MCP Server Quality Scores

Independent quality analysis of 68948 public MCP servers

68948
Discovered
→
33679
Scored
→
2112
Verified
→
16953
Complete

Last updated 9 hours, 37 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
451
alt250
Famxplor Family Travel Activities
B 83 6⁄6 ◉ ⏳ 90 86 95 40 81 91
452
ozanmutlu
gitlab-docs ⚡ Claim
GitLab documentation search for AI assistants via Model Context Protocol (MCP)
B 83 5⁄4 ◉ ⏳ 86 72 N/A 67 95 93
453
dweekly
quicken-mac-mcp ⚡ Claim
Read-only access to Quicken For Mac financial data: transactions, spending, and…
B 83 5⁄5 ◉ ⏳ 70 100 N/A 79 81 84
454
executeautomation
MCP Database Server is a new MCP Server which helps connect with Sqlite, SqlSer…
B 83 5⁄4 ◉ ⏳ 100 58 N/A 64 90 100
455
PaulieB14
graph-lending-mcp ⚡ Claim
MCP server that exposes unified AI-friendly tools over Messari's standardized l…
B 83 5⁄5 ◉ ⏳ 72 100 — 64 95 77
456
quanticsoul4772
Enables secure command-line interactions on Windows systems through PowerShell,…
B 83 5⁄5 ◉ ⏳ 96 82 N/A 54 90 84
457
bonnard-data
bonnard Claim
Open-source agentic schema for reliable data outputs. Query data through MCP an…
B 83 5⁄4 ◉ ⏳ 100 71 N/A 56 90 88
458
0xK3vin
MegaMemory ⚡ Claim
An MCP server that lets coding agents build and query a persistent knowledge gr…
B 83 5⁄4 ◉ ⏳ 76 73 N/A 84 92 91
459
ssut
Remote-MCP ⚡ Claim
A type-safe solution to remote MCP communication, enabling effortless integrati…
B 83 5⁄4 ◉ ⏳ 94 58 N/A 71 95 97
460
evtapps
Ditto MCP Server ⚡ Claim
Enables secure execution of Ditto DQL (Data Query Language) queries over HTTPS …
B 83 5⁄5 ◉ ⏳ 88 100 — 64 81 76
461
bshandley
Homelab MCP Server ⚡ Claim
Enables Claude to monitor and manage homelab infrastructure including Docker co…
B 83 5⁄5 ◉ ⏳ 100 100 — 30 81 84
462
rashidazarang
airtable-mcp ⚡ Claim
Connect AI tools directly to Airtable. Query, create, update, and delete record…
B 83 5⁄5 ◉ ⏳ 90 72 — 85 80 90
463
lapfelix
XcodeMCP ⚡ Claim
MCP server for Xcode that wraps its AppleScript interface & uses XCLogParser to…
B 83 5⁄4 ◉ ⏳ 96 51 N/A 73 95 100
464
firesh
Enables monitoring of domain registration information via WHOIS lookup and SSL …
B 83 6⁄6 ◉ ⏳ 86 100 88 27 81 100
465
InditexTech
mcp-teams-server ⚡ Claim
MCP server that integrates Microsoft Teams messaging (read, post, mention, list…
B 83 5⁄5 ◉ ⏳ 88 65 — 90 78 98
466
WhenMoon-afk
An MCP server that provides persistent memory capabilities for Claude, offering…
B 83 5⁄5 ◉ ⏳ 79 100 — 75 81 79
467
khalilbalaree
undo-mcp ⚡ Claim
A smart, checkpoint‑based undo system for Claude Code. Automatically snapshots …
B 83 5⁄5 ◉ ⏳ 90 75 N/A 45 95 100
468
kevinrabun
Judges Panel ⚡ Claim 1
45 judges that evaluate AI-generated code for security, cost, and quality with …
B 83 5⁄5 ◉ ⏳ 66 100 N/A 68 95 82
469
kelnixsolutions
AI-Ready Data & Context Engineering API. Connect any data source, query with na…
B 83 6⁄6 ◉ ⏳ 78 84 91 63 81 94
470
longngo192
Enables AI assistants to search and access Google Cloud Platform documentation …
B 83 5⁄5 ◉ ⏳ 84 100 — 47 81 94
471
zazencodes
Random Number MCP ⚡ Claim
Production-ready MCP server that provides LLMs with essential random generation…
B 83 5⁄5 ◉ ⏳ 66 82 — 78 95 100
472
timescale
pg-aiguide ⚡ Claim 2
Enables semantic search across PostgreSQL, TimescaleDB, and PostGIS documentati…
B 83 6⁄6 ◉ ⏳ 100 80 92 75 61 85
473
Galbaz1
video-research-mcp ⚡ Claim
Give Claude Code 51 research, analysis & media production tools with one comman…
B 83 5⁄4 ◉ ⏳ 88 55 N/A 85 95 93
474
ivo-toby
Enables efficient content retrieval from Contentful's Content Delivery API usin…
