MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 47 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
44551
BradMorphsters
Enables AI assistants to query and analyze local personal finance data from Tus…
N/A N/A
44552 N/A N/A 95
44553
TWFBusiness
MCP Memory Claim
Persistent memory server for AI assistants with semantic search and three-layer…
N/A N/A
44554
Koolercat
A small MCP server that stores and retrieves compact decision-relevant state (g…
N/A N/A
44555
pipeworx-io
Wraps the API Ninjas multi-endpoint data API, enabling AI agents to access a wi…
44556
ESPOIR-DITE
Enables AI agents to create GitHub issues on explicitly allow-listed repositori…
N/A N/A
44557
Detective-XH
DocGraph Claim
MCP server that indexes Markdown, Word, HTML, and PDF documents into a SQLite k…
N/A N/A
44558
admin-d6wq
Let AI agents highlight and annotate any webpage — end-to-end encrypted, no acc…
81
44559
47-ronn
Control fleets of remote machines via AI agents: exec, files, git, fleet ops, m…
N/A N/A
44560
Hrishikesh332
Enables video indexing with TwelveLabs by uploading local video files and track…
N/A N/A
44561
dzigi00
Enables automated LinkedIn growth by posting, commenting, and managing connecti…
N/A N/A
44562
amcharrett-6als
qualitycoach Claim
Quality Coach MCP server that provides tactical advice on improving code reposi…
81
44563
htrixtec
Manages Kubernetes clusters through kubectl and Helm operations including pod c…
44564
zackbissell
A server that acts as a bridge between Claude and local Xcode projects, enablin…
N/A N/A 95
44565 N/A N/A 95
44566
rodrigo-do-carmo
Enables AI assistants to interact with Brazilian electronic invoices (NF-e, NFC…
44567
abossard
Enables AI assistants to control a local LedFX instance through natural languag…
N/A N/A
44568
cmendezs
Spanish e-invoicing MCP server: VERI*FACTU, Facturae/FACe, SII, Crea y Crece B2…
N/A N/A
44569
SandeshKhilari01
A local MCP server for creating, reading, and updating Google Sheets.
N/A N/A
44570
MCP server providing Playwright test generation wizard with intelligent prompts…
N/A N/A 81
44571
matveev-pavel
Unofficial MCP server for Ghost CMS that enables managing posts, pages, tags, a…
44572
daedalus
mcp-manimgl Claim
Exposes manimgl mathematical animation functionality as MCP tools, enabling LLM…
N/A N/A
44573
sravanthi-mallikarjuna
Enables pull-request review workflows on Bitbucket Cloud via Claude Code, offer…
N/A N/A
44574
santoshachari
Connects AI assistants to multiple Gmail accounts simultaneously, enabling sear…
N/A N/A
44575
jiangmuran
Enables querying DeepVLab account statistics and model usage analytics, includi…
N/A N/A
44576
fg-time
CS-MCP Claim
Enables natural language control of Cobalt Strike (version 4.8) via Claude, sup…
N/A N/A
44577 N/A N/A 95
44578
RecallWorks
recall Claim
Open-source MCP memory server. Persistent, searchable, tiered memory across ses…
N/A N/A
44579
pipeworx-io
data-sncf Claim
Enables querying SNCF Open Data (train schedules, stations, punctuality, etc.) …
44580
pipeworx-io
mcp-stat-ee Claim
Access Statistics Estonia (andmed.stat.ee) PxWeb data without API key. Enables …
44581
prmichaelsen
acp-mcp Claim
MCP server for remote machine operations via SSH, providing a single tool to ex…
44582
carter-wzq
MCP server for GEO site audits, checking 31 signals across 6 pillars and return…
44583
12345678969696969
Exposes popular OSINT and reconnaissance tools like Sherlock, SpiderFoot, and H…
81
44584
Falcon305
Nightman Claim
MCP server for hunting bugs in Python functions via adversarial input generatio…
N/A N/A
44585
sshh12
Enables Claude to fully control a Windows desktop with native screen capture, l…
N/A N/A
44586
Joint-Photon-Sciences-Institute
MCP server that wraps xraylarch for X-ray spectroscopy analysis, enabling loadi…
N/A N/A
44587
gowtham-vimalan
An MCP server that provides Fantasy Premier League advice, including transfer s…
44588
oscarcalvo
Enables querying Google Search Console data, including search analytics with ad…
44589
ASTLY123
Enables writing text content to Markdown files with folder organization and ove…
N/A N/A
44590
inbarajaldrin
A meta-MCP server that orchestrates tools from multiple MCP servers, enabling c…
N/A N/A
44591
sjjjlol
A pluggable RAG framework that exposes hybrid search, ingestion, and evaluation…
N/A N/A
44592
RyamosThomas
Enables AI agents to read email data (threads, messages, contacts, folders, lab…
N/A N/A
44593
ATDev-Inc
UEMCP Claim
Enables Claude to control Unreal Engine 5 editor, spawn actors, build materials…
44594
feodal01
A task management system for LLM-based agents that stores all tasks in a single…
N/A N/A
44595
coservices-ee
mcp Claim
European road freight and moving prices: quotes, dated price index, glossary, o…
44596
cyanheads
Fetch US Bureau of Labor Statistics data — CPI, unemployment, wages, JOLTS, and…
N/A N/A
44597
cerebrixos-org
Domain-specific fine-tuning of open-source LLMs and SLMs with zero infrastructu…
44598
quavedev
Enables AI assistants to interact with Monti APM for Meteor application perform…
81
44599
christophejlegros-lgtm
Exposes a bio-hybrid neuromorphic simulation pipeline (SNN, consciousness proxi…
44600
KKonstantinov
graphql2mcp Claim
Convert GraphQL schemas and endpoints into Model Context Protocol (MCP) servers.
Showing 44551–44600 of 67197 servers
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