MCP Server Quality Scores

Independent quality analysis of 59221 public MCP servers

59221
Discovered
29896
Scored
2112
Verified
16953
Complete

Last updated 56 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
4051
shariqriazz
Vertex AI MCP Server Claim 1
Implementation of Model Context Protocol (MCP) server that provides tools for a…
B 75 55 84 63 42 81 97
4052
keli-wen
mcp_chatbot Claim
A chatbot implementation compatible with MCP (terminal / streamlit supported)
B 75 54 90 43 N/A 53 87 97
4053
tosin2013
AI-powered architectural analysis server for software projects. Provides techno…
B 75 55 90 33 85 81 90
4054
lcbro
LCBro Claim
A powerful MCP server for browser automation that supports both Playwright and …
B 75 55 84 68 37 81 94
4055
phxdev1
Provides comprehensive access to People Data Labs' data models and search capab…
B 75 55 84 68 40 81 90
4056
JLKmach
Enables Claude to interact with ServiceNow instances through comprehensive API …
B 75 55 84 62 49 81 93
4057
jmonsellier
Gmail MCP Server Claim 1
Integrates with Gmail to enable sending, reading, drafting, and managing emails…
B 75 54 78 67 N/A 38 95 88
4058
kritsxxxiva-sudo
cli Claim
B 75 54 90 41 N/A 58 90 93
4059
MadeByTokens
Browser MCP Server Claim
A universal browser automation server featuring 63 tools for programmatic Chrom…
B 75 54 86 58 N/A 48 84 94
4060
mochow13
Enable seamless integration of Ticketmaster data and services into your applica…
B 75 54 96 68 N/A 12 87 91
4061
airy10
GEDCOM MCP Server Claim
Enables AI agents to create, edit, and query genealogical data from GEDCOM file…
B 75 55 84 56 59 81 91
4062
gbbirkisson
mcp-oda Claim 1
An MCP server for programmatically interacting with the Oda grocery shopping pl…
B 75 54 57 72 N/A 60 91 98
4063
kapilduraphe
Webflow MCP Server Claim 1
Enables Claude to interact with Webflow's APIs for managing sites, retrieving i…
B 75 55 78 68 40 82 100
4064
bmorphism
Enables analysis of claims, validation of sources, and detection of manipulatio…
B 75 54 90 46 N/A 48 95 89
4065
IBM
mcp-context-forge Claim
An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/…
B 75 55 94 30 N/A 91 80 86
4066
Shockedrope
Todoist MCP Server Claim
Enables AI assistants to manage Todoist tasks, projects, labels, sections, and …
B 75 55 86 75 19 81 96
4067
Raphaelren
MinIO MCP Server Claim
Provides tools for interacting with MinIO and S3-compatible object storage thro…
B 75 55 78 91 27 81 86
4068
hnkatze
PrimeNG MCP Server Claim
Provides access to PrimeNG component documentation and generates code examples.…
B 75 54 72 61 N/A 48 95 94
4069
mrilikecoding
Clawmarks Claim
Enables LLM agents to create annotated bookmarks and narrative trails to docume…
B 75 54 90 53 N/A 37 95 91
4070
gqy20
genome-mcp Claim 1
Intelligent Genomic Data Server Provides high-quality gene information queries,…
B 75 55 72 82 71 81 68
4071
perminder-klair
Thoth MCP Server Claim 1
Model Context Protocol (MCP) server for Thoth content creation platform. Enable…
B 75 54 69 75 28 95 96
4072
aircodelabs
The ultimate AI-powered generator for llms.txt and llms-full.txt files.
B 75 54 84 46 N/A 56 95 89
4073
antonorlov
MCP PostgreSQL Server Claim 1
Enables AI models to interact with PostgreSQL databases through a standardized …
B 75 55 92 58 40 80 96
4074
dyneth02
Enables AI tools to query context from a local JSON data source via stdio, demo…
B 75 55 94 82 N/A 48 95 38
4075
elad12390
