MCP Server Quality Scores

Independent quality analysis of 68965 public MCP servers

68965
Discovered
→
33703
Scored
→
2112
Verified
→
16953
Complete

Last updated 56 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
2851
Invoke-RE
BinjaLattice provides a secure interface for Binary Ninja that enables AI agent…
B 77 5⁄4 ◉ ⏳ 90 41 N/A 61 95 94
2852
MUSE-CODE-SPACE
test-genie ⚡ Claim
AI-powered app test automation for iOS, Android, Flutter, React Native, Web
B 77 5⁄5 ◉ ⏳ 90 100 N/A 49 95 36
2853
chakradharkalle03-arch
Enables semantic search and question-answering over semiconductor component dat…
B 77 5⁄4 ◉ ⏳ 100 60 N/A 19 95 92
2854
Digital-Defiance
mcp-debugger ⚡ Claim
Node.js and TypeScript debugging with 25+ tools for AI agents
B 77 5⁄5 ◉ ⏳ 71 100 N/A 51 95 58
2855
xhiroga
Blender MCP Senpai ⚡ Claim
Enables AI assistants to analyze Blender 3D models for topology issues like n-g…
B 77 5⁄4 ◉ ⏳ 72 63 N/A 66 95 91
2856
mort-lab
Enables AI assistants to perform Excel file operations (create, read, write, fo…
B 77 5⁄4 ◉ ⏳ 88 60 — 40 90 99
2857
KaliStudent
Printer MCP Server ⚡ Claim
Provides comprehensive enterprise printer information including specifications,…
B 77 5⁄4 ◉ ⏳ 94 55 N/A 34 95 96
2858
entire-vc
evc-spark-mcp ⚡ Claim 1
Search a curated catalog of AI agents, skills, prompts, bundles and MCP connect…
B 77 5⁄5 ◉ ⏳ 72 100 — 54 81 71
2859
Pyroxyl
Enables querying and analysis of public GitHub repositories for statistics, con…
B 77 5⁄5 ◉ ⏳ 90 71 — 51 81 85
2860
aringad
fattureincloud-mcp ⚡ Claim 1
Italian e-invoicing with Fatture in Cloud. Create, send to SDI, manage clients.
B 77 5⁄5 ◉ ⏳ 84 74 N/A 51 83 87
2861
Enreign
Freshdesk MCP Server ⚡ Claim 1
Enables interaction with Freshdesk API v2 to manage support tickets, contacts, …
B 77 5⁄5 ◉ ⏳ 96 68 — 55 80 76
2862
Bedolla
EnriWeb ⚡ Claim 1
An MCP server that provides web search and URL fetching capabilities by delegat…
B 77 5⁄5 ◉ ⏳ 85 68 — 56 80 90
2863
Eis4TY
SymPy Sandbox MCP ⚡ Claim
A secure mathematical computation sandbox that enables LLMs to perform symbolic…
B 77 5⁄4 ◉ ⏳ 78 65 — 51 95 91
2864
Lee-Becky
mcp-google-ads ⚡ Claim
B 77 5⁄4 ◉ ⏳ 76 66 N/A 44 95 95
2865
chuanmingliu
A Model Context Protocol server that enables Claude to perform web research by …
B 77 5⁄4 ◉ ⏳ 85 62 N/A 43 87 99
2866
ruslanmv
Enables AI agents to clone entire websites, download files, manage authenticati…
B 77 5⁄5 ◉ ⏳ 96 43 — 71 81 92
2867
antipaster
Enables control of Adobe Premiere Pro through Claude using over 170 tools for e…
B 77 5⁄5 ◉ ⏳ 72 82 N/A 48 84 92
2868
gofireflyio
firefly-mcp ⚡ Claim
Integrates, discovers, manages, and codifies cloud resources with [Firefly](htt…
B 77 5⁄5 ◉ ⏳ 78 65 — 77 76 89
2869
NovaAI-innovation
CSV MCP Server ⚡ Claim
Enables comprehensive CSV file management including creating, editing, analyzin…
B 77 5⁄5 ◉ ⏳ 78 82 N/A 28 95 90
2870
bbusenius
FI-MCP ⚡ Claim 2
Provides AI assistants with access to 30+ validated financial independence calc…
B 77 5⁄5 ◉ ⏳ 96 100 N/A 42 95 30
2871
tannernicol
Grimoire ⚡ Claim 1
A local security knowledge base that indexes documentation like CVEs and CWEs u…
B 77 5⁄5 ◉ ⏳ 94 91 — 58 81 49
2872
blake365
usgs-quakes-mcp ⚡ Claim 1
B 77 5⁄5 ◉ ⏳ 94 100 N/A 40 95 37
2873
brendandebeasi
Zappy MCP ⚡ Claim
Enables sending, reading, and deleting WhatsApp messages through Claude Desktop…
B 77 5⁄4 ◉ ⏳ 66 72 N/A 52 95 100
2874
Bigsy
Clojars-MCP-Server ⚡ Claim 1
Clojars MCP Server for upto date dependency information of Clojure libraries
B 77 5⁄5 ◉ ⏳ 90 61 — 41 82 100
2875
ssdeanx
