MCP Server Quality Scores

Independent quality analysis of 69535 public MCP servers

69535
Discovered
→
34155
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 6 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
34951
mcpland
testing-mcp Claim
Enables AI assistants to write and debug integration tests by providing live ac…
— ○ ⏳ — N/A N/A — — —
34952
NautilusOSS
Enables cross-chain bridging between Voi and Algorand networks, providing asset…
— ○ ⏳ — N/A N/A — — —
34953
dqxorg
Enables AI assistants to read and write ArchiMate models stored in CoArchi XML …
— ○ ⏳ — N/A N/A — — —
34954
SystemCraftsman
Command Line Interface for the Strimzi Kafka Operator
— ○ ⏳ — N/A N/A — — —
34955
aykansal
Enables generating presentations, creating from templates, and managing Gamma r…
— ○ ⏳ — — — — — —
34956
metricduck
SEC filing intelligence for AI agents. Financials, filing analysis, screening, …
— ○ ⏳ — — — — 81 —
34957
mubashir1osmani
nasa-ads-mcp Claim
MCP server for the NASA Astrophysics Data System (ADS) enabling searches, paper…
— ○ ⏳ — — — — — —
34958
lukleh
Enables interaction with SonarCloud projects, issues, quality gates, and securi…
— ○ ⏳ — — — — — —
34959
mfalcirolli1
mcp-server Claim
Sets up a Model Context Protocol (MCP) server with FastMCP, allowing LLMs to us…
— ○ ⏳ — N/A N/A — — —
34960
malkreide
MCP server providing access to Swiss cultural heritage data including ISOS town…
— ○ ⏳ — — — — — —
34961
StormXX
Provides access to Rive's animation documentation, runtime guides, editor featu…
— ○ ⏳ — — — — — —
34962
eliottreich
Local-only GitHub Actions and CI maintenance scanner for AI-built apps. Exposes…
— ○ ⏳ — N/A N/A — — —
34963
Faceless0x7
Enables LLM agents to interact with and automate operations with the AdaptixC2 …
— ○ ⏳ — N/A N/A — — —
34964
kyryl-opens-ml
mcp-dagster Claim
Enables AI agents to interact with Dagster instances, explore data pipelines, m…
— ○ ⏳ — N/A N/A — 95 —
34965
siosig
Provides a persistent, local-first memory for coding agents over MCP, enabling …
— ○ ⏳ — — — — — —
34966
archfill
Tsumugi Claim
An MCP-based memory layer for autonomous agents that provides observation, memo…
— ○ ⏳ — — — — — —
34967
zyx77550
SPARDA Claim
SPARDA is a zero-configuration MCP builder that converts existing Express and F…
— ○ ⏳ — N/A N/A — — —
34968
christian.nicolas
lumora Claim
— ○ ⏳ — N/A N/A — 95 —
34969
noticedso
@noticed/cli Claim
CLI and stdio MCP server for noticed. Exposes ~50 noticed agent capabilities (n…
— ○ ⏳ — — — — — —
34970
marlybone
Praesago Claim
UK property area intelligence: validated trajectory scores, gentrification earl…
— ○ ⏳ — — — — — —
34971
gabrielmahia
church-mcp Claim
Provides tools to access information about religious institutions and community…
— ○ ⏳ — — — — — —
34972
TuttoOne
Controls SharePoint through natural language via Microsoft Graph API, enabling …
— ○ ⏳ — — — — — —
34973
EYamanS
chisel Claim
Enables AI agents to construct, edit, and export 3D models using geometric prim…
— ○ ⏳ — N/A N/A — — —
34974
texra-ai
Enables MCP clients to execute Mathematica code via wolframscript and verify ma…
— ○ ⏳ — N/A N/A — — —
34975 — ○ ⏳ — N/A N/A — 95 —
34976
HUGO-Domon
Enables AI assistants to securely connect with SAP ABAP and BTP services, allow…
— ○ ⏳ — — — — — —
34977
MyLeadTech
HVAC MCP server — fault codes, model lookup and answers cited to the OEM manual…
— ○ ⏳ — — — — — —
34978
NiveditaAryaK
Bridges MCP clients to Figma, enabling live canvas manipulation via a plugin We…
— ○ ⏳ — N/A N/A — — —
34979
DEBARPAN2000
Connects AI assistants to TradingView Desktop via Chrome DevTools Protocol for …
— ○ ⏳ — N/A N/A — — —
34980
Oliviergg
A Python MCP server for fetching and summarizing news articles from the Boring …
— ○ ⏳ — — — — — —
34981
pipeworx-io
MCP server for querying and exploring Issy-les-Moulineaux open data datasets (c…
— ○ ⏳ — — — — — —
34982
Codenetic-tech
Enables AI models to securely interact with Frappe Framework/ERPNext instances,…
— ○ ⏳ — — — — — —
34983
sisques-labs
cookidoo-mcp Claim 1
MCP server for Cookidoo, enabling AI tools to search recipes, manage shopping l…
— ○ ⏳ — — — — 81 —
34984
coe0718
Deskbrid Claim
Linux desktop HAL for AI agents. One daemon, one socket, every desktop action. …
— ○ ⏳ — N/A N/A — — —
34985
AceDataCloud
mcp-fish Claim
MCP server exposing the AceDataCloud Fish Audio API (text-to-speech with voice …
— ○ ⏳ — — — — — —
34986
DouganRedhammer
Enables AI assistants to look up World of Warcraft character information and re…
— ○ ⏳ — — — — — —
34987
tadeukaiba
Generates AI images using Google Gemini and uploads them to S3-compatible stora…
— ○ ⏳ — — — — — —
34988
enesmanan
Provides read and write access to multiple SQLite databases through the Model C…
— ○ ⏳ — N/A N/A — — —
34989
fani-ko
QGISMCP Claim
QGISMCP connects QGIS to Claude AI through the Model Context Protocol (MCP), al…
— ○ ⏳ — N/A N/A — — —
34990
robertnowell
konid-ai Claim
A language expression coach MCP server that provides native-sounding translatio…
— ○ ⏳ — — — — — —
34991
karaokmert
A secure and optimized MCP server for integrating ClickUp project management, e…
— ○ ⏳ — — — — — —
34992
jmtrs
or-info Claim
Enables AI agents to query OpenRouter model information including prices, ELO r…
— ○ ⏳ — — — — — —
34993
cliffpyles
project-mcp Claim
A FastMCP server that exposes predefined artifacts as Resources and project lif…
— ○ ⏳ — N/A N/A — — —
34994
qompassai
Theodolite Claim
Headless LSP bridge MCP server: pinned language-server sessions as bounded read…
— ○ ⏳ — N/A N/A — — —
34995
zakhap
renoise-mcp Claim
MCP server for controlling Renoise via OSC. Lets Claude compose music by writin…
— ○ ⏳ — N/A N/A — — —
34996
new-usemame
A Model Context Protocol server that exposes Sonarr, Radarr, Lidarr, and Jellyf…
— ○ ⏳ — — — — — —
34997
sussdorff
timing-cli Claim
Provides MCP tools to read local Timing.app activity data, generate aggregated …
— ○ ⏳ — N/A N/A — — —
34998
rvibek
Generates matplotlib charts via a FastAPI service, supporting line, bar, scatte…
— ○ ⏳ — — — — 81 —
34999
Zest-Global
Read-only MCP server exposing ActiveView's external API for querying price rule…
— ○ ⏳ — N/A N/A — — —
35000
kodeyai
Detect and list form fields in any PDF. Fill forms with your data and receive t…
— ○ ⏳ — N/A N/A — 95 —
Showing 34951–35000 of 69535 servers
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