MCP Server Quality Scores

Independent quality analysis of 68965 public MCP servers

68965
Discovered
→
33703
Scored
→
2112
Verified
→
16953
Complete

Last updated 5 hours, 58 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
2051
exoticknight
mcp-file-merger ⚡ Claim
File merger tool, suitable for AI chat length limits.
B 78 5⁄4 ◉ ⏳ 86 65 N/A 45 92 96
2052
bradcstevens
Enables interaction with Microsoft Copilot Studio Agents directly from VS Code …
B 78 5⁄5 ◉ ⏳ 84 68 — 54 81 98
2053
menesekinci
Archives posts from X into a local SQLite database and provides tools for seman…
B 78 5⁄4 ◉ ⏳ 90 63 N/A 30 95 99
2054
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
2055
tcehjaava
TMDB MCP Server ⚡ Claim 1
Provides access to The Movie Database (TMDB) API, enabling users to search for …
B 78 5⁄4 ◉ ⏳ 79 73 — 56 77 99
2056
1lystore
mcp-server ⚡ Claim 3
MCP server for 1ly.store — buy/sell APIs and launch tokens on Bags.fm with USDC…
B 78 5⁄4 ◉ ⏳ 75 71 N/A 66 83 93
2057
Livus-AI
Enables AI agents to programmatically create, manage, and execute independent P…
B 78 5⁄5 ◉ ⏳ 72 82 N/A 46 95 90
2058
idapixl
MCP Starter Kit ⚡ Claim
Production-ready TypeScript MCP server template — 4 tools, Zod validation, 19 t…
B 78 5⁄4 ◉ ⏳ 66 66 N/A 70 92 99
2059
MCPJam
inspector Claim
Testing and evaluation platform to chat, inspect, and debug MCP servers, MCP ap…
B 78 5⁄5 ◉ ⏳ 78 62 N/A 71 82 97
2060
khughitt
A Model Context Protocol server that allows displaying messages via polybar sta…
B 78 5⁄5 ◉ ⏳ 69 100 N/A 32 95 80
2061
adrian-dotco
Enables natural language time tracking and reporting for Harvest, including aut…
B 78 5⁄5 ◉ ⏳ 90 68 — 50 76 96
2062
nguyenanhducs
Enables AI assistants to analyze Fantasy Premier League data, providing tools f…
B 78 5⁄4 ◉ ⏳ 63 65 — 81 94 94
2063
oOo0oOo
Lean LSP MCP ⚡ Claim 2
Enables LLM agents to interact with the Lean theorem prover through the Languag…
B 78 5⁄5 ◉ ⏳ 80 100 — 75 81 46
2064
Unleash
unleash-mcp ⚡ Claim 1
MCP server for managing Unleash feature flags
B 78 5⁄4 ◉ ⏳ 75 71 N/A 60 90 89
2065
ozipi
Enables interaction with Reddit through OAuth 2.1 authentication, providing too…
B 78 5⁄5 ◉ ⏳ 100 60 — 50 81 90
2066
zcaceres
markdownify-mcp ⚡ Claim 1
An MCP server to convert almost any file or web content into Markdown
B 78 5⁄4 ◉ ⏳ 75 58 N/A 63 94 100
2067
CanopyHQ
phloem Claim
Local-first AI memory with causal graphs. Fully offline, zero config, your data…
B 78 5⁄4 ◉ ⏳ 100 27 N/A 78 94 92
2068
vishwajeetdabholkar
Extracts clean markdown content from web pages using Playwright, automatically …
B 78 5⁄5 ◉ ⏳ 90 100 N/A 23 95 58
2069
BAM-DevCrew
11 focused tools for structured thinking, branching, revision, and navigation.
B 78 5⁄5 ◉ ⏳ 90 100 N/A 49 95 39
2070
StanleyChanH
VLLM MCP Server ⚡ Claim
Enables text-only models to process images and other media formats by providing…
B 78 5⁄5 ◉ ⏳ 78 82 — 49 81 94
2071
corbyjamesibm
A memory management system that enables AI assistants to store, search, and vis…
B 78 5⁄5 ◉ ⏳ 100 63 — 47 76 96
2072
jx888-max
A threat intelligence aggregation server that provides unified access to multip…
B 78 5⁄5 ◉ ⏳ 66 82 N/A 59 95 83
2073
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
2074
openpharma-org
EMA MCP Server ⚡ Claim
Provides access to European Medicines Agency regulatory data including EU drug …
B 78 5⁄5 ◉ ⏳ 96 63 — 47 81 91
2075
deifos
