MCP Server Quality Scores

Independent quality analysis of 44549 public MCP servers

44549
Discovered
29497
Scored
2111
Verified
16952
Complete

Last updated 3 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
2751
laktek
Integrates Neovim buffers with Claude, enabling real-time buffer awareness and …
B 77 54 90 56 N/A 30 95 100
2752
bsim0927
Enables interaction with the TexasSolver poker solver to run game theory optima…
B 77 54 96 58 N/A 24 95 94
2753
iansinnott
Enables Claude Code and Claude Desktop to interact with Obsidian vaults through…
B 77 54 94 35 N/A 67 95 94
2754
mazemaze
Enables task management and automated development workflow tracking with Eureka…
B 77 54 94 63 N/A 24 95 94
2755
laudoluxDev
lawtasksai-mcp Claim
200+ AI-powered legal research and drafting skills for attorneys — case law ana…
B 77 44 65 N/A N/A 44 95 99
2756
akhilthomas236
Jenkins MCP Server Claim
Enables AI assistants to interact with Jenkins CI/CD systems for build manageme…
B 77 55 84 68 46 82 95
2757
fr0gger
A prompt-validation service that checks incoming prompts against security rules…
B 77 54 90 56 N/A 37 95 94
2758
shuji-bonji
rfcxml-mcp Claim 1
A Model Context Protocol (MCP) server for structured understanding of RFC docum…
B 77 55 90 56 62 82 92
2759
saturnino-adrales
Provides read-only access to Google Sheets data through OAuth 2.0 authenticatio…
B 77 55 78 75 51 81 93
2760
JedPattersonn
Integrates WHOOP biometric data into Claude and other MCP-compatible applicatio…
B 77 55 90 66 41 81 98
2761
junetic
mcp-usercall Claim
Run real user interviews from AI agents and retrieve structured insights with t…
B 77 55 70 72 72 82 88
2762
yWorks
mcp-typescribe Claim
MCP server that provides Typescript API information efficiently to the agent to…
B 77 54 84 58 N/A 61 89 91
2763
line
line-bot-mcp-server Claim 1
MCP Server for Integrating LINE Official Account
B 77 55 61 71 87 81 93
2764
fritzprix
Chess MCP Server Claim
Enables Large Language Models to play chess agentically with real-time HTML boa…
B 77 54 72 62 N/A 71 92 92
2765
ofershap
Docker operations — manage containers, images, volumes, networks, and compose s…
B 77 55 55 100 N/A 53 95 77
2766
ai4curation
owl-mcp Claim
MCP server for OWL applications
B 77 55 64 82 N/A 47 95 92
2767
citronlegacy
Gelbooru MCP Claim
A Python MCP server that wraps the Gelbooru API. Connect it to any MCP-compatib…
B 77 55 94 68 43 78 91
2768
GongRzhe
Enables querying documents through a Langflow backend using natural language qu…
B 77 55 94 100 43 81 49
2769
talentedmrweb
Provides Claude Desktop with direct access to your local file system for develo…
B 77 55 90 91 N/A 44 95 48
2770
jhl8041
Dooray MCP Server Claim 1
Enables integration with Dooray project management platform, allowing users to …
B 77 55 78 72 49 80 100
2771
aws
AWS MCP Server Claim
AWS MCP Server lets AI securely access AWS using docs, API calls, and SOP workf…
B 77 54 80 37 N/A 92 95 91
2772
mortenator
charta Claim 1
Generate beautiful, presentation-ready charts (SVG + PNG). Supports 14+ chart t…
B 77 54 94 60 N/A 32 92 94
2773
GoogleCloudPlatform
MCP Server for understanding, managing & troubleshooting your GCP environment.
B 77 54 57 72 N/A 75 95 90
2774
DanyelKirsch
Git MCP Server Claim 1
Provides comprehensive Git functionality to MCP clients, enabling users to mana…
B 77 54 90 58 N/A 39 87 100
2775
fliptheweb
yazio-mcp Claim 1
MCP server for accessing Yazio user & nutrition data (unofficial)