Comprehensive web research toolkit with 13 tools for searching (via SearXNG), c…
B 75 54 88 28 N/A 79 90 92
4076
geeknees
minesweeper-mcp Claim 1
A stdio-based MCP server that enables users to play and manage Minesweeper game…
B 75 55 86 68 31 78 99
4077
evilbuck
Extracts and manages job postings from HackerNews 'Who's Hiring' threads, enabl…
B 75 54 90 56 N/A 16 95 100
4078
thypon
Enables semantic search through markdown documentation in code repositories usi…
B 75 54 90 60 N/A 21 95 94
4079
RobertoDure
MCP LaTeX Server Claim
Enables AI assistants to create, edit, and validate LaTeX documents through a s…
B 75 54 94 57 N/A 16 95 94
4080
crewhaus
validation Claim 1
AI startup idea validation by a specialized 9-agent crew.
B 75 55 90 91 N/A 32 95 50
4081
dbsectrainer
Universal data connector for CSV, Postgres, and REST APIs via DuckDB
B 75 44 63 N/A N/A 62 83 92
4082
konarkm
X Search MCP Claim
Enables searching X (formerly Twitter) using xAI's Responses API with support f…
B 75 55 72 75 50 81 94
4083
visus-mcp
visus-mcp Claim
Security-first web access for Claude. Sanitizes pages, blocks injection, redact…
B 75 44 71 N/A N/A 28 95 96
4084
chenxiaofie
memory-mcp Claim 2
情景+实体记忆 MCP 服务,为 Claude Code 提供持久化记忆能力
B 75 54 90 33 N/A 75 90 87
4085
iceener
Resend MCP Server Claim
Enables AI agents to manage email newsletters and contacts via Resend, includin…
B 75 55 90 68 29 82 91
4086
pickstar-2002
Enables automated grading of student homework images using Qwen3-VL multimodal …
B 75 55 80 72 47 81 88
4087
UBTCodeNinja
Reduces Claude's context window costs by automatically summarizing inactive fil…
B 75 54 90 57 N/A 30 92 93
4088
peternagy1332
JSON Editor MCP Claim
Enables efficient JSON file editing with targeted read, write, delete, and deep…
B 75 54 78 53 N/A 50 95 93
4089
crosstraffic
HCM-LLM MCP Server Claim
A FastAPI-based server that enables AI assistants to perform Highway Capacity M…
B 75 55 80 58 67 80 90
4090
dbsectrainer
Step-by-step observability for MCP agent workflows
B 75 44 58 N/A N/A 62 83 98
4091
garc33
Provides a secure, isolated JavaScript execution environment with configurable …
B 75 55 78 100 N/A 34 95 52
4092
laxmimerit
Build MCP servers & clients with Python, Streamlit, ChromaDB, LangChain, LangGr…
B 75 54 78 66 N/A 33 90 96 HT
4093
tobioffice
SearXNG MCP Server Claim 1
An MCP server that integrates with the SearXNG API to provide comprehensive web…
B 75 55 79 67 48 80 94
4094
yangjeep
Provides implementation guidance, code validation, and troubleshooting tools fo…
B 75 55 92 60 29 82 98
4095
sdlbp
swagger-mcp-tool Claim
A Bun-based MCP server that allows AI models to query Swagger/OpenAPI documenta…
B 75 55 88 52 50 81 100
4096
mohammadnajeeb
MCP server that interfaces with the NCBI Entrez API to fetch detailed informati…
B 75 55 84 68 37 81 93
4097
Birdsmith
Enables Claude Desktop to interact with the Gauntlet Incept system for generati…
B 75 55 94 73 17 80 92
4098
clcc2019
Xray MCP Server Claim
Enables generation and validation of Xray-core proxy configurations using natur…
B 75 55 84 71 27 81 97
4099
tonywmnix
Integrates with Google Tasks to enable searching, listing, creating, updating, …
B 75 55 78 63 50 82 99
4100
jsonresume
A server that enhances AI assistants with the ability to update your JSON Resum…
B 75 55 90 62 48 81 87
Showing 4051–4100 of 59221 servers
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