MCP Server Quality Scores

Independent quality analysis of 43656 public MCP servers

43656
Discovered
29481
Scored
2111
Verified
16952
Complete

Last updated 1 hour, 32 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
151
appwrite
Enables IDEs like Cursor, Windsurf, and Claude Code to access and query Appwrit…
A 86 66 96 92 90 47 81 98
152
fboldo
OpenSCAD Claim
Render STL and PNG from OpenSCAD code.
A 86 55 78 100 N/A 68 95 86
153
plagtech
Batch send SOL or any SPL token to 1000+ Solana wallets in one call. x402 payme…
A 86 66 78 100 98 55 81 93
154
shaneholloman
MCP server enabling persistent memory for Claude through a local knowledge grap…
A 86 55 90 82 N/A 71 95 89
155
markswendsen-code
delta Claim
MCP server for Delta Airlines - search flights, check status, manage trips
A 86 55 94 100 N/A 30 95 91
156
tldraw
tldraw Claim
Draw and visually collaborate with your agents on tldraw's canvas.
A 86 66 92 78 97 73 81 88
157
sind00
flippa-mcp Claim
Search, analyze, and evaluate online businesses for sale on Flippa.com marketpl…
A 86 55 88 100 N/A 54 83 94
158
timesheetIO
Enables natural language control of the Timesheet API for timer management, tas…
A 85 54 94 72 87 81 93
159
Hydrata
Run ANUGA flood simulations, track progress, and retrieve results on Hydrata Cl…
A 85 66 90 84 99 47 81 100
160
acchuang
Provides access to Jina AI's web tools including URL-to-markdown conversion, we…
A 85 66 84 92 100 41 81 100
161
dacebt
Enables cleaning and sanitizing prompts through an LLM-powered tool that remove…
A 85 55 90 100 49 81 93
162
andyWang1688
sql-query-mcp Claim
A general-purpose MCP server that lets AI work with multiple databases within c…
A 85 44 72 N/A N/A 76 95 98
163
saidsurucu
Provides an MCP interface for accessing YOKATLAS (Turkish Higher Education Coun…
A 85 66 86 100 88 48 81 96
164
christerso
celestial-node Claim 1
Real-time space data — ISS tracking, rocket launches, space news, Mars weather,…
A 85 55 90 100 N/A 49 83 93
165
martymarkenson
Enables secure querying of PostgreSQL databases through MCP-compatible clients.…
A 85 55 82 100 61 81 96
166
markswendsen-code
mcp-costco Claim
Enables interaction with Costco.com via browser automation to search products, …
A 85 55 94 100 N/A 30 95 86
167
RapierCraft
perplexity-comet-mcp Claim 1
Bridge Claude Code with Perplexity Comet for autonomous browsing and tab manage…
A 85 54 94 61 N/A 82 90 99
168
wlmwwx
Provides access to Jina AI's suite of web tools including URL reading, web/imag…
A 85 66 84 92 100 41 81 100
169
wei
Enables AI assistants to access HackerNews content through structured search, f…
A 85 55 90 100 51 81 94
170
Fabsbags
swisstrip-mcp Claim
Canonical SwissTrip MCP — independent SBB/CFF/FFS schedules, prices, and ticket…
A 85 66 100 96 92 40 69 97
171
chadbot0x
Crypto prices, Polymarket CLOB, AI research & web rendering. x402 Solana paymen…
A 85 66 100 86 92 45 76 100
172
BalajiSriraman
Clerk MCP Server Claim
Enables AI assistants to query and manage Clerk organizations, users, members, …
A 85 66 100 80 94 48 82 94
173
disnet
Flint Note Claim 2
An agent-first note-taking system that provides AI-guided creation and organiza…
A 85 55 92 100 N/A 76 95 51
174
biocontext-ai
knowledgebase-mcp Claim 1
BioContextAI Knowledgebase MCP server for biomedical agentic AI
A 85 66 81 92 90 75 83 88
175
brainsparker
youdotcom-mcp-server Claim 1
A Model Context Protocol (MCP) server that provides web search functionality us…
