MCP Server Quality Scores

Independent quality analysis of 33449 public MCP servers

33449
Discovered
26363
Scored
1627
Verified
16957
Complete

Last updated 0 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
7601
limosa-io
SCIM MCP Server Claim 1
An MCP server that connects to SCIM 2.0 APIs, enabling MCP clients to manage SC…
B 70 55 57 71 48 81 94
7602
ambar
simctl-mcp Claim
B 70 54 54 63 N/A 52 95 88
7603
cr21
RAG-MCP Claim
Simple RAG implementation from scratch using MCP, focusing on Perception, Memor…
B 70 54 66 53 N/A 44 90 94
7604
coucya
Web Content Retrieval (full webpage, filtered content, or Markdown-converted), …
B 70 55 82 56 42 77 87
7605
Meerkats-Ai
Prospeo MCP Server Claim 1
A Model Context Protocol server that integrates with Prospeo API to find work e…
B 70 55 69 71 20 80 99
7606
developkariyer
A scalable, auto-discovering Model Context Protocol server that dynamically loa…
B 70 54 78 56 N/A 16 95 93
7607
amornpan
Model Context Protocol server that provides seamless access to Google Calendar …
B 70 55 78 72 15 81 90
7608
jimbul
MCP server that provides Claude AI assistants with the ability to search the we…
B 70 55 54 65 56 80 95
7609
RWAValueRouter
A Model Context Protocol server that enables AI agents to bridge USDC across mu…
B 70 54 63 62 N/A 24 95 98
7610
zellerhaus
A Model Context Protocol server that provides access to property data, address …
B 70 55 57 66 43 81 99
7611
bobtista
Enables AI agents to interact with the Honeybadger error monitoring service to …
B 70 55 66 62 47 82 92
7612
samay58
Time MCP Claim 1
A Claude Model Configuration Protocol (MCP) server that provides real-time time…
B 70 54 66 58 N/A 20 94 100
7613
makaveli006
A production-ready MCP server that enables users to interact with PostgreSQL da…
B 70 55 60 71 47 81 87
7614
nvms
tui-mcp Claim
What Chrome DevTools MCP is for the browser, tui-mcp is for the terminal. Launc…
B 70 54 66 56 N/A 37 90 96
7615
santoshray02
CSV Editor Claim
Comprehensive CSV processing MCP server with 40+ operations for data manipulati…
B 70 55 60 82 73 81 56
7616
mcmurtrya
Ukraine War MCP Claim
Provides text analysis tools including TF-IDF document search and text profilin…
B 70 55 84 42 48 81 92
7617
DibyaRanjan1
A remote Model Context Protocol server that extracts YouTube video transcripts …
B 70 55 62 66 48 80 90
7618
binalyze
A Node.js server implementing Model Context Protocol (MCP) that enables natural…
B 70 55 62 82 51 77 73
7619
m-siles
An MCP server for navigating thought processes using branches, supporting thoug…
B 70 55 71 57 50 80 87
7620
fjing1
Enables AI-powered natural language stock market queries with real-time data fr…
B 70 55 86 51 19 81 99
7621
snyk
studio-mcp Claim
Embeds Snyk's security engines into agentic workflows. Secures AI-generated cod…
B 70 55 70 40 72 78 93
7622
joehaddad2000
Adds persistent task management to AI coding assistants in IDEs, allowing them …
B 70 54 76 37 N/A 47 94 92
7623
radup
MCP Sigmund Claim
Enables AI assistants to analyze personal financial data from Open Banking sour…
B 70 55 66 67 47 81 87
7624
tfscharff
Prevents citation hallucination by verifying academic citations against CrossRe…
B 70 55 78 100 27 81 48
7625
theSharque
mcp-architector Claim 1
MCP server for architecture and system design. Store and manage project archite…
B 70 55 65 100 N/A 37 95 39
7626
MarySuneela