An MCP server that performs iterative deep research using Google Gemini 2.5 Fla…
B 77 5⁄4 ◉ ⏳ 82 61 — 55 92 91
2876
ZhuBit
Local offline semantic search over documents (txt, md, pdf, docx, pptx, csv). I…
B 77 4⁄4 ◉ ⏳ 60 N/A N/A 62 95 93
2877
LT7T
PentestThinkingMCP ⚡ Claim
An AI-powered penetration testing reasoning engine that provides automated atta…
B 77 5⁄4 ◉ ⏳ 94 60 N/A 44 90 88
2878
tuannvm
codex-mcp-server ⚡ Claim 1
Bridges Claude and OpenAI's Codex CLI for AI-powered code analysis, generation,…
B 77 5⁄5 ◉ ⏳ 71 100 N/A 46 95 61
2879
he-yang
The Excel to JSON MCP provides a standardized interface for converting Excel an…
B 77 5⁄5 ◉ ⏳ 78 100 — 31 81 79
2880
orzcls
A Windows-compatible Model Context Protocol server that enables AI assistants t…
B 77 5⁄5 ◉ ⏳ 90 100 N/A 48 95 36
2881
ggc180820
mcp-keyward ⚡ Claim
Local encrypted vault for API keys. LLMs never see your real keys — the server …
B 77 4⁄4 ◉ ⏳ 78 N/A N/A 21 95 99
2882
Philip-Walsh
Provides live weather data and forecasts for any location worldwide through bot…
B 77 5⁄5 ◉ ⏳ 96 72 — 17 81 100
2883
gwyer
Provides real-time weather data from Open-Meteo API and enables creating and re…
B 77 5⁄5 ◉ ⏳ 90 66 — 37 81 100
2884
Rudra-ravi
wikipedia-mcp Claim 2
A Model Context Protocol (MCP) server that retrieves information from Wikipedia…
B 77 5⁄5 ◉ ⏳ 88 82 N/A 91 94 24
2885
hongsw
An intelligent MCP server that analyzes projects and recommends team compositio…
B 77 5⁄4 ◉ ⏳ 90 56 N/A 57 95 81
2886
irpus1603
SQLite MCP Server ⚡ Claim
Enables LLM agents to perform complete database operations on SQLite databases,…
B 77 5⁄5 ◉ ⏳ 78 82 N/A 21 95 94
2887
nullptr-z
AI modifies a function but misses 5 callers that also need updating. crag fixes…
B 77 5⁄4 ◉ ⏳ 94 61 N/A 46 92 84
2888
jmcdice
Provides access to the Superpowers skills library - expert-crafted workflows an…
B 77 5⁄5 ◉ ⏳ 86 100 N/A 39 95 46
2889
bretoreta
MariaDB MCP Server ⚡ Claim
Provides secure, read-only access to MariaDB/MySQL databases, allowing users to…
B 77 5⁄5 ◉ ⏳ 86 68 — 41 81 98
2890
benitocabrerar
Enables remote access to JobNimbus CRM through Claude Desktop with 48+ tools fo…
B 77 5⁄5 ◉ ⏳ 94 68 — 37 81 91
2891
palon7
Enables AI agents to send messages to human users via chat platforms (currently…
B 77 5⁄5 ◉ ⏳ 82 70 — 52 76 100
2892
zencoderai
Slack ⚡ Claim
Interact with Slack Workspaces over the Slack API. Supports stdio and Streamabl…
B 77 5⁄4 ◉ ⏳ 72 68 N/A 49 95 96
2893
rossshannon
Weekly Weather MCP server which returns 7 full days of detailed weather forecas…
B 77 5⁄5 ◉ ⏳ 84 68 — 56 83 89
2894
glaksmono
finbud-data-mcp ⚡ Claim
Access comprehensive, real-time financial data (stocks, options, crypto, forex)…
B 77 5⁄5 ◉ ⏳ 86 47 — 70 83 100
2895
tontoko
Enables token-optimized browser automation with Playwright, featuring batch exe…
B 77 5⁄5 ◉ ⏳ 86 58 — 79 80 84
2896
mozicim
A secure Node.js execution environment that allows coding agents and LLMs to ru…
B 77 5⁄5 ◉ ⏳ 96 71 — 31 81 91
2897
marswaveai
Enables AI-powered podcast generation with single or dual speakers, FlowSpeech …
B 77 5⁄5 ◉ ⏳ 84 73 — 48 81 92
2898
eddmann
A Model Context Protocol (MCP) server for Garmin Connect integration. Access yo…
B 77 5⁄5 ◉ ⏳ 70 82 — 52 92 86
2899
daviddata-cloud
This MCP server imports HR CSV data into an in-memory SQLite database to enable…
B 77 5⁄4 ◉ ⏳ 84 62 N/A 45 92 97
2900
globodai-group
Provides comprehensive Heroku application management through the Heroku Platfor…
B 77 5⁄5 ◉ ⏳ 90 68 — 48 78 95
Showing 2851–2900 of 68965 servers
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