A 85 64 86 86 100 40 95 90
176
neverinfamous
SQLite MCP server with OAuth 2.1, HTTP/SSE, 122 tools, and smart tool filtering
A 85 55 75 87 N/A 63 95 100
177
sharozdawa
robotstxt-ai-mcp Claim
Analyze and generate robots.txt files with AI crawler awareness. Fetch any site…
A 85 44 76 69 95 98
178
Abhijay007
btcpayserver-mcp Claim
A comprehensive Model Context Protocol (MCP) server for BTCPayServer integratio…
A 85 55 100 100 56 81 75
179
ChesterRa
ccontext Claim
Provides AI agents with persistent execution context across sessions through lo…
A 85 55 94 91 N/A 39 95 92
180
OwlTing
OwlPay MCP Server Claim
Enables LLMs to search and retrieve OwlPay documentation directly through natur…
A 85 66 84 100 94 45 81 94
181
krzko
google-cloud-mcp Claim
🤖 A Model Context Protocol (MCP) server for Google Cloud (GCP)
A 85 54 96 67 N/A 78 89 91
182
louis49
melchizedek Claim
Persistent memory for Claude Code — offline, single-file, hybrid search.
A 85 55 88 82 N/A 90 95 69
183
planexeorg
PlanExe Claim
Create a plan from a description in minutes. The generated plan contains: Gant…
A 85 66 90 74 100 58 81 99
184
clm-cloud-solutions
AI-powered infrastructure monitoring — health, incidents, predictions, RCA, dep…
A 85 54 94 71 N/A 62 92 99
185
danishashko
make-mcp Claim 1
Unofficial MCP server for Make.com automation - build, validate & deploy scenar…
A 85 55 90 100 N/A 58 83 84
186
mfukushim
This is a simple Reversi game that uses MCP-UI. > Note: Currently, there is no…
A 85 66 86 86 96 60 81 96
187
nhatvu148
Transcribes videos from 1000+ platforms (YouTube, TikTok, Vimeo, etc.) and loca…
A 85 55 90 100 N/A 42 95 85
188
LightspeedDMS
Enables SSH connections and remote command execution with persistent session ma…
A 85 54 100 70 N/A 53 95 96
189
gbrigandi
mcp-server-wazuh Claim
A Rust-based MCP server bridging Wazuh SIEM with AI assistants, providing real-…
A 85 54 92 71 N/A 71 92 95
190
la-rebelion
Strava MCP tools for AI: athletes, activities, segments, clubs, routes. Powered…
A 85 66 90 76 96 58 81 100
191
cedric448
Provides access to Jina AI's web reading, search, embeddings, and reranking cap…
A 85 66 84 92 100 42 81 100
192
ilhamfp
pasal Claim 1
Pasal.id - The first open, AI-native Indonesian legal platform. MCP server + RE…
A 85 66 94 86 91 50 82 94
193
akshatnerella
Arduino MCP Server Claim 2
Arduino MCP server for CLI setup, board detection, compile/upload, serial monit…
A 85 55 94 82 N/A 53 95 92
194
Fervoyush
Enables creation of publication-quality statistical graphics using plotnine's g…
A 85 55 100 91 50 81 89
195
IBM
Physics MCP Server Claim
Provides 55 specialized tools for precise physics calculations and rigid-body s…
A 85 66 84 86 94 69 82 89
196
liao1fan
Schedule Task MCP Claim
Enables creation and management of scheduled tasks with interval, cron, or one-…
A 85 55 88 100 N/A 48 95 82
197
cyanheads
Search ClinicalTrials.gov — find studies, retrieve results, match patients to e…
A 85 66 100 80 93 69 69 91
198
mizchi
MCP Reloader Claim
A hot-reload development tool that enables real-time development of MCP (Model …
A 85 55 90 87 N/A 49 95 95
199
Ompragash
Provides access to Jina's web search, content extraction, image search, and AI-…
A 85 66 84 92 100 42 81 100
200
rccyx
Enables language models to securely manage HashiCorp Vault secrets and ACL poli…
A 85 55 100 73 69 80 99
Showing 151–200 of 43656 servers
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