MCP Server Quality Scores

Independent quality analysis of 68965 public MCP servers

68965
Discovered
→
33703
Scored
→
2112
Verified
→
16953
Complete

Last updated 8 hours, 38 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
2401
Shawn-Falconbury
Provides secure access to filesystem operations, system commands, Obsidian vaul…
B 78 5⁄5 ◉ ⏳ 90 72 — 50 81 90
2402
hmumixaM
Enables interaction with USCardForum, a Discourse-based community focused on US…
B 78 5⁄5 ◉ ⏳ 72 100 — 29 81 95
2403
SojiroPopo
Exposes ArcGIS Pro geoprocessing capabilities to LLMs via the arcpy library, en…
B 78 4⁄4 ◉ ⏳ 84 N/A N/A 25 95 95
2404
joe-watkins
aria-mcp ⚡ Claim 1
Provides comprehensive access to the W3C WAI-ARIA specification for querying ro…
B 78 5⁄5 ◉ ⏳ 94 70 — 34 83 97
2405
82deutschmark
Helps ground AI agents in reality by fact-checking responses against official d…
B 78 5⁄5 ◉ ⏳ 84 71 — 55 81 95
2406
AbdelStark
Enables AI models to interact with the Lightning Network by providing an MCP-co…
B 78 5⁄5 ◉ ⏳ 92 68 — 37 80 100
2407
MushroomFleet
UNO-MCP Claim
Unified Narrative Operator MCP server — AI-powered prose expansion, repetition …
B 78 5⁄4 ◉ ⏳ 86 60 N/A 48 95 94
2408
antvis
mcp-server-antv ⚡ Claim 1
🧑🏻‍💻 MCP Server for @antvis visualization development, which provides documenta…
B 78 5⁄4 ◉ ⏳ 75 65 N/A 68 95 88
2409
Lexpedite
Enables interaction with the Blawx API to discover project ontologies, ask ques…
B 78 5⁄5 ◉ ⏳ 84 72 — 45 81 98
2410
dushyant30suthar
mcp ⚡ Claim 1
Structural analysis for any system — 12 deterministic graph tools (topology, bo…
B 78 6⁄6 ◉ ⏳ 71 80 96 38 81 94
2411
jinzcdev
MCP server enabling automated access to **LeetCode**'s programming problems, so…
B 78 5⁄5 ◉ ⏳ 61 100 — 50 81 93
2412
ARadRareness
mcp-registry Claim 1
A central registry and HTTP interface for coordinating Model Context Protocol (…
B 78 5⁄4 ◉ ⏳ 90 61 N/A 40 87 100
2413
ah-wq
Wraps local multimodal CLIs (Google Gemini CLI and Qwen CLI) as MCP tools, enab…
B 78 5⁄5 ◉ ⏳ 90 100 N/A 46 95 40
2414
qckfx
Provides Node.js debugging capabilities with process management for AI agents, …
B 78 5⁄5 ◉ ⏳ 90 100 N/A 43 95 45
2415
ofershap
Zero-auth developer utilities: base64, UUID, hash, JWT decode, cron parse, time…
B 78 5⁄4 ◉ ⏳ 66 65 N/A 64 94 100
2416
astronomer
astro-airflow-mcp ⚡ Claim 2
An MCP server that enables AI assistants to interact with Apache Airflow's REST…
B 78 5⁄5 ◉ ⏳ 63 82 — 69 82 98
2417
buildswithpaul
MCP server that enables LLMs to interact with ERPNext/Frappe sites for document…
B 78 5⁄4 ◉ ⏳ 88 43 — 81 90 90
2418
MushroomFleet
Transform your ordinary story content into rich, detailed narratives. Enhance y…
B 78 5⁄4 ◉ ⏳ 86 60 N/A 48 91 100
2419
jx888-max
A threat intelligence aggregation server that provides unified access to multip…
B 78 5⁄5 ◉ ⏳ 66 82 N/A 59 95 83
2420
Neksi11
Ruledex ⚡ Claim
MCP Server which can get your AI's to Code in an Production level state.
B 78 5⁄4 ◉ ⏳ 90 70 N/A 32 89 95
2421
domdomegg
Downdetector ⚡ Claim
Check service status and outage information via Downdetector.
B 78 5⁄5 ◉ ⏳ 78 100 N/A 66 95 42
2422
Njengah
Reads README files from the file system and automatically generates structured …
B 78 5⁄5 ◉ ⏳ 90 100 N/A 33 95 51
2423
SaptaDey
Enable advanced AI reasoning workflows using graph-based thought representation…
B 78 5⁄4 ◉ ⏳ 94 58 N/A 37 95 93
2424
Zabaca
Pane Claim
Enables AI agents to create visual, interactive interfaces with diagrams, struc…
B 78 5⁄4 ◉ ⏳ 90 70 N/A 26 95 96
2425
Kaina3
Debug-MCP ⚡ Claim