Provides AI tools with access to Visa's Product Design System resources, includ…
B 70 55 78 91 N/A 23 95 44
7627
flagify-com
Integrates Security Orchestration, Automation and Response (SOAR) platform capa…
B 70 55 90 40 50 81 85
7628
zkyko
A FastAPI-based server that provides a web UI for uploading, processing, and an…
B 70 54 78 56 N/A 18 95 91
7629
BaranDev
Provides direct access to the RAWG gaming database, allowing users to search fo…
B 70 55 70 56 34 83 100
7630
somospragma
Enables the validation and generation of Terraform Infrastructure as Code accor…
B 70 54 72 58 N/A 18 90 100
7631
THENABILMAN
Enables AI-powered semantic search and question-answering for LiveKit documenta…
B 70 55 78 70 19 81 90
7632
ryanjoachim
mcp-batchit Claim
🚀 MCP aggregator for batching multiple tool calls into a single request. Reduce…
B 70 54 72 67 N/A 24 90 86
7633
GeekyRiolu
ICY_MCP Claim
Enables Instagram engagement analysis using the unofficial Instagram Private AP…
B 70 55 78 66 23 81 87
7634
Ichigo3766
A MCP server that enables transcription of audio files using OpenAI's Speech-to…
B 70 55 75 55 41 76 100
7635
AkM-2018
AWS CDK MCP Server Claim
Provides guidance and tools for the AWS Cloud Development Kit, including infras…
B 70 55 54 82 44 80 86
7636
AnisurRahman06046
Enables e-commerce shop owners to query their business data using natural langu…
B 70 55 72 71 N/A 24 80 90
7637
pavel-bc
A Model Context Protocol server providing tools for querying Bitcoin blockchain…
B 70 55 79 47 32 82 100
7638
genieincodebottle
rag-app-on-aws Claim
Build and deploy a full-stack RAG app on AWS with Terraform, using free tier Ge…
B 70 54 70 46 N/A 47 89 94
7639
CodeDreamer06
MonkeyType MCP Server Claim 2
A Model Context Protocol server that enables LLMs to interact with all MonkeyTy…
B 70 55 69 100 48 80 39
7640
imax09-wq
MCP Python SDK Claim
A Python implementation of the Model Context Protocol that allows applications …
B 70 55 78 42 60 81 89
7641
fr0ster
mcp-abap-adt Claim 1
MCP server for SAP ABAP ADT: repository analysis and CRUD for RAP and classic A…
B 70 54 90 52 N/A 84 95 28
7642
gitPratikSingh
Weather MCP Server Claim
Provides current weather conditions, multi-day forecasts, and location search c…
B 70 55 78 53 27 81 100
7643
entire-vc
evc-team-relay-mcp Claim
Give AI agents read/write access to your Obsidian vault via MCP
B 70 54 66 40 N/A 68 87 95
7644
dhhuston
APRS.fi MCP Server Claim 1
A Model Context Protocol server that provides access to APRS.fi API for ham rad…
B 70 55 75 100 N/A 20 95 40
7645
ryddle
Dynamically converts any API with an OpenAPI v3 specification into MCP tools fo…
B 70 55 96 63 24 80 70
7646
achetronic
mcp-forge Claim
A complete MCP server template that include vitamins (oauth authentication incl…
B 70 54 66 40 N/A 57 90 100
7647
leolech14
YTPipe Claim
Transforms YouTube videos into LLM-ready knowledge bases through transcription,…
B 70 55 66 62 50 82 90
7648
prasadabhishek
photographi-mcp Claim
Visual Intelligence Command Center: A Local Computer Vision Engine for Photo Li…
B 70 54 66 30 N/A 79 95 87
7649
philogicae
Python wrapper & MCP server for the rqbit API
B 70 55 68 38 74 80 98
7650
PraneshASP
Foundry MCP Server Claim
A lightweight, fast MCP server that provides onchain capabilities for the LLMs …
B 70 55 66 58 54 81 91
Showing 7601–7650 of 33449 servers
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