MCP Server Quality Scores

Independent quality analysis of 46347 public MCP servers

46347
Discovered
29537
Scored
2112
Verified
16952
Complete

Last updated 2 hours, 13 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
46201
scitara-cto
A flexible, extensible framework for building MCP servers with API key authenti…
46202
saurabhmain
A memory MCP server with a dual-storage system using ChromaDB and NetworkX DiGr…
N/A N/A
46203
db-mattmolony
Enables AI assistants like Claude to interact with Databricks workspaces throug…
81
46204
markchiang
HERB Lookup Claim
Map genes, targets, diseases, herbs, and ingredients within the HERB database. …
N/A N/A 95
46205
YounesBensafia
research-mcp Claim
MCP server for searching, retrieving, and extracting full-text PDFs from arXiv …
46206
schuchev
hw_rag_mcp Claim
MCP server that indexes a knowledge base into Chroma and provides search tools …
N/A N/A
46207
slepp
ssh-mcp Claim
An MCP server that gives AI agents SSH access to remote machines through your l…
N/A N/A
46208
briangaoo
totem Claim
Totem — talk to your wearables with AI. Today: full Whoop access (48 tools).
N/A N/A
46209
Mastan1301
Enables querying Google Maps and Places APIs for local businesses and tourist a…
46210
ctxlint Claim 1
Lint AI agent context files (CLAUDE.md, AGENTS.md, etc.) against your actual co…
N/A N/A 81
46211
alesdrobysh
A Model Context Protocol (MCP) server for GitLab integration, written in TypeSc…
46212
firstbatchxyz
MCP server for the driaforall/mem-agent model that enables interaction with an …
N/A N/A
46213
UPSD1
A comprehensive Model Context Protocol (MCP) server for accessing CourtListener…
46214
jmagar
Arcane MCP Claim
AI-powered Docker management server that enables natural language control of en…
46215
theo-nash
Enables AI models to interact with Twitter, including posting tweets, searching…
46216
shemreader
Enables AI agents to search, explore data lineage, understand business context,…
46217
NoBanks
trane-mcp Claim
Provides AI agents with read access to Trane Tracer SC+ building automation sys…
46218
cgoinglove
Provides location-based place recommendations in South Korea using the Kakao Ma…
46219
cartorio-criciuma
MCP server para gerenciamento de certidoes de cartorio via IA.
N/A N/A 81
46220
ZHANG-923-ZE
origin-MCP Claim
Enables AI assistants to control Origin 2025b for scientific plotting via natur…
N/A N/A
46221
Artemis-xyz
Enables interaction with the Artemis API to retrieve and analyze cryptocurrency…
N/A N/A 95
46222
phelps-matthew
Enables Claude to access and search a local Zotero library by querying metadata…
N/A N/A 95
46223
VeChain-AI-Terminal
Enables Claude Desktop to interact with the VeChain blockchain through natural …
46224
mcp-s-ai
MCP server for AI-powered image recognition and description using OpenAI vision…
N/A N/A 83
46225
onchaintel
Introducing PQS: The Fastest Way to Get Better Output From Any AI Model. Score …
81
46226
malkreide
Aggregates tech and AI signals from HackerNews, arXiv, Lobste.rs, and GitHub in…
46227
OyaAIProd
An MCP server that automates importing products from AliExpress, Alibaba, and A…
46228
prashantaxapta
An MCP server that delivers various joke types (Chuck Norris, Dad jokes, etc.) …
N/A N/A 95
46229
MihaiBuilds
Memory Vault Claim
Local-first AI memory layer with hybrid search. Postgres + pgvector. Self-hoste…
N/A N/A
46230
ddmanyes
Self-maintaining knowledge vault: figure-level search, auto-wikilinks, and memo…
N/A N/A
46231
LLL-404
A MCP server that enables AI assistants to control Android devices via ADB, sup…
N/A N/A
46232
Sean-Bravo
taxformatter Claim
Parse crypto CSVs and bank PDFs into clean transaction data for Koinly, TurboTa…
N/A N/A
46233
Fast, local VM orchestration (QEMU/KVM) with native MCP support for autonomous …
N/A N/A 81
46234
vdineshk
Behavioral trust scoring for MCP servers and AI agents. Live registry tracking …
46235
wyre-technology
An MCP server for ConnectWise Manage PSA, enabling management of tickets, proje…
46236
simiancraft
A Model Context Protocol server for Gmail that lets AI assistants read, send, s…
46237
intruder-io
intruder-io Claim
test
N/A N/A 95
46238
AnnasMazhar
pyspark-mcp Claim
SQL to PySpark conversion, AWS Glue job generation, and Spark code optimization.
N/A N/A
46239
IDNSIDNS
MCP server for French (BOAMP) + EU (TED) public procurement data via TenderAPI.
N/A N/A
46240
Sub-Bach
pronote-mcp Claim
A local MCP server that exposes Pronote (French school management system) data …
N/A N/A
46241
CSOAI-ORG
marketing-analytics-ai-mcp MCP server by MEOK AI Labs
N/A N/A
46242
sirsjg
Enables AI agents to create, update, list, and delete tasks on a Kanban board v…
46243
sheikhBasit
A log analysis MCP server that enables tailing, searching, filtering, and summa…
N/A N/A
46244
matpb
Read-only access to MySQL databases with query sanitization, Cloud SQL Proxy su…
46245
davidmosiah
Unofficial local-first MCP server for Samsung Health personal-data CSV/ZIP expo…
N/A N/A
46246
sauryadas
Enables natural-language access to Oracle Cloud Infrastructure resources, allow…
46247
animalnots
Enables AI assistants to interact with humans through GUI dialogs for text inpu…
N/A N/A
46248
zenkodr
Enables AI agents to interact with Novu's notification infrastructure, supporti…
46249
sandersouza
Enables MCP-compatible agents to interact with Grafana instances for searching,…
46250
Sunilk240
A weather service built using Model-Context-Protocol (MCP) that provides curren…
Showing 46201–46250 of 46347 servers