Enables AI assistants to perform interactive Python debugging with breakpoints,…
B 78 5⁄4 ◉ ⏳ 92 53 N/A 50 95 94
2426
knowall-ai
Enables AI agents to store, retrieve, and connect information in a Neo4j graph …
B 78 5⁄5 ◉ ⏳ 94 58 — 56 82 91
2427
CryptoAPIs-io
mcp-utils ⚡ Claim 3
MCP server for address derivation and encoding utilities across multiple blockc…
B 78 6⁄4 ◉ ⏳ 81 76 93 37 83 84
2428
TheNomadInOrbit
Vision MCP Server ⚡ Claim
Enables vision capabilities for any AI model by routing image analysis requests…
B 78 5⁄5 ◉ ⏳ 86 72 — 46 81 95
2429
kristofer84
Enables secure read-only access to PostgreSQL databases, allowing users to list…
B 78 5⁄5 ◉ ⏳ 100 58 — 51 77 93
2430
ayeletstudioindia
Provides deep source code analysis for Unreal Engine codebases, allowing AI ass…
B 78 5⁄5 ◉ ⏳ 86 68 — 47 81 99
2431
vrllrv
junto-mcp ⚡ Claim
Create Pix charges (Woovi/OpenPix) · List payments & check status · Refund tran…
B 78 5⁄4 ◉ ⏳ 84 61 — 50 95 93
2432
thhart
Log MCP Server ⚡ Claim 1
Enables AI assistants to automatically inspect and analyze application runtime …
B 78 5⁄5 ◉ ⏳ 84 91 N/A 69 95 45
2433
crunchtools
MCP Gitlab ⚡ Claim
Secure MCP server for GitLab projects, merge requests, issues, and pipelines
B 78 5⁄5 ◉ ⏳ 66 82 N/A 51 95 94
2434
BAM-DevCrew
11 focused tools for structured thinking, branching, revision, and navigation.
B 78 5⁄5 ◉ ⏳ 90 100 N/A 49 95 39
2435
Eis4TY
Provides Chinese holiday information, lunar calendar conversion, traditional fe…
B 78 5⁄5 ◉ ⏳ 84 82 — 57 81 80
2436
runablehq
mobile-mcp ⚡ Claim
A Model Context Protocol (MCP) server that provides mobile automation capabilit…
B 78 5⁄4 ◉ ⏳ 66 66 N/A 63 95 99
2437
TomBener
Enables comprehensive management of DEVONthink records and databases, including…
B 78 5⁄4 ◉ ⏳ 92 61 N/A 35 95 95
2438
SchematicHQ
Schematic ⚡ Claim 1
Manage companies, plans, features, and billing through SchematicHQ
B 78 5⁄4 ◉ ⏳ 84 63 N/A 74 81 89
2439
Natfii
UE5 MCP Server ⚡ Claim 1
Bridges AI assistants to Unreal Engine 5 editor, enabling direct manipulation o…
B 78 5⁄5 ◉ ⏳ 71 87 N/A 26 95 100
2440
mlemos
Integrates Attio CRM with AI clients to manage companies, people, and notes thr…
B 78 5⁄5 ◉ ⏳ 96 71 — 32 82 93
2441
rmoriz
A Model Context Protocol (MCP) server that provides cached access to Munich Pub…
B 78 5⁄5 ◉ ⏳ 86 100 N/A 37 95 53
2442
dcSpark
MCP Dockmaster allows you to easily install and manage MCP servers. Available f…
B 78 5⁄5 ◉ ⏳ 94 47 N/A 73 80 96
2443
Mohamed-Elnahla
revit-mcp ⚡ Claim 1
Enables AI assistants to interact with Autodesk Revit to query project data, ma…
B 78 5⁄5 ◉ ⏳ 78 100 N/A 50 82 72
2444
robobobby
mcp-nordic ⚡ Claim 1
Provides access to a suite of Nordic data tools covering Danish business record…
B 78 5⁄5 ◉ ⏳ 90 75 — 30 83 96
2445
RubensZimbres
Multi-Agent Systems with Google's Agent Development Kit + A2A + MCP
B 78 4⁄4 ◉ ⏳ 72 N/A N/A 46 95 94
2446
danhilse
notion_mcp ⚡ Claim 1
Integrates with Notion's API to manage personal todo lists
B 78 5⁄5 ◉ ⏳ 94 66 — 42 80 100
2447
xiyuefox
Connects Claude Desktop to Hugging Face Spaces with minimal setup, enabling cap…
B 78 5⁄5 ◉ ⏳ 96 66 — 41 81 94
2448
effytech
Freshservice MCP server
B 78 5⁄5 ◉ ⏳ 88 71 — 47 81 94
2449
tealight-uk
U301 URL Shortener MCP Server
B 78 5⁄4 ◉ ⏳ 82 71 N/A 43 95 92
2450
CodeLogicIncEngineering
codelogic-mcp-server ⚡ Claim 2
An MCP Server to utilize Codelogic's rich software dependency data in your AI p…
B 78 5⁄4 ◉ ⏳ 81 63 N/A 82 81 87
Showing 2401–2450 of 68965 servers
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