MCP Server Quality Scores

Independent quality analysis of 45235 public MCP servers

45235
Discovered
29507
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 21 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
29751
BlackWolf-Media
API Manager Claim
Enables secure management of API keys through an encrypted environment file wit…
N/A N/A 95
29752
markchiang
HERB Lookup Claim
Map genes, targets, diseases, herbs, and ingredients within the HERB database. …
N/A N/A 95
29753
db-mattmolony
Enables AI assistants like Claude to interact with Databricks workspaces throug…
81
29754
schuchev
hw_rag_mcp Claim
MCP server that indexes a knowledge base into Chroma and provides search tools …
N/A N/A
29755
saurabhmain
A memory MCP server with a dual-storage system using ChromaDB and NetworkX DiGr…
N/A N/A
29756
slepp
ssh-mcp Claim
An MCP server that gives AI agents SSH access to remote machines through your l…
N/A N/A
29757
briangaoo
totem Claim
Totem — talk to your wearables with AI. Today: full Whoop access (48 tools).
N/A N/A
29758
jdw2111
propraven Claim
Property intelligence: 180M+ US parcels — lookup, search, owners, hazards, perm…
29759
Mastan1301
Enables querying Google Maps and Places APIs for local businesses and tourist a…
29760
ctxlint Claim 1
Lint AI agent context files (CLAUDE.md, AGENTS.md, etc.) against your actual co…
N/A N/A 81
29761
UPSD1
A comprehensive Model Context Protocol (MCP) server for accessing CourtListener…
29762
jmagar
Arcane MCP Claim
AI-powered Docker management server that enables natural language control of en…
29763
shemreader
Enables AI agents to search, explore data lineage, understand business context,…
29764
alesdrobysh
A Model Context Protocol (MCP) server for GitLab integration, written in TypeSc…
29765
cgoinglove
Provides location-based place recommendations in South Korea using the Kakao Ma…
29766
Akhilucky
Multi-agent LLM security layer detecting prompt injection and jailbreaks.
N/A N/A
29767
CSOAI-ORG
A2A Governance Bridge MCP server. Tools: verify agent compliance, authorize a2a…
N/A N/A
29768
firstbatchxyz
MCP server for the driaforall/mem-agent model that enables interaction with an …
N/A N/A
29769
NoBanks
trane-mcp Claim
Provides AI agents with read access to Trane Tracer SC+ building automation sys…
29770
theo-nash
Enables AI models to interact with Twitter, including posting tweets, searching…
29771
cartorio-criciuma
MCP server para gerenciamento de certidoes de cartorio via IA.
N/A N/A 81
29772
ZHANG-923-ZE
origin-MCP Claim
Enables AI assistants to control Origin 2025b for scientific plotting via natur…
N/A N/A
29773
Artemis-xyz
Enables interaction with the Artemis API to retrieve and analyze cryptocurrency…
N/A N/A 95
29774
phelps-matthew
Enables Claude to access and search a local Zotero library by querying metadata…
N/A N/A 95
29775
VeChain-AI-Terminal
Enables Claude Desktop to interact with the VeChain blockchain through natural …
29776
mcp-s-ai
MCP server for AI-powered image recognition and description using OpenAI vision…
N/A N/A 83
29777
onchaintel
Introducing PQS: The Fastest Way to Get Better Output From Any AI Model. Score …
81
29778
malkreide
Aggregates tech and AI signals from HackerNews, arXiv, Lobste.rs, and GitHub in…
29779
prashantaxapta
An MCP server that delivers various joke types (Chuck Norris, Dad jokes, etc.) …
N/A N/A 95
29780
OyaAIProd
An MCP server that automates importing products from AliExpress, Alibaba, and A…
29781
MihaiBuilds
Memory Vault Claim
Local-first AI memory layer with hybrid search. Postgres + pgvector. Self-hoste…
N/A N/A
29782
ddmanyes
Self-maintaining knowledge vault: figure-level search, auto-wikilinks, and memo…
N/A N/A
29783
Sean-Bravo
taxformatter Claim
Parse crypto CSVs and bank PDFs into clean transaction data for Koinly, TurboTa…
N/A N/A
29784
LLL-404
A MCP server that enables AI assistants to control Android devices via ADB, sup…
N/A N/A
29785
Fast, local VM orchestration (QEMU/KVM) with native MCP support for autonomous …
N/A N/A 81
29786
vdineshk
Behavioral trust scoring for MCP servers and AI agents. Live registry tracking …
29787
wyre-technology
An MCP server for ConnectWise Manage PSA, enabling management of tickets, proje…
29788
simiancraft
A Model Context Protocol server for Gmail that lets AI assistants read, send, s…
29789
intruder-io
intruder-io Claim
test
N/A N/A 95
29790
AnnasMazhar
pyspark-mcp Claim
SQL to PySpark conversion, AWS Glue job generation, and Spark code optimization.
N/A N/A
29791
svensxl
weather Claim 1
An MCP server for weather information.
N/A N/A 95
29792
IDNSIDNS
MCP server for French (BOAMP) + EU (TED) public procurement data via TenderAPI.
N/A N/A
29793
Sub-Bach
pronote-mcp Claim
A local MCP server that exposes Pronote (French school management system) data …
N/A N/A
29794
sheikhBasit
A log analysis MCP server that enables tailing, searching, filtering, and summa…
N/A N/A
29795
CSOAI-ORG
marketing-analytics-ai-mcp MCP server by MEOK AI Labs
N/A N/A
29796
matpb
Read-only access to MySQL databases with query sanitization, Cloud SQL Proxy su…
29797
sirsjg
Enables AI agents to create, update, list, and delete tasks on a Kanban board v…
29798
davidmosiah
Unofficial local-first MCP server for Samsung Health personal-data CSV/ZIP expo…
N/A N/A
29799
animalnots
Enables AI assistants to interact with humans through GUI dialogs for text inpu…
N/A N/A
29800
sandersouza
Enables MCP-compatible agents to interact with Grafana instances for searching,…
Showing 29751–29800 of 45235 servers
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