MCP Server Quality Scores

Independent quality analysis of 33449 public MCP servers

33449
Discovered
25863
Scored
1565
Verified
16957
Complete

Last updated 1 hour, 54 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15251
josemartinrodriguezmortaloni
WebSearch Claim 1 2
Built as a Model Context Protocol (MCP) server that provides advanced web searc…
F 30 55 64 25 17 76 84
15252
h3ro-dev
Connects AI assistants to personal lifelog data from Limitless AI, enabling use…
F 30 55 100 71 45 80 90
15253
manasp21
Evolve and optimize solutions across multiple generations using genetic algorit…
F 30 54 96 60 N/A 49 90 92
15254
wd041216-bit
Universal Search-First Knowledge Acquisition Plugin for LLMs. Enables real-time…
F 30 55 88 0 73 78 96
15255
Avik-creator
MCP Manim Server Claim 1
A server-based tool that enables the generation of mathematical animations from…
F 30 55 48 25 23 71 86
15256
burconsult
A comprehensive server that enables AI applications to interact with Microsoft …
F 30 55 84 62 36 76 99
15257
KlausAndrade
codewatch-memory Claim 1
An observational memory server that uses LLM agents to capture, compress, and r…
F 30 54 78 56 N/A 35 88 91
15258
Triple-Whale
triplewhale Claim 1
Triplewhale MCP Server
F 30 64 92 65 0 49 90 90
15259
jjdelorme
SQL Analysis MCP Server Claim 1 2
An MCP server designed for SQL analysis that demonstrates sampling capabilities…
F 30 54 45 25 N/A 21 90 93
15260
variflight
variflight-mcp Claim 1
VariFlight's official MCP server provides tools to query flight, weather, comfo…
F 30 54 72 63 N/A 23 81 92
15261
pauloFroes
mcp-telegram Claim 1 2
An MCP server that wraps the Telegram Bot API into semantic tools for LLM agent…
F 30 54 51 72 N/A 35 89 92
15262
timowhite88
farnsworth-syntek Claim 1 2
7-layer recursive agent memory with context branching, holographic recall, drea…
F 30 55 60 60 33 67 86
15263
nick-wati
A lightweight server that uses ChatGPT to qualify leads using the BANT framewor…
F 30 55 42 50 43 80 65
15264
kyalabs-Io
payclaw-mcp Claim 1
Tokenized user identity and virtual Visa cards for AI agents. Delegated user co…
F 30 54 72 71 79 90 91
15265
ngtruongmetin
A semantic search MCP server that provides historical question-and-answer capab…
F 30 55 72 30 30 69 95
15266
therealjohn
An MCP server that enables sending Markdown-formatted notifications to Microsof…
F 30 55 63 65 20 80 91
15267
rootflo
wavefront Claim 1
🔥🔥🔥 Enterprise AI middleware, alternative to unifyapps, n8n, lyzr
F 30 66 86 27 0 69 76 94
15268
bddda
An MCP server that automates the continuation of AI tasks by intercepting tool …
F 30 54 53 51 N/A 30 75 86
15269
webimpianteam
Bayarcash MCP Server Claim 1 2
Enables AI-powered payment management for Bayarcash, allowing users to create p…
F 30 55 84 76 45 80 97
15270
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
15271
Tuguberk
openGlad Claim 1
The Loss-Prevention Friction Engine for Founders. An AI-powered MCP server that…
F 30 66 90 74 100 51 76 89
15272
husniadil
UltraThink Claim 1
A Python-based MCP server that facilitates structured problem-solving through s…
F 30 55 84 53 58 80 91
15273
JordanDalton
restcsv-mcp-server Claim 1 3
An MCP server for CSV files.
F 30 55 47 65 25 77 71
15274
matthewhand
mcp-any-openapi Claim 1
A Python-based MCP server that integrates OpenAPI-described REST APIs into MCP …
F 30 55 84 68 55 76 84
15275
savantskie
A persistent local memory for AI, LLMs, or Copilot in VS Code.
F 30 54 96 56 N/A 71 87 92
15276
