MCP Server Quality Scores

Independent quality analysis of 67181 public MCP servers

67181
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 9 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
32951
jsilets
MCP server to read X (Twitter) posts, threads, replies, quotes, and search usin…
32952
sagapeak
mcp Claim
Artifact store for AI agents. Hosted OAuth at mcp.artifacta.io/mcp; local stdio…
32953
mehtaniravm
Enables AI-powered centralized log monitoring and Q\&A for GCP Java microservic…
32954
fatherlinux
mcp-pagure Claim
Enables AI assistants to manage issues, pull requests, and projects on Pagure i…
32955
Enablement-Engineering
gobbler-mcp Claim
Converts YouTube videos, audio, documents, and web pages to clean markdown with…
N/A N/A
32956
harshitAgr
codabench-mcp Claim 1
MCP server for the Codabench REST API — drives a full ML-benchmark participant …
N/A N/A 83
32957
RadonUmar
ctalk Claim
Enables coworkers to register profiles, ask questions, check inboxes, propose d…
32958
CSOAI-ORG
docker-helper-ai-mcp MCP server by MEOK AI Labs
N/A N/A
32959
CSOAI-ORG
AI-powered survey builder ai MCP server for agents. Supports create survey, val…
N/A N/A
32960
carsor007
MCPCloud Claim
A self-hosted MCP gateway that lets you write Python functions and register the…
32961
linh1306
An open-source MCP server that provides AI agents with advanced PostgreSQL capa…
81
32962
geo-pera
geopera-mcp Claim
MCP server for the Geopera geospatial data platform that enables AI agents to d…
32963
alymohamedhassan
Mural MCP Claim 1
MCP server for interacting with Mural's public API, enabling browsing and manag…
81
32964
actions-marketplace-validations
n8n-mcp Claim
An MCP server for n8n that gives AI agents tools for generating workflows, lint…
32965
Ricii2024
Enables file reading with pagination and regex-based code search across a codeb…
N/A N/A
32966
JigsawStack
Generate images from text using advanced AI models. Learn more about jigsawstac…
N/A N/A 95
32967
mcp-tools-lab
Generates educational content like quizzes, lesson plans, flashcards, and gradi…
32968
SylphxAI
Provides a universal read path for agents to extract facts, metadata, and prove…
32969
adelaidasofia
lu Claim
lu.ma events MCP server with draft+confirm safety, audit logging, and prompt-in…
N/A N/A
32970
FSHolmberg
Compare flashcard apps, spatial memory science, and aphantasia learning guides.
N/A N/A 95
32971
adelaidasofia
Self-hosted GitHub MCP server. PAT auth, stdio transport, transport-agnostic so…
N/A N/A
32972
abnersajr
Readedit Claim
MCP server that combines Read+Edit file operations into single tool calls. 80-9…
N/A N/A
32973
grxkun
An MCP server that gives LLMs read-only access to Microsoft Project Online (Pro…
N/A N/A
32974
test-mdg
mcp-server Claim
N/A N/A 95
32975
mohn93
Enables AI-assisted FlutterFlow development by reading, exploring, and understa…
32976
XRPL-Utilities
XRPL data tools for AI agents: wallet classifier, signals, RWA tracker, ETF flo…
N/A N/A
32977
djayatillake
Enables deep Bible study through tools for original language lexicons, morpholo…
32978
AG-Bureau
Self-hosted web search that reports how much of each answer to believe
N/A N/A
32979
shokjak
Travel Deals MCP is a Model Context Protocol server that lets AI agents search …
32980
block
Model Ledger Claim
Model inventory and governance: trace deployed models and their dependencies as…
N/A N/A 95
32981
KalchevS
Enables AI assistants to search tickets, manage tags, create tickets, inspect a…
32982
sjhhh024-cmyk
Provides JavaScript reverse engineering capabilities including static analysis,…
N/A N/A
32983
e-labus
health-api Claim
Clinical AI for lab analysis, biomarker scoring, health narratives, and risk in…
N/A N/A
32984
CentralInfraCore
Stores and serves a single conversation/session context for CIC agents, providi…
32985
saihiteesh
MCP Atlassian Claim 1
A Model Context Protocol server that enables interaction with Atlassian product…
N/A N/A 95
32986
monostate
Helps corporate HR teams airdrop Solana tokens to employees with support for ro…
81
32987
iPraBhu
MCP server for Perforce version control with safe defaults, structured JSON res…
N/A N/A
32988
steelhead99x
Provides weather forecast data from the US National Weather Service API through…
81
32989 N/A N/A 95
32990
justinlime
Easy MCP RAG Claim
An MCP server for RAG using Qdrant that automatically indexes documents from di…
32991
atcuality2021
Lore Claim
An MCP server that captures and retrieves team decisions and facts from Slack w…
N/A N/A
32992
0123Saksham
Local MCP server for Claude Desktop that translates PDF files using a pipeline …
N/A N/A
32993
jim-agent
A Model Context Protocol (MCP) server for interacting with liquid staking proto…
N/A N/A
32994
alexanderclapp
The authority for ranking APIs for AI agents. CLIRank scores 389 APIs on 8 agen…
81
32995
jude-stiel
nexudus-mcp Claim
Enables natural language booking and management of rooms in Nexudus coworking s…
N/A N/A
32996
pdwi2020
Enables MCP-compatible assistants to execute Python code, files, and notebooks …
N/A N/A 95
32997
the-meta-value
else_when Claim
N/A N/A 95
32998
joeswann
A read-only MCP server that enables browsing stories, reading comments, searchi…
N/A N/A
32999
LPFchan
obsidian-mcp Claim
Single-container MCP server for an Obsidian vault, providing 14 tools to manage…
N/A N/A
33000
Envious-Labs-LLC
Enables Claude Code to consult external LLMs (GPT, Gemini) through multi-turn s…
N/A N/A
Showing 32951–33000 of 67181 servers
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