MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31840
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 57 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
44701
AmitMarcus
Enables interaction with the Mashov school management system API, allowing retr…
44702
HugoRS00
Enforces pre-trade planning discipline by checking entry, stop, target, and ris…
44703
hotonlabs
hoton-mcp Claim
Enables AI agents to purchase Telegram Stars, Premium, and TON top-ups by build…
44704
odise444
Enables managing Google Tasks (list, add, complete, delete, update) using natur…
N/A N/A
44705
AndyShaman
Soroka Claim
Telegram bot that turns saved messages into a personal knowledge base with AI-p…
44706
vaughngit
Connects AI assistants to the ClearFi personal finance API for searching transa…
N/A N/A
44707
pauling-ai
A comprehensive MCP server integrating YouTube Data, Analytics, and Reporting A…
44708
techflavors
Enables LLMs to create PayPal invoices through a simple tool interface.
44709
garethbeaumo
Bridge between AI assistants and OriginLab, enabling data import, plotting, ana…
N/A N/A
44710
damassi
A Model Context Protocol server that provides Artsy partner analytics tools for…
N/A N/A 95
44711
jamjet-labs
MCP stdio interceptor (`@jamjet/mcp-shim`) that applies one YAML policy file (b…
N/A N/A
44712
yar3333
A lightweight MCP server that bridges AI agents with a local ComfyUI instance t…
N/A N/A
44713
vnoiram
A stdio MCP server that controls VMware Workstation via vmrun, enabling VM life…
N/A N/A
44714
struq
Struq Claim
Struq MCP gives coding agents secure access to your Struq vault of reusable pro…
81
44715
josephibra
Security firewall for AI agents — scans MCP calls for injection, secrets, and r…
44716
thebtf
Unified MCP control plane for AI pull request reviews on GitHub.
N/A N/A
44717
1036007003-wq
Analyzes and compares GitHub repositories, tracks star growth, and offers AI-po…
44718
antonlunden
Vehicle MCP Claim
Enables AI assistants to control vehicles by checking battery status, managing …
44719
ugurcl
dbridge-mcp Claim
Read-only MCP server that lets AI agents safely query SQLite, PostgreSQL, and M…
N/A N/A
44720
parissharpe
Enables discovery and scoring of independent local businesses by inverting algo…
44721
KogCat
kogcat-mcp Claim
Local-first judgment layer: counter-examples & blind spots from your own knowle…
N/A N/A
44722
clauxel
Paid remote MCP for spec driven development acceptance gate MCP, structured rec…
44723
scotia1973-bot
api-hub Claim
300+ free MCP tools: weather, crypto, DNS, QR, colors, SEO, UUIDs, and more.
44724
JoschuaSchneider
masterplan Claim
Minimal MCP server that keeps implementation plans and handoffs as plain markdo…
N/A N/A
44725
WeJob-IT
WeJob Claim
Read-only MCP server for public WeJob jobs, formations, and companies.
44726
haoyun18881-beep
Turns an Agent client into a local-first workbench with tools for files, grep, …
N/A N/A
44727
ArtemFilin1990
Enables AI agents to interact with Bitrix24 CRM for managing contacts, deals, t…
81
44728
jallen
eurorack Claim
Citation-anchored Eurorack module reference: specs, compatibility, and patch te…
44729
rios0rios0
Enables creation, editing, listing, and management of Home Assistant automation…
81
44730
redis-mcp Claim 1
Read-first Redis MCP: SCAN key explorer, keyspace/TTL/memory/slowlog stats, DBA…
N/A N/A 81
44731
tijuthomas5
Local-first code retrieval for AI agents — cuts codebase context from thousands…
N/A N/A
44732
tosin2013
MCP server for debugging pytest failures, allowing users to register test failu…
44733
axhlzy
Enables AI assistants to analyze and manipulate Unity IL2CPP applications via F…
44734
mauurda
mcp Claim
Manage discussion topics, gather votes and video rationale, and read AI insight…
N/A N/A
44735
groupdocs-conversion
MCP server for GroupDocs.Conversion — convert, inspect, and list supported form…
N/A N/A
44736
christophejlegros-lgtm
Exposes a bio-hybrid neuromorphic simulation pipeline (SNN LIF+STDP, consciousn…
44737
ayyandurai111
Text-to-speech MCP server using Microsoft Edge TTS, supporting multiple voices …
44738
pipeworx-io
Provides access to City of San Clemente GIS open geospatial data (ArcGIS), enab…
44739
BlackMount-ai
Construction estimating MCP: 48 tools — materials, labor, cost, structural, MEP…
N/A N/A
44740
hsiangjenli
A DevOps-friendly template for building MCP servers with CI/CD, Docker support,…
81
44741
0xbohu
Enables AI agents to interact with MNEE stablecoin on Bitcoin SV, including che…
81
44742
Joncallim
Builds searchable SQLite databases from PDFs, preserving inline image locations…
N/A N/A
44743
govping
GovPing Claim
[Free regulatory intelligence](https://govping.org) for AI agents. Search 27,00…
81
44744
clauxel
Remote MCP for Gemini upgrade evals, prompt regressions, output diffs, and eval…
44745
AbhishekMore-1
Connects Antigravity to a LiteLLM instance, enabling chat completions, model li…
44746
rhishi99
Enables calling Google's Antigravity CLI (agy) headlessly through MCP, providin…
N/A N/A
44747
pipeworx-io
mcp-dailymed Claim
Search and retrieve FDA Structured Product Labels from DailyMed via NLM, suppor…
44748
pipeworx-io
DataCambridge MCP — Cambridge open data (data.cambridgema.gov, Socrata SODA API…
44749
Browse Power BI workspaces, run DAX queries, and page through large results.
N/A N/A 81
44750
duy0699cat
Automates WorldQuant BRAIN alpha research workflows, including simulation, refe…
N/A N/A
Showing 44701–44750 of 66518 servers
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