MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31834
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 32 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
20851
docdyhr
MacWhisper transcription for Claude Desktop. Fully local, no cloud, audio stays…
B 73 33 54 N/A N/A 76 95
20852
tkmawarire
SQL Server monitoring and diagnostics for AI agents using Extended Events. No O…
B 73 33 58 N/A N/A 67 95
20853
bmdhodl
agent47 Claim 1
Runtime guardrails and incident read access for coding agents. Query AgentGuard…
B 73 33 69 65 83
20854
fkom13
gencodedoc Claim
Versioning de code et génération de documentation intelligents. Supporte CLI, A…
B 73 43 90 51 N/A 47 92
20855
las-team
Lastest Claim
MCP serverr for Lastest to manage your tests, AI create them, run them, and spe…
B 73 33 72 44 95
20856
keenanpepper
glowfic-rag Claim
Provides semantic search capabilities over glowfic.com content using a pre-buil…
B 73 33 76 N/A N/A 40 95
20857
boshyxd
robloxstudio-mcp Claim
Create agentic AI workflows in ROBLOX Studio
B 73 43 90 28 N/A 73 95
20858
cameronrye
openzim-mcp Claim
Modern, secure MCP server for accessing ZIM format knowledge bases offline. Ena…
B 73 43 64 53 N/A 87 92
20859
affaan-m
agentshield Claim
AI agent security scanner. Detect vulnerabilities in agent configurations, MCP …
B 73 43 90 30 N/A 81 90
20860
joshua-auchincloss
factsets Claim 1
A self-maintaining knowledge base for AI agents that manages facts, resources, …
B 73 43 69 58 N/A 72 95
20861
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
20862
MABAAM
mcp-research Claim 1
Enables AI assistants to perform comprehensive web research through tiered sear…
B 73 33 60 N/A N/A 64 95
20863
daedalus
mcp-hashlib Claim 1
Enables LLMs to compute cryptographic hashes and perform key derivation functio…
B 73 33 57 72 95
20864
inventra
Enables AI agents like Claude and Cursor to directly query Google's NotebookLM …
B 73 43 72 68 N/A 52 95
20865
echojobsio
jdl-mcp-server Claim
Search 1M+ enriched job listings from 20,000+ companies. Filter by skills, sala…
B 73 33 76 55 83
20866
YuriGolfeto
excel-mcp-server Claim
B 73 33 72 N/A N/A 47 95
20867
daedalus
mcp-z3-prover Claim
MCP server exposing Z3 solver API
B 73 33 60 N/A N/A 67 95
20868
cristip73
This server implementation allows AI assistants to interact with Asana's API, e…
B 73 44 84 70 48 81
20869
wham
Summarizes GitHub discussions, issues, and pull requests by storing data locall…
B 73 43 84 40 N/A 77 90
20870
luischang07
Enables LLMs to automatically diagnose coding errors through codebase search, t…
B 73 33 78 N/A N/A 35 95
20871
thegridwork
aiact Claim
Scan codebases for AI usage, classify risk, generate EU AI Act compliance repor…
B 73 33 76 N/A N/A 37 95
20872
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
20873
virgilvox
furlow-mcp Claim
Author FURLOW Discord bot YAML: validate specs, list actions/events/builtins, s…
B 72 33 60 N/A N/A 63 95
20874
Xodus-CO
Hetzner MCP Claim
Enables users to manage Hetzner Cloud resources including servers, load balance…
B 72 44 94 68 30 80
20875
lukas-bekr
Fathom MCP Server Claim
Enables LLMs to interact with Fathom.video API for managing meeting recordings,…
B 72 44 90 71 29 83
20876
thatsrajan
VidLens Claim
Enables AI agents to search, analyze, and extract insights from YouTube videos …
B 72 33 72 N/A N/A 67 75
20877
conradkoh
browsermcp Claim
Fork of Browser MCP with improved reliability, logging, and exit code handling;…
B 72 33 78 N/A N/A 30 95
20878
jlcodes99
ApiPost MCP Claim
A server that enables management of ApiPost API documentation and team collabor…
B 72 44 88 55 55 81
20879
daedalus
mcp-python-bitcoinlib Claim 1
An MCP server that exposes the python-bitcoinlib API. It provides tools for Bit…
B 72 33 57 N/A N/A 67 95
20880
danielbushman
Provides a standardized interface for interacting with Quickbase's JSON RESTful…
B 72 44 72 68 62 84
20881
YuliiaKovalova
Search, inspect, preview, and create .NET projects from dotnet new templates vi…
B 72 33 54 N/A N/A 72 95
20882
azender1
safeagent Claim
Exactly-once execution guard for AI agents. Prevents duplicate payments and web…
B 72 33 54 N/A N/A 71 95
20883
palolxx
Leverage advanced analytical thinking capabilities to break down complex proble…
B 72 33 84 N/A N/A 20 95
20884
imlewc
Interact with Metabase seamlessly. Access dashboards, execute queries, and retr…
B 72 44 84 72 N/A 40 80
20885
vmsfigueredo
mcplens Claim 1
A local MCP server that provides AI coding assistants with semantic search capa…
B 72 33 76 N/A N/A 34 95
20886
sapoepsilon
Whispera Claim
AI-powered voice transcription app for macOS using WhisperKit
B 72 33 54 N/A N/A 70 95
20887
davidar
mcp-server-if Claim 1
Enables AI assistants to play interactive fiction games (Glulx and Z-machine) t…
B 72 33 60 N/A N/A 63 95
20888
gossipcat-ai
gossipcat Claim
Multi-agent orchestration for Claude Code — consensus review, adaptive dispatch…
B 72 33 54 N/A N/A 89 83
20889
bobbyhouse
Project Gutenberg MCP Claim 1
Read Project Gutenberg books via MCP. Search, fetch metadata, and retrieve text…
B 72 33 66 N/A N/A 50 95
20890
costajohnt
oss-autopilot Claim
Open source contribution manager with PR tracking across repos, issue discovery…
B 72 33 60 79 83
20891
Goldentrii
agent-recall Claim
Correction-first agent memory. Precision KPI tracks if agents heed warnings. 5 …
B 72 33 60 N/A N/A 60 95
20892
Haizzz
Connects AI assistants to the Sharesight portfolio tracking platform via the v3…
B 72 44 80 72 47 80
20893
studiomeyer-io
AI-native CRM with 33 tools. Pipeline, leads, health scores, revenue analytics,…
B 72 33 58 64 95
20894
LeooNic
gworkspace-mcp Claim 1
An MCP server for automating Google Workspace applications including Sheets, Ap…
B 72 33 69 N/A N/A 45 95
20895
AndyAnh174
vibe-hnindex Claim
Index source code into a local knowledge base, search with keyword + semantic +…
B 72 33 60 N/A N/A 63 95
20896 B 72 33 66 N/A N/A 50 95
20897
RussellLuo
cmcp Claim
A command-line utility for interacting with MCP servers.
B 72 43 60 65 N/A 68 95
20898
kaupau
flai-mcp Claim 2
An MCP server that connects AI assistants to FL Studio for music production via…
B 72 33 69 N/A N/A 45 95
20899
chrishayuk
chuk-mcp-stage Claim
Orchestrates 3D scene creation, camera paths, and physics-driven animations, br…
B 72 44 72 68 68 81
20900
aiadiguru2025
SF-MCP Claim
Enables querying SAP SuccessFactors OData API metadata and managing Role-Based …
B 72 44 94 46 56 83
Showing 20851–20900 of 66518 servers
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