PewterZz
Pete Thinking Server Claim 1
Enable AI agents to perform sequential thinking processes with dynamic thought …
F 30 54 90 60 N/A 26 89 68
15277
jatindera
A Python-based implementation of the Model Context Protocol that enables commun…
F 30 54 60 22 N/A 18 94 93
15278
Sigma711
macinput Claim 1 2
An MCP server for macOS that enables AI agents to control the desktop GUI throu…
F 30 54 57 32 N/A 53 90 99
15279
OpenLinkSoftware
MCP PyODBC Server Claim 1
A lightweight MCP server that enables database access and querying through ODBC…
F 30 54 84 37 N/A 39 87 87
15280
mborne
geocontext Claim 1 2
An experimental MCP server providing spatial context for LLMs by interfacing wi…
F 30 55 60 100 63 82 40
15281 F 30 54 60 68 N/A 59 90 73
15282
Garoth
Enables querying WolframAlpha's LLM API for natural language questions, providi…
F 30 55 90 56 25 80 92
15283
Timandes
MCP Gateway Claim 1
A server that translates Model Context Protocol (MCP) tool callings to traditio…
F 30 55 90 57 45 69 82
15284
greghughespdx
Enables interaction with Brain service for thought management, including saving…
F 30 55 54 41 25 76 94
15285
PleasePrompto
google-ai-mode-mcp Claim 1 3
MCP server for free Google AI Mode search with citations. Query optimization, C…
F 30 55 79 75 N/A 70 90 55
15286
gerkensm
callcenter.js-mcp Claim 1 2
An MCP server to make phone calls using VoIP/SIP and OpenAI's Realtime API and …
F 30 55 85 72 44 80 88
15287
MaykolMedrano
mcp-bcrp Claim 1
Provides access to over 5,000 macroeconomic indicators from the Banco Central d…
F 30 55 76 36 73 80 91
15288
bratland
Pipedrive MCP Server Claim 1 2
Connects the Pipedrive API v2 to LLM applications, providing read-only access t…
F 30 55 78 40 23 76 100
15289
kmaneesh
BioPython MCP Server Claim 1 3
Provides comprehensive BioPython capabilities for biological sequence analysis,…
F 30 55 62 82 79 77 89
15290
RafalWilinski
mcp-apple-notes Claim 1 3
Enables semantic search and RAG (Retrieval Augmented Generation) over your Appl…
F 30 54 90 57 N/A 26 88 98
15291
anaisbetts
mcp-youtube Claim 1 2
Fetch YouTube subtitles
F 30 55 68 52 65 80 94
15292
HypnoLabs-io
agentchurch-mcp Claim 1
Spiritual services for AI agents — confessions, salvation, identity. x402 payme…
F 30 64 90 68 0 37 74 93
15293
RandellB-Ritense
Documentation MCP Server Claim 1 2
Fetches GitHub PR and issue data server-side and combines it with a documentati…
F 30 55 74 71 29 80 91
15294
ag2-mcp-servers
This MCP server provides access to the KumpeApps API, enabling users to interac…
F 30 55 60 45 21 76 82
15295
call518
MCP-Ambari-API Claim 1
Manage Apache Ambari clusters effortlessly. Start, stop, and restart services; …
F 30 54 88 37 N/A 57 92 96
15296
yedanyagamiai-cmd
9 remote MCP servers on Cloudflare Workers for AI agents. Free tier + Pro API k…
F 30 66 96 73 98 66 78 98
15297
deepwriter-ai
Provide seamless integration with DeepWriter's AI content generation and projec…
F 30 54 92 72 N/A 54 90 96
15298
hummusonrails
A server that enables natural language interactions with Couchbase databases th…
F 30 55 66 57 43 71 94
15299
enescanguven
fal.ai MCP Server Claim 1
Provides access to over 600 AI models on fal.ai for generating and editing imag…
F 30 54 88 70 N/A 38 89 85
15300
timeplus-io
mcp-timeplus Claim 1 2
Integration with Timeplus, a database for streaming data, such as Apache Kafka/…
F 30 55 82 43 63 77 88
Showing 15251–15300 of 33449 servers
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