B 83 5⁄5 ◉ ⏳ 100 68 — 58 81 99
475
mapbox
mapbox-docs ⚡ Claim 1
Provides AI assistants with instant access to Mapbox documentation and referenc…
B 83 6⁄6 ◉ ⏳ 69 96 93 59 81 95
476
itseasy21
mcp-codebase-index ⚡ Claim 1
B 83 5⁄4 ◉ ⏳ 84 70 N/A 71 92 95
477
kiransth77
AionMCP Claim
Dynamic API tool generator for OpenAPI, GraphQL, and AsyncAPI specifications
B 83 5⁄4 ◉ ⏳ 90 61 N/A 74 92 95
478
mjrestivo16
Enables management of Terraform infrastructure as code through 25 comprehensive…
B 83 5⁄5 ◉ ⏳ 94 74 N/A 42 95 100
479
k2wanko
Enables text-to-speech synthesis using VOICEPEAK software with support for cust…
B 83 5⁄4 ◉ ⏳ 86 65 N/A 69 92 99
480
TANTIOPE
datadog-mcp-server ⚡ Claim
MCP server providing comprehensive Datadog observability access for AI assistan…
B 83 5⁄5 ◉ ⏳ 94 75 — 80 76 91
481
IcyHot09
MCP server bridging OpenGrok search engine with AI for instant context across m…
B 83 5⁄4 ◉ ⏳ 88 72 N/A 69 92 93
482
daniel-levesque
Provides tools to access AWS documentation, search for content, and get recomme…
B 83 5⁄5 ◉ ⏳ 72 100 N/A 46 95 92
483
amirsina-mandegari
GitLab MCP Server ⚡ Claim 1
Connects AI assistants to GitLab, allowing users to manage merge requests, view…
B 83 5⁄4 ◉ ⏳ 96 66 N/A 67 92 91
484
WeePulse
Enables AI assistants to analyze and optimize PostgreSQL database performance b…
B 83 5⁄5 ◉ ⏳ 94 65 — 71 83 100
485
zxkane
Use Amazon Nova Canvas model for image generation.
B 83 5⁄5 ◉ ⏳ 100 68 — 61 80 100
486
southleft
Connects Claude Desktop to LinkedIn's data layer for AI-powered networking, ena…
B 83 5⁄5 ◉ ⏳ 84 82 N/A 59 95 90
487
AustinRyan
claude-mcp-tunnel ⚡ Claim
MCP server that detects project frameworks (25+), starts dev servers, and creat…
B 83 4⁄4 ◉ ⏳ 70 N/A N/A 71 95 95
488
SanderMoon
local-brain Claim
A CLI tool for managing projects
B 83 4⁄4 ◉ ⏳ 68 N/A N/A 71 95 99
489
Ansvar-Systems
irish-law-mcp ⚡ Claim
Irish legislation via MCP — full-text search across statutes and provisions
B 83 5⁄4 ◉ ⏳ 71 93 N/A 61 95 93
490
Airpote
Search and retrieve Avalanche blockchain documentation for building on AVAX.
B 83 6⁄6 ◉ ⏳ 100 66 94 55 81 94
491
langchain-ai
** THIS REPO HAS MOVED TO https://github.com/langchain-ai/langchainjs/tree/main…
B 83 5⁄4 ◉ ⏳ 72 73 N/A 80 95 100
492
code-rabi
Interactive Brokers MCP Server
B 83 5⁄5 ◉ ⏳ 68 82 N/A 71 95 98
493
egegungordu
Provides a structured interface to the Japanese National Diet Library's parliam…
B 83 6⁄6 ◉ ⏳ 88 100 99 20 81 91
494
taylorwilsdon
LLM Driven Trading Platform Orchestration - Strategy Design, Research & Impleme…
B 83 5⁄5 ◉ ⏳ 82 82 — 66 81 99
495
storybookjs
Enables AI agents to interact with Storybook by exposing UI component informati…
B 83 5⁄4 ◉ ⏳ 84 68 N/A 77 95 92
496
AdirAmsalem
MCP-IT Fastify ⚡ Claim
A Fastify plugin that automatically converts API routes into Model Context Prot…
B 83 5⁄5 ◉ ⏳ 100 72 — 67 81 86
497
fetter-io
Fetter MCP Claim
Real-time Python package and vulnerability data for AI coding agents.
B 83 6⁄6 ◉ ⏳ 96 80 98 31 81 93
498
cyanheads
pubmed-mcp-server ⚡ Claim 2
Search PubMed, fetch articles and full text, generate citations, and explore Me…
B 83 6⁄4 ◉ ⏳ 85 80 95 61 75 94
499
quanttogo
Get real-time buy/sell trading signals for US and China markets. Query strategy…
B 83 6⁄6 ◉ ⏳ 81 96 73 72 82 92
500
Ansvar-Systems
nepal-law-mcp ⚡ Claim 1
Nepal legislation via MCP -- full-text search across statutes and provisions
B 83 6⁄4 ◉ ⏳ 92 73 87 46 95 93
Showing 451–500 of 68948 servers
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