MCP Server Quality Scores

Independent quality analysis of 50632 public MCP servers

50632
Discovered
29751
Scored
2112
Verified
16952
Complete

Last updated 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15301
DiscreteTom
Mock MCP Server Claim 1
A mock MCP server for testing MCP client implementations and development workfl…
F 30 55 66 17 61 82 98
15302
webflow
mcp Claim 1
AI-powered design and management for Webflow Sites
F 30 66 84 70 0 79 83 81
15303
getsec
JIRA MCP Server Claim 1
Enables AI systems to interact with JIRA through natural language, allowing use…
F 30 55 60 41 26 77 94
15304
harshpreet931
Implements Chain of Thought methodology for extended sequential thinking on com…
F 30 55 78 33 44 80 91
15305
drahmad89
Amazon MCP Server Claim 1
Enables interaction with Amazon services through AI assistants, allowing users …
F 30 55 54 61 48 78 100
15306
TeglonLabs
Enables interaction with a tool for generating true random coin flips via rando…
F 30 55 84 100 26 82 55
15307
steipete
claude-code-mcp Claim 1
Claude Code as one-shot MCP server to have an agent in your agent.
F 30 55 90 100 N/A 85 90 62
15308
omd01
AWS SES Email Sender Claim 1 2
Send emails directly from your applications using AWS SES. Integrate seamlessly…
F 30 55 57 60 N/A 44 76 97
15309
mberg
Agent HTTP Claim 1
Provides an HTTP API for Claude Code using a native MCP channel to enable stabl…
F 30 54 86 0 N/A 50 87 98
15310
Mcrich23
A Cloudflare Worker-based MCP server that utilizes a space wars roleplay scenar…
F 30 66 92 100 93 53 76 76
15311
rabwill
Enables management of insurance claims, inspections, and contractors through in…
F 30 54 78 51 N/A 35 90 94
15312
9527wow
Enables visual understanding and image description capabilities for iFlow CLI a…
F 30 55 54 51 38 80 80
15313
Tele-AI
doc-ops-mcp Claim 1 2
A universal MCP server for document processing, conversion, and automation. Han…
F 30 55 96 36 69 74 87
15314
event-catalog
A server that connects MCP clients (Claude, Cursor, Windsurf, etc.) to EventCat…
F 30 66 86 72 0 64 77 84
15315
CortexGuardAI
Enables integration with Cortex Context services through the Model Context Prot…
F 30 55 94 71 51 76 93
15316
ahao0150
Debug MCP Claim 1 2
An intelligent debugging assistant that automates the debugging process by anal…
F 30 55 78 53 48 77 97
15317
vivekhaldar
Emacs MCP Server Claim 1 2
A Model Context Protocol server that enables generating and executing Elisp cod…
F 30 54 27 27 N/A 24 80 88
15318
kitfoxs
Pokémon Alive Claim 1
An AI-powered Gen 1 text RPG MCP server that transforms Pokémon into sentient c…
F 30 54 60 0 N/A 30 91 99
15319
bjh5098
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
F 30 54 72 71 N/A 32 90 59
15320
RafalWilinski
aws-mcp Claim 1 2
Talk with your AWS using Claude. Model Context Protocol (MCP) server for AWS. B…
F 30 54 90 65 N/A 30 84 89
15321
srinath1
MCP Calculator Server Claim 1
Provides mathematical calculation tools including basic operations, expressions…
F 30 55 72 32 27 74 99
15322
PARS-DOE
An MCP server that automatically generates documentation, test plans, and code …
F 30 55 85 63 31 80 97
15323
waura
Civitai MCP Server Claim 1
Enables interaction with the Civitai API to search for AI models, browse images…
F 30 55 66 71 42 82 97
15324
vurgunhajiyev
MCP Gateway Claim 1
A production-ready unified entry point for AI agents that implements the Model …
F 30 55 78 73 32 81 57
15325
StanleyFishman
Allows deployment of a Model Context Protocol server on Cloudflare Workers with…
F 30 55 54 63 28 78 80
15326
