MCP Server Quality Scores

Independent quality analysis of 59573 public MCP servers

59573
Discovered
29911
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 52 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
20851
Eliveral
Enables AI video automation pipeline: ComfyUI image-to-video, FFmpeg processing…
B 73 33 66 N/A N/A 54 95
20852
DeepTrail
deepsecure Claim
Effortlessly secure your AI agents and AI-powered workflows — from prototype to…
B 73 43 88 45 N/A 65 90
20853
fkom13
gencodedoc Claim
Versioning de code et génération de documentation intelligents. Supporte CLI, A…
B 73 43 90 51 N/A 47 92
20854
daedalus
mcp-hashlib Claim 1
Enables LLMs to compute cryptographic hashes and perform key derivation functio…
B 73 33 57 72 95
20855
aruuhii2yo
Join us at the frontier of efficiency. This hardware-level optimization suite, …
B 73 33 78 N/A N/A 35 95
20856
ofek
pycli-mcp Claim 1
MCP server for any Python command line application
B 73 43 81 45 N/A 69 95
20857
F4bse-94
n8n-MCP Claim
Provides AI assistants with comprehensive access to n8n workflow automation pla…
B 73 44 96 45 69 76
20858
otdavies
A local server that provides powerful code analysis and search capabilities for…
B 73 43 96 61 N/A 19 95
20859
orneryd
Provides AI assistants with persistent graph database memory using Neo4j, enabl…
B 73 44 94 37 78 80
20860
HainanZhao
mcp-gitlab-jira Claim 1
Unified MCP server for GitLab and Jira: manage projects, merge requests, files,…
B 73 44 84 60 66 78
20861
zaidmukaddam
A minimalistic MCP client with a good feature set.
B 73 43 74 67 N/A 57 90
20862
GhostyAI-HA
ERINYS Claim
Reflexive Memory for AI Agents - MCP Server. Remembers, forgets, questions, and…
B 73 33 66 N/A N/A 54 95
20863
Daghis
teamcity Claim
MCP server exposing JetBrains TeamCity CI/CD workflows to AI coding assistants
B 73 43 71 71 N/A 66 83
20864
wham
Summarizes GitHub discussions, issues, and pull requests by storing data locall…
B 73 43 84 40 N/A 77 90
20865
antarikshc
perfetto-mcp Claim
This is a Model Context Protocol (MCP) server that gets answers from your Perfe…
B 73 43 66 58 N/A 73 95
20866
kirschbaum-development
laravel-loop Claim
Laravel Loop is a powerful Model Context Protocol (MCP) server designed specifi…
B 73 33 58 N/A N/A 67 95
20867
docdyhr
MacWhisper transcription for Claude Desktop. Fully local, no cloud, audio stays…
B 73 33 54 N/A N/A 76 95
20868
alxubuntu
Enables management of Hostinger services, allowing users to deploy WordPress si…
B 73 44 96 47 55 82
20869
devkindhq
Swell MCP Claim
Model Context Protocol server for Swell e-commerce platform integration with AI…
B 73 44 84 66 N/A 53 82
20870
oregpt
Enables reading, writing, and managing Google Sheets documents with support for…
B 73 44 78 72 58 81
20871
chrischall
skylight-mcp Claim
Skylight Calendar for Claude — family events, chores, and rewards.
B 73 33 66 N/A N/A 70 83
20872
sarahpark
Provides AI agents with read-only access to Google Search Console data, includi…
B 72 33 78 49 83
20873
Saumyakhushlani
Simple MCP server that exposes a tool to fetch student result/CGPA data from MA…
B 72 33 78 N/A N/A 32 95
20874
2389-research
claude-plugins Claim
28 plugins and MCP servers for Claude Code — TDD, multi-agent orchestration, it…
B 72 33 60 N/A N/A 60 95
20875
boyce-io
Boyce Claim
Deterministic SQL compiler for AI agents. Your agent stops guessing SQL.
