retrieving webpage content from websites by parsing sitema…
81
39794
yucx-go
Long-term memory for AI agents. Compiles conversations into a structured knowle…
N/A N/A
39795
flores-ac
Provides structured external memory for AI assistants, enabling persistent cont…
N/A N/A
39796
namuan
Integrates with Trello to manage tasks and cards with features like creating, u…
39797
StemSplit
Remove vocals, extract instrumentals, and split any song into up to six stems —…
39798
opcastil11
PlanckBot Claim
An adaptive tiny-model layer that sits between an LLM and its MCP tools, compre…
N/A N/A
39799
ravenyeh
Provides real-time stock quotes, technical analysis, and intelligent trading re…
81
39800
pipeworx-io
Acled Claim
ACLED MCP — Armed Conflict Location & Event Data Project
Showing 39751–39800 of 43365 servers
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