ArneJanning
Nanonets MCP Server Claim 1 2
Converts images, PDFs, Word documents, and Excel spreadsheets to structured mar…
F 30 55 72 36 18 77 93
15327
Vijay-2005
MCP Gemini Server Claim 1
Enables Claude Desktop to interact with Google's Gemini API, allowing users to …
F 30 55 78 70 21 78 100
15328
patrickkabwe
Streamlines React Native CLI project upgrades by providing automated tools to g…
F 30 55 82 100 68 78 63
15329
zeocax
Code Analysis MCP Server Claim 1 2
A modular MCP server that provides tools for file operations, regex-based code …
F 30 54 84 43 N/A 19 87 51
15330
smcdonnell7
Content Plan Builder Claim 1 3
An MCP server that uses AI to generate structured Asana project plans from dive…
F 30 55 81 71 27 80 90
15331
CircleCI-Public
mcp-server-circleci Claim 1
Enable natural language interactions with CircleCI functionality through MCP-en…
F 30 55 90 63 57 83 97
15332
ageborn-dev
architect-mcp-server Claim 1
A powerful, self-extending MCP server for dynamic AI tool orchestration. Featur…
F 30 54 88 26 N/A 58 87 86
15333
MyAgentHubs
aimemo Claim 1
Zero-dependency MCP memory server. Single binary, 100% local, no Docker.
F 30 54 78 63 N/A 84 90 90
15334
pree-dew
mcp-bookmark Claim 1 2
Enables AI assistants to save and search bookmarks with semantic search using O…
F 30 54 49 27 N/A 28 77 94
15335
samihalawa
Google Jules MCP Claim 1 2
An MCP server for automating Google Jules that enables seamless integration for…
F 30 55 69 67 32 74 98
15336
Laz1mov
mcp-inscription Claim 1 2
Enable AI assistants to interact directly with Bitcoin Ordinals inscriptions. S…
F 30 55 100 61 39 77 80
15337
spencerhhubert
illustrator-mcp-server Claim 1 2
mcp server to run scripts on adobe illustrator
F 30 54 72 45 N/A 22 84 96
15338
DavidNielsen1031
Refine messy backlog items into structured, actionable work items with titles, …
F 30 55 84 71 N/A 56 80 88
15339
funkytownk
Analyze Gold IRA sales call transcripts to surface key insights, objections, an…
F 30 54 60 62 N/A 17 88 91
15340
itcaat
mcp-teamcity Claim 1
Once configured, you can use natural language commands like: "Search for faile…
F 30 55 84 43 73 82 90
15341
amiralamox
Jira JQL Tool Claim 1
Enables Claude to interact with Jira through JQL (Jira Query Language) queries …
F 30 54 74 68 N/A 25 84 87
15342
QuentinCody
Unofficial MCP server for searching and retrieving scientific data from the Cat…
F 30 54 54 31 N/A 19 90 87
15343
michellechang77
mit_ai_agents_hw3 Claim 1
F 30 54 72 65 N/A 44 90 91
15344
DumplingAI
Dumpling AI MCP Server Claim 1 2
Integrates with Dumpling AI to provide data scraping, content processing, knowl…
F 30 55 78 100 48 76 41
15345
jkawamoto
mcp-florence2 Claim 1 2
An MCP server for processing images using Florence-2
F 30 54 57 52 N/A 75 90 100
15346
studio-mcp
Studio MCP Claim 1
Studio MCP transforms any CLI command into an AI tool by using a simple templat…
F 30 54 84 56 N/A 81 87 86
15347
berrydev-ai
BerryRAG Claim 1 2
A local vector database RAG system that integrates with Playwright MCP for web …
F 30 54 84 53 N/A 24 87 92
15348
docker
hub-mcp Claim 1
Official MCP server to interact with Docker Hub, providing access to repositori…
F 30 55 80 72 68 78 91
15349
jarrettmeyer
A demonstration MCP server built with TypeScript and Bun that implements a clas…
F 30 55 66 50 30 82 100
15350
Nanashi1526
BlenderMCP Claim 1
Connects Claude AI to Blender through the Model Context Protocol, enabling AI-a…
F 30 54 66 36 N/A 43 82 98
Showing 15301–15350 of 50632 servers
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