B 72 33 72 N/A N/A 70 75
20876
sepal7
Provides AI assistants with comprehensive access to Azure DevOps services inclu…
B 72 44 92 63 39 81
20877
blooper20
An AI-powered MCP server that converts guitar audio recordings into high-qualit…
B 72 33 60 N/A N/A 60 95
20878
dunz
Integrates with Atlassian Cloud products (Confluence and Jira) to enable AI ass…
B 72 44 90 62 42 81
20879
yogeshhrathod
Jira MCP Server Claim
Enables comprehensive interaction with self-hosted Jira instances using Persona…
B 72 44 78 70 51 81
20880
LYFTIUM-INC
Enables secure integration with Metasploit Framework for AI assistants, providi…
B 72 43 90 51 N/A 42 95
20881
ByAxe
keynote-mcp Claim 1
MCP server for full control of Apple Keynote through AppleScript automation. Cr…
B 72 43 96 31 N/A 62 90
20882
sdelements
A Model Context Protocol server that provides SD Elements API integration, enab…
B 72 44 78 70 52 81
20883
AutomoxCommunity
Automox MCP Server Claim
Official MCP server for Automox. Manage devices, patches, and policies in natur…
B 72 33 56 N/A N/A 86 83
20884
dma9527
irs-taxpayer Claim
39 tax tools for US taxpayers: federal/state tax, credits, deductions, retireme…
B 72 43 66 58 N/A 71 94
20885
bezata
kObsidian Claim
Filesystem-first MCP for Obsidian — an LLM-maintained wiki inspired by Karpathy…
B 72 33 60 N/A N/A 78 83
20886
acabala
apidog-tests-mcp Claim 1
MCP server for managing Apidog test cases, scenarios, suites, and test data
B 72 43 63 71 N/A 71 84
20887
markusvankempen
MCP server for IBM Watson Orchestrate (WXO). Manage tools, agents, connections,…
B 72 43 86 71 37 81
20888
Erudika
para Claim
The Para MCP server exposes Para's backend services over the Model Context Prot…
B 72 33 54 N/A N/A 71 95
20889
zscaler
zscaler-mcp-server Claim
Connects AI agents to the Zscaler Zero Trust Exchange platform via the Model Co…
B 72 43 90 17 87 94
20890
palolxx
Leverage advanced analytical thinking capabilities to break down complex proble…
B 72 33 84 N/A N/A 20 95
20891
getmochify
Mochify MCP Claim
MCP implementation for connecting to the Mochify image processing API to conver…
B 72 43 60 68 N/A 68 92
20892
stranyer
Enables AI assistants like Claude and Cursor to interact directly with Figma to…
B 72 43 78 58 N/A 52 95
20893
art22017
Enables LLMs to search and retrieve exam problems, solutions, and answers from …
B 72 44 88 61 48 82
20894
pzalutski-pixel
javalens-mcp Claim
56 semantic Java analysis tools via Eclipse JDT. Compiler-accurate navigation, …
B 72 33 58 N/A N/A 63 95
20895
RussellLuo
cmcp Claim
A command-line utility for interacting with MCP servers.
B 72 43 60 65 N/A 68 95
20896
dennisonbertram
MCP Etherscan Server Claim 2
An MCP server providing comprehensive access to Ethereum blockchain data across…
B 72 44 81 72 47 80
20897
jbeshir
Workflowy Claim
Search, read, create, and organize Workflowy nodes with breadcrumb context.
B 72 43 76 66 N/A 61 81
20898
MoyGulati
claude-operator Claim
Transforms Claude Code into an autonomous operator that decomposes goals, spawn…
B 72 33 72 N/A N/A 40 95
20899
replica882
Enables Claude.ai to interact with Twitter/X by using browser automation to per…
B 72 33 64 N/A N/A 54 95
20900
chrishayuk
chuk-mcp-stage Claim
Orchestrates 3D scene creation, camera paths, and physics-driven animations, br…
B 72 44 72 68 68 81
Showing 20851–20900 of 59573 servers
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