MCP Server Quality Scores

Independent quality analysis of 57357 public MCP servers

57357
Discovered
29814
Scored
2112
Verified
16953
Complete

Last updated 38 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
57201
bodyegypt
Turkey Data Claim
Live Turkey data: gold prices, TCMB FX rates, fuel prices, prayer times, Kandil…
N/A N/A
57202
nami2111
Manage satellites, hosting, serverless functions, changes and more through any …
N/A N/A
57203
tdwesten
MCP server for instruckt visual annotations. Enables AI agents to retrieve pend…
N/A N/A
57204
RectiFlex
Manage properties, companies, employees, invoices, materials, and more from Cen…
N/A N/A 95
57205
AparaviSoftware
Integrates with Aparavi's document processing API to allow LLMs to process docu…
57206
hkxiaoyao
Enables AI models to perform static taint analysis on Python code, detecting se…
N/A N/A
57207
Ubani-Studio
Enables AI assistants to control CLO3D for pattern creation, fabric swapping, s…
N/A N/A
57208
qlitre
An MCP server for searching Japanese tariff data by keywords, HS codes, and mor…
57209
danielrosehill
Enables management of BTRFS snapshots via Snapper and monitoring of BTRFS files…
N/A N/A
57210
trendsmcp
Provides Google Search trend data as an MCP tool, with historical series, growt…
57211
DayMoonDevelopment
Enables AI assistants to interact with the Post For Me API, allowing them to ex…
N/A N/A
57212
Project-Harrison
searoute_mcp Claim
Provides maritime routing capabilities, enabling computation of oceangoing rout…
57213
S1LV4
th0th Claim
Semantic search with 98% token reduction for AI assistants.
N/A N/A
57214
eliteamz
Manage your Amazon seller account effortlessly. Create reports, update prices, …
N/A N/A 95
57215
Aditya251610
OpenTool Claim
OpenTool is an MCP server that provides AI agents with secure, authenticated ac…
57216
ruixingshi
Leverage Deepseek's reasoning capabilities to enhance your AI interactions. Acc…
N/A N/A 95
57217
malkreide
Provides AI-native access to Swiss Federal Statistical Office datasets through …
57218
fastmcp-me
gcp-mcp Claim
Enables managing Google Cloud Platform (GCP) resources through natural language…
N/A N/A
57219
lustre Claim 1
Premium Flutter UI components for AI coding agents. 46 widgets, 3 themes, light…
N/A N/A 81
57220
halflifezyf2680
Progressive group routing for 393 professional skills via Rust daemon stdio shi…
N/A N/A
57221
BoxLab-Ltd
Query Yandex Metrica web analytics — reports, trends and metadata — via an AI a…
N/A N/A
57222
jalenzz
A Cloudflare Workers-based implementation of Model Context Protocol server that…
81
57223
kogecoo
mcp-kindle Claim
Read-only MCP server for accessing local Kindle library data, exposing tools to…
N/A N/A
57224
clauxel
Remote MCP for Kiro release readiness, evidence binders, signoff, and CI approv…
57225
kogecoo
mcp-tanita Claim
Read-only MCP server for Tanita Health Planet measurements, providing tools for…
57226
SamyiHu
mcp-uart Claim
Enables AI agents to communicate with UART/serial devices, offering tools for p…
N/A N/A
57227
t8y2
dbx Claim
Query databases from AI agents using connections configured in DBX.
N/A N/A
57228
mhue26
Enables reading Figma files via REST API and writing to the Figma canvas via a …
57229
limam-B
mlagents-mcp Claim
Controls Unity ML-Agents training runs from Claude Code, enabling launch, stop,…
N/A N/A
57230
Rhaera
mcp-server Claim
N/A N/A 95
57231
bogdan9095
open-brain Claim
Graph-structured MCP memory server. 37.2% on LongMemEval baseline — a benchmark…
N/A N/A 95
57232
PerssonaOps
MCP server that lets AI agents control Perssona. It enables creating terminals,…
N/A N/A
57233
Shyamkadiwar
Enables AI assistants to interact with MongoDB databases through natural langua…
57234 N/A N/A 95
57235
kontakt-qy0g
"Semantic search over 50,000+ recipes using hybrid dense+sparse retrieval with …
81
57236
giuliocapecchi
Jisho MCP Claim
Enables Japanese word lookup and search using the Jisho.org dictionary, providi…
57237
kbennett2000
concord-mcp Claim
Enables MCP clients to look up Bible verses, perform semantic search, and acces…
N/A N/A
57238
ringo380
A comprehensive MCP server for Google Sheets integration with Claude, enabling …
57239
guolisen
Enables interaction with Linux system operations via MCP, including CPU, memory…
N/A N/A
57240
fastmcp-me
IcebergMCP Claim
Enables natural language interaction with Apache Iceberg Lakehouse tables throu…
57241
gitagenticdev
Enables AI models like Claude or GPT to interact with a decentralized git netwo…
57242
calclavia
braintrust Claim
N/A N/A 95
57243
seungmanchoi
An MCP server for vibe coders to generate app icons with AI, auto-resize for iO…
N/A N/A
57244
aviralkaushik412
A Model Context Protocol (MCP) server that connects Claude AI directly to the G…
N/A N/A
57245
thanksio
Send letters, postcards, notecards, and gift cards via postal mail.
N/A N/A 95
57246
vikkysarswat
A production-ready MCP server for algorithmic trading with Dhan broker API, pro…
N/A N/A
57247
kkjzio
Generates quizzes from Markdown content and outputs interactive HTML and Word d…
N/A N/A
57248
astrocal-dev
Astrocal Claim
AI-native scheduling: check availability, book meetings, cancel and reschedule …
N/A N/A
57249
dracepj
Enables searching and retrieving economic data from the Federal Reserve Economi…
57250
pradeep895
Enables secure static analysis of Microsoft Office documents and related file t…
N/A N/A
Showing 57201–57250 of 57357 servers