B 77 54 63 71 N/A 72 83 99
2776
inkog-io
inkog-mcp Claim 3
AI agent security scanner. Audits MCP servers for vulnerabilities, detects prom…
B 77 55 96 100 54 81 37
2777
rishijatia
fantasy-pl-mcp Claim 1
An MCP server for real-time Fantasy Premier League data and analysis tools.
B 77 55 65 68 76 82 100
2778
nataliapc
mcp-openmsx Claim
This MCP provides comprehensive tools and resources for MSX software developmen…
B 77 55 96 58 55 81 85
2779
an8888allen-maker
Enables Claude to connect to and interact with SQLite, SQL Server, PostgreSQL, …
B 77 55 84 60 56 81 100
2780
skypher
ClawPage Claim 1
Extract and structure any web page into clean JSON. Free tier: 10/day.
B 77 54 72 73 N/A 47 90 97
2781
ktanaka101
mcp-server-duckdb Claim
DuckDB database integration with schema inspection and query capabilities
B 77 54 96 30 N/A 69 90 100
2782
twalichiewicz
MeshSeeks Claim
Multi-Agent Mesh Network MCP server that spawns specialized AI agents working i…
B 77 55 96 100 58 81 36
2783
quanticsoul4772
Bear MCP Server Claim
Enables AI assistants to search, read, and browse Bear notes directly from your…
B 77 54 92 61 N/A 27 95 96
2784
tontoko
Enables token-optimized browser automation with Playwright, featuring batch exe…
B 77 55 86 58 79 80 84
2785
kaiye
MCP Fetch Page Claim
Enables browser-based web page fetching with automatic cookie management and CS…
B 77 54 84 53 N/A 61 90 94
2786
Estaed
A comprehensive League of Legends data ecosystem that provides access to champi…
B 77 54 86 72 N/A 23 90 100
2787
glaksmono
finbud-data-mcp Claim
Access comprehensive, real-time financial data (stocks, options, crypto, forex)…
B 77 55 86 47 70 83 100
2788
slmnsrf
Councly MCP Server Claim
Enables AI assistants to create council hearings where multiple LLMs (Claude, G…
B 77 55 78 78 45 81 94
2789
jagan-shanmugam
mattermost-mcp-host Claim 1
A MCP server along with MCP host that provides access to Mattermost teams, chan…
B 77 54 85 66 N/A 44 87 97
2790
an1lam
Enables AI assistants to create, manage, and track predictions on Fatebook, a p…
B 77 55 90 65 52 81 92
2791
niradler
dependency-mcp Claim 2
MCP server for checking package versions across multiple package managers
B 77 55 85 100 N/A 30 95 55
2792
MikeRecognex
mcp-codebase-index Claim
Structural codebase indexer with 17 query tools. 87% token reduction. Zero depe…
B 77 54 100 22 N/A 70 94 100
2793
mrgizmo212
Provides persistent agent workspaces with MongoDB storage for file management a…
B 77 66 84 66 96 24 82 97
2794
qpd-v
The MCP Web Research Server enables real-time web research with Claude by integ…
B 77 55 96 100 46 81 45
2795
Abinesh0206
Enables comprehensive Kubernetes cluster management through kubectl operations,…
B 77 54 84 58 N/A 58 95 86
2796
EGorsel
Enables AI agents to read and understand local Mendix project structure and log…
B 77 54 94 56 N/A 36 90 96
2797
Invoke-RE
BinjaLattice provides a secure interface for Binary Ninja that enables AI agent…
B 77 54 90 41 N/A 61 95 94
2798
cfrs2005
GS Robot MCP Server Claim 1
A Model Control Protocol plugin for controlling GS cleaning robots, supporting …
B 77 55 82 82 49 81 81
2799
openpharma-org
PubMed MCP Server Claim
Enables AI assistants to search and retrieve biomedical research articles from …
B 77 55 94 60 52 82 91
2800
eea
Enables interaction with the European Environment Agency (EEA) GeoNetwork Catal…
B 77 55 86 68 53 76 95
Showing 2751–2800 of 44549 servers
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