Model Context Protocol server that enables AI assistants to query and analyze p…
B 78 5⁄4 ◉ ⏳ 90 70 — 22 95 96
2076
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
2077
AbdelStark
Enables AI models to interact with the Lightning Network by providing an MCP-co…
B 78 5⁄5 ◉ ⏳ 92 68 — 37 80 100
2078
knowall-ai
Enables AI agents to store, retrieve, and connect information in a Neo4j graph …
B 78 5⁄5 ◉ ⏳ 94 58 — 56 82 91
2079
UncleTIM-GZ
oprocess ⚡ Claim
AI-native process classification. 2436 processes + 3284 KPIs from APQC, ITIL, S…
B 78 5⁄4 ◉ ⏳ 66 73 N/A 60 95 94
2080
vinnyang
Enables AI assistants to search and fetch documentation content from Adobe Expe…
B 78 5⁄4 ◉ ⏳ 94 68 N/A 24 95 94
2081
alephnan
Provides threat intelligence lookups against the AbuseIPDB database, enabling I…
B 78 5⁄5 ◉ ⏳ 84 75 — 49 81 93
2082
GoneTone
用於取得臺灣中央氣象署 API 資料的 Model Context Protocol (MCP) Server
B 78 5⁄4 ◉ ⏳ 72 72 N/A 72 83 94
2083
jhirono
A Model Context Protocol service for Claude that enables natural language inter…
B 78 5⁄5 ◉ ⏳ 72 100 — 22 81 100
2084
s-n-n
Edge TTS MCP ⚡ Claim 1
A cross-platform MCP server that enables Claude to speak using Microsoft Edge T…
B 78 5⁄5 ◉ ⏳ 72 82 N/A 45 90 96
2085
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
2086
guangxiangdebizi
URL2QR ⚡ Claim
Convert any link into a QR code and get a shareable image link in seconds. Crea…
B 78 5⁄4 ◉ ⏳ 96 45 N/A 44 95 100
2087
hffmnnj
Enables AI assistants to query, analyze, and resolve errors within the GlitchTi…
B 78 5⁄5 ◉ ⏳ 94 68 — 37 81 96
2088
kittolau
Converts DOCX files to Markdown with formatting preservation and image extracti…
B 78 5⁄4 ◉ ⏳ 84 63 N/A 44 95 94
2089
hqn21
An MCP server that enables MCP clients like Claude Desktop to interact with dat…
B 78 5⁄5 ◉ ⏳ 72 70 N/A 72 81 97
2090
nirholas
Crypto Market Data ⚡ Claim
Real-time crypto prices OHLCV orderbook - Bitcoin Ethereum 10000+ tokens
B 78 5⁄5 ◉ ⏳ 90 50 N/A 64 83 99
2091
ohnicholas93
Enables AI assistants to interact with Payload CMS instances through authentica…
B 78 5⁄5 ◉ ⏳ 96 68 — 43 81 90
2092
baryhuang
mcp-headless-gmail ⚡ Claim
A MCP (Model Context Protocol) server that provides get, send Gmails without lo…
B 78 5⁄5 ◉ ⏳ 96 66 N/A 47 81 92
2093
StrawHatAI
Allows Claude to execute terminal commands on your computer and perform file sy…
B 78 5⁄5 ◉ ⏳ 90 82 N/A 39 95 71
2094
rdwj
MCP Test MCP ⚡ Claim 1
A specialized testing harness that enables AI assistants to thoroughly test oth…
B 78 5⁄5 ◉ ⏳ 86 82 — 41 81 91
2095
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
2096
kimmywork
MCP MyZ Search ⚡ Claim
Enables web search across Bing, DuckDuckGo, and Google using Playwright automat…
B 78 5⁄4 ◉ ⏳ 78 75 N/A 45 95 91
2097
UtpalJayNadiger
tf-dialect ⚡ Claim 1
Exposes your organization's Terraform style guide to AI coding agents, enabling…
B 78 5⁄4 ◉ ⏳ 94 55 N/A 40 92 99
2098
intruder-io
intruder-mcp ⚡ Claim 1
MCP server to access [Intruder](https://www.intruder.io/), helping you identify…
B 78 5⁄5 ◉ ⏳ 80 60 — 67 81 100
2099
lasso-security
mcp-gateway ⚡ Claim
Acts as an intermediary between LLMs and other MCP servers, centralizing manage…
B 78 5⁄4 ◉ ⏳ 96 33 N/A 74 91 98
2100
antonzherdev
Web Inspector MCP ⚡ Claim
Enables AI assistants to inspect, debug, and test web pages using Playwright. P…
B 78 5⁄4 ◉ ⏳ 84 58 N/A 61 92 92
Showing 2051–2100 of 68965 servers
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