MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31834
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 27 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
20801
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
20802
Imsxm15
job-searchoor Claim 1
B 73 33 78 N/A N/A 34 95
20803
YasuakiOmokawa
Oura Ring Claim 1
MCP server for Oura Ring API v2 (sleep, activity, readiness, heart rate, workou…
B 73 33 59 N/A N/A 83 83
20804
tgf-between-your-legs
SDOF Knowledge Base Claim 1
A Model Context Protocol (MCP) server that provides persistent memory and conte…
B 73 44 100 60 38 78
20805
wham
Summarizes GitHub discussions, issues, and pull requests by storing data locall…
B 73 43 84 40 N/A 77 90
20806
devlimelabs
Enable AI assistants to interact with Meilisearch through a standardized interf…
B 73 43 72 72 N/A 51 90
20807
fkom13
gencodedoc Claim
Versioning de code et génération de documentation intelligents. Supporte CLI, A…
B 73 43 90 51 N/A 47 92
20808
cristip73
This server implementation allows AI assistants to interact with Asana's API, e…
B 73 44 84 70 48 81
20809
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
20810
echojobsio
jdl-mcp-server Claim
Search 1M+ enriched job listings from 20,000+ companies. Filter by skills, sala…
B 73 33 76 55 83
20811
seekrays
SeekChat Claim
SeekChat supports MCP tool execution, enabling AI to directly control your comp…
B 73 43 90 33 N/A 75 90
20812
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
20813
aruuhii2yo
Join us at the frontier of efficiency. This hardware-level optimization suite, …
B 73 33 78 N/A N/A 35 95
20814
koltyakov
Godot MCP Server Claim 1
Enables LLMs to create and modify Godot game engine projects by managing scenes…
B 73 43 92 58 N/A 45 87
20815
daedalus
mcp-hashlib Claim 1
Enables LLMs to compute cryptographic hashes and perform key derivation functio…
B 73 33 57 72 95
20816
Gajarthan
CSE MCP Server Claim 1
A Model Context Protocol server for the Colombo Stock Exchange that enables use…
B 73 33 51 N/A N/A 80 95
20817
daedalus
mcp-z3-prover Claim
MCP server exposing Z3 solver API
B 73 33 60 N/A N/A 67 95
20818
Riteshpcs1994
MCP Production Claim
A production-ready MCP server that integrates OpenAI with FastAPI and Redis to …
B 73 43 78 72 N/A 45 90
20819
FunplayAI
stdio bridge for the local Unity Editor MCP server from FunplayAI/funplay-unity…
B 73 33 54 N/A N/A 77 95
20820
tomyud1
godot-mcp Claim 1
MCP server for Godot game engine integration — control the Godot editor with AI
B 73 43 81 61 N/A 54 89
20821
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
20822
stacklok
ToolHive's registry catalog of MCP servers
B 73 43 68 52 N/A 80 95
20823
browser-gateway
browser-gateway Claim
AI browser tools with Chrome CDP. Navigate, screenshot, interact. Multi-provide…
B 73 33 60 N/A N/A 83 83
20824
Jialong-zhong
wpa-mcp Claim 2
An MCP server that converts Windows WPR .etl performance traces into structured…
B 73 33 71 N/A N/A 47 95
20825
micro-JAY
twelvelabs-mcp-server Claim 1
MCP server for ElevenLabs Conversational AI (not TwelveLabs video) — agents, KB…
B 73 33 75 N/A N/A 55 83
20826
erikdarlingdata
Free, open-source SQL Server execution plan analyzer — cross-platform GUI + CLI…
B 73 33 58 N/A N/A 70 95
20827
bjenkinsgit
Apple Notes, Reminders, and Contacts for AI assistants. BERT semantic search. m…
B 73 33 64 N/A N/A 58 95
20828
jbeno
An MCP server that enables AI agents to create, read, edit, and manage Jupyter …
B 73 43 90 40 62 95
20829
ggonzalezaleman
CookUnity MCP Claim 1
MCP server for CookUnity meal delivery service. Browse menus, manage carts, con…
B 73 44 73 77 58 80
20830
mindwear-capitian
Follow Up Boss Claim 2
Follow Up Boss CRM in plain English. 160 tools; bring your own API key.
B 73 43 75 61 N/A 65 90
20831
bluecolumnconsulting-lgtm
bluecolumn-memory Claim 1
Persistent semantic memory API for AI agents via BlueColumn.
B 73 33 90 N/A N/A 32 83
20832
divitkashyap
auto-skill-loader Claim
Auto-loads skills into agent sessions. MiniMax vision and search proxy.
B 73 33 78 N/A N/A 53 83
20833
guillaumegay13
fieldflow Claim 1
B 73 43 72 67 N/A 59 90
20834
JVitorFlow
yahoo-finance-mcp Claim 1
B 73 33 76 N/A N/A 39 95
20835
theblockchainbaby
Caipher MCP Claim 1
An MCP server that provides AI assistants with comprehensive access to n8n work…
B 73 44 75 68 72 78
20836
jellythomas
A comprehensive MCP server for Jira, Confluence, and Bitbucket that supports bo…
B 73 43 84 35 82 92
20837
danielealbano
MCP for Azure DevOps Boards is a MCP server that lets your favourite AI browse,…
B 73 43 60 70 N/A 71 95
20838
dsbissett
Excel WebView2 MCP Claim 1
Connects Claude Code to Microsoft Excel add-ins via the Chrome DevTools Protoco…
B 73 33 71 N/A N/A 48 95
20839
apache
doris-mcp-server Claim
Apache Doris MCP Server
B 73 43 80 41 N/A 83 90
20840
domdomegg
google-drive-mcp Claim
MCP server for Google Drive that enables listing, searching, uploading, downloa…
B 73 43 84 70 57 75
20841
Michaelzag
Migadu MCP Server Claim
Enables AI assistants to manage Migadu email hosting services through natural l…
B 73 44 72 73 62 81
20842
itunified-io
Cloudflare MCP Server — 84 tools for DNS, Tunnels, WAF, Zero Trust, R2, KV & Wo…
B 73 43 75 75 N/A 56 83
20843
microsoft
skills Claim
Skills, MCP servers, Custom Agents, Agents.md for SDKs to ground Coding Agents
B 73 43 96 40 N/A 57 90
20844
zmx1225
vibelogic Claim
A deterministic architecture audit engine for Cursor. It enforces visual Mermai…
B 73 33 68 N/A N/A 53 95
20845
juyterman1000
entroly Claim 1
Local proxy that cuts your Claude / OpenAI / Gemini bill 70%+. Drop-in for Curs…
B 73 33 60 N/A N/A 67 95
20846
arihgoldstein
Fast Mode MCP Server Claim 1
Enables AI assistants to convert, validate, and deploy websites to the Fast Mod…
B 73 44 90 66 46 81
20847
open-metadata
OpenMetadata Claim
OpenMetadata is a unified metadata platform for data discovery, data observabil…
B 73 43 56 68 N/A 88 88
20848
giauphan
Exposes codebase analysis data, including module structures, dependencies, and …
B 73 33 60 N/A N/A 66 95
20849
p10q
AE MCP Server Claim 1
An MCP server that enables AI assistants to control Adobe After Effects through…
B 73 43 81 61 N/A 50 94
20850
ferazfhansurie
Enables Claude Code to interact with WhatsApp for reading messages, sending rep…
B 73 33 70 N/A N/A 50 95
Showing 20801–20850 of 66518 servers
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