MCP Server Quality Scores

Independent quality analysis of 46347 public MCP servers

46347
Discovered
29543
Scored
2112
Verified
16952
Complete

Last updated 4 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
41851
Ash-Blanc
Transforms Claude into a production-grade pair programmer by orchestrating best…
81
41852
dnuzzolillo
test Claim
N/A N/A 95
41853
Spacetime-Technology
MCP server for the Chia blockchain. Read-only Q&A via the public coinset.org AP…
N/A N/A
41854
YuzuKyouma
ponzu Claim
ERC-20 token launchpad on Ethereum — deploy, presale, swap, and farm via AI age…
N/A N/A 75
41855
ROCTUP
Integrates AI agents with 1C:Enterprise databases via MCP and REST API, support…
N/A N/A
41856
Yocoolab
Exposes Yocoolab design feedback threads, selections, and activity events as to…
41857
kmjm231
Enables asynchronous task execution and scheduling using RabbitMQ, Celery, and …
81
41858
vaibhavGala262
A collection of MCP servers demonstrating math operations, weather data, and La…
N/A N/A
41859
ambideXtrous9
StockMcp Claim
Enables stock analysis by fetching company details, profit data, and shareholdi…
N/A N/A
41860
ye1430937615-ai
Enables AI assistants to find and launch Windows applications by name using mul…
N/A N/A
41861
shanevcantwell
llauncher Claim
Manages llama.cpp llama-server instances with tools for lifecycle management, c…
N/A N/A
41862
dbe006
rugguard-mcp Claim
MCP server for RugGuard, enabling AI agents to perform pre-trade rug checks on …
N/A N/A
41863
YounesBensafia
Enables MCP clients to manage Overleaf projects via Git sync, including listing…
N/A N/A
41864
Log-LogN
A Model Context Protocol (MCP) server for comprehensive monitoring and observab…
41865
FromtendLeap
A Model Context Protocol server that enables Claude and other AI assistants to …
81
41866
pipeworx-io
OpenReview MCP — ML conference submissions and reviews (API v2)
41867
hope4b
Enables interaction with the Onto platform through MCP, providing tools for man…
41868
sigvardt
MCP server for LinkedIn automation that enables AI agents to perform LinkedIn a…
N/A N/A
41869
toolkit-ai
Enables interaction with Magnet (magnet.run) via MCP, requiring an API key. Sup…
41870
lilium360
myBrAIn Claim
MCP server that provides persistent memory and contextual awareness to language…
N/A N/A
41871
Donatoni
Accela MCP Claim
A Model Context Protocol server that wraps the Accela Construct API as a curate…
N/A N/A
41872
smochan
Multi-language code-graph MCP server with 18 tools for structural code queries …
N/A N/A
41873
Samir12218415
GhostMap v2 Claim
Exposes AI-augmented network reconnaissance and evasion capabilities as callabl…
N/A N/A
41874
adityaidev
Enables AI assistants to interact with LinkedIn and LinkedIn Sales Navigator fo…
81
41875
SKULLFIRE07
Captures project memory automatically across AI coding sessions, injecting rele…
N/A N/A
41876
EvandroSchechtel
Connects AI agents to the WhatsApp Business Cloud API, allowing them to send me…
81
41877
landonray
Stateless Node.js service that exposes Ontraport CRM functionality as structure…
41878
EvalVis
WebRead MCP Claim
Enables AI assistants to read webpages and perform web searches using DuckDuckG…
41879
liteapi-travel
Enables interaction with LiteAPI's hotel booking and travel services through MC…
41880
jerelvelarde
Chess MCP Claim
Play interactive chess games through conversation with move validation, Stockfi…
N/A N/A
41881
gabogabucho
ACDP Claim
Enables multiple AI agents to coordinate work on the same codebase by providing…
41882
lorenzocean
lims-s Claim
N/A N/A 95
41883
cluesang
Controls a MyCobot280 robot arm through MCP tools, allowing joint angle manipul…
N/A N/A
41884
arjunkmrm
A minimal Model Context Protocol server template built with Smithery SDK that d…
81
41885
roex-audio
Enables AI assistants to mix, master, and analyze audio using the RoEx Tonn API…
41886
Nonetss
Enables management of Komodo infrastructure including servers, stacks, deployme…
41887
JishadMT
Enables LLMs to review Bitbucket pull requests with custom checklists and API t…
41888
Beta0415
A high-performance, cross-platform MCP server for split-screen window managemen…
N/A N/A
41889
Yann-J
tuma250-mcp Claim
Enables AI clients to search products, manage shopping carts, and browse order …
N/A N/A
41890
igoraguiar
pg-mcp Claim
Enables MCP-compatible clients to interact with PostgreSQL databases with multi…
41891
InstaCode
Enables Claude (or any MCP client) to read and write events on your iCloud cale…
N/A N/A
41892
trianglegrrl
An MCP server that queries 19 package registries (npm, PyPI, crates.io, etc.) t…
41893
ogimage-art
ogimage-mcp Claim
Generates beautiful Open Graph images directly from Claude Desktop using ogimag…
41894
mcpflow
Enables interaction with Backlog project management tools, allowing users to ma…
41895
kustodia
Agentic escrow payments for AI agents. Create, fund, and release escrow payment…
81
41896
mayai-it
Enables monitoring Italian public funding opportunities, normalizing them into …
41897
SamuelDudley
ism-mcp Claim
Agent-friendly query layer over the ASD Information Security Manual, served via…
N/A N/A
41898
fastmcp-me
Enables building, running unit tests, and instrumented tests for Android projec…
N/A N/A
41899
yoojoohans-jpg
demo Claim
N/A N/A 95
41900
cyanheads
Search EU legislation, CJEU case law, and treaties; traverse CELLAR graph; brow…
Showing 41851–41900 of 46347 servers
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