MCP Server Quality Scores

Independent quality analysis of 46053 public MCP servers

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46053
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29531
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2112
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16952
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Last updated 12 minutes ago

Grade Distribution

Score Distribution

Newly Added

PerSQL F OntoRamp Governance Assessment F MCP Emails F DoorProfit Crime & Neighborhood Data F signals F

Biggest Gainers

Android Management API +48 mcp +48 mcp +48

Biggest Drops

GroundAPI -42 medusa-mcp -39 Phos Marketing Engine -39
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
42451
vaibhavGala262
A collection of MCP servers demonstrating math operations, weather data, and La…
 — ○ ⏳ — N/A N/A — — —
42452
ambideXtrous9
StockMcp Claim
Enables stock analysis by fetching company details, profit data, and shareholdi…
 — ○ ⏳ — N/A N/A — — —
42453
ye1430937615-ai
Enables AI assistants to find and launch Windows applications by name using mul…
 — ○ ⏳ — N/A N/A — — —
42454
shanevcantwell
llauncher Claim
Manages llama.cpp llama-server instances with tools for lifecycle management, c…
 — ○ ⏳ — N/A N/A — — —
42455
dbe006
rugguard-mcp Claim
MCP server for RugGuard, enabling AI agents to perform pre-trade rug checks on …
 — ○ ⏳ — N/A N/A — — —
42456
YounesBensafia
Enables MCP clients to manage Overleaf projects via Git sync, including listing…
 — ○ ⏳ — N/A N/A — — —
42457
Log-LogN
A Model Context Protocol (MCP) server for comprehensive monitoring and observab…
 — ○ ⏳ — — — — — —
42458
FromtendLeap
A Model Context Protocol server that enables Claude and other AI assistants to …
 — ○ ⏳ — — — — 81 —
42459
pipeworx-io
OpenReview MCP — ML conference submissions and reviews (API v2)
 — ○ ⏳ — — — — — —
42460
hope4b
Enables interaction with the Onto platform through MCP, providing tools for man…
 — ○ ⏳ — — — — — —
42461
sigvardt
MCP server for LinkedIn automation that enables AI agents to perform LinkedIn a…
 — ○ ⏳ — N/A N/A — — —
42462
toolkit-ai
Enables interaction with Magnet (magnet.run) via MCP, requiring an API key. Sup…
 — ○ ⏳ — — — — — —
42463
lilium360
myBrAIn Claim
MCP server that provides persistent memory and contextual awareness to language…
 — ○ ⏳ — N/A N/A — — —
42464
Donatoni
Accela MCP Claim
A Model Context Protocol server that wraps the Accela Construct API as a curate…
 — ○ ⏳ — N/A N/A — — —
42465
smochan
Multi-language code-graph MCP server with 18 tools for structural code queries …
 — ○ ⏳ — N/A N/A — — —
42466
Samir12218415
GhostMap v2 Claim
Exposes AI-augmented network reconnaissance and evasion capabilities as callabl…
 — ○ ⏳ — N/A N/A — — —
42467
adityaidev
Enables AI assistants to interact with LinkedIn and LinkedIn Sales Navigator fo…
 — ○ ⏳ — — — — 81 —
42468
SKULLFIRE07
Captures project memory automatically across AI coding sessions, injecting rele…
 — ○ ⏳ — N/A N/A — — —
42469
EvandroSchechtel
Connects AI agents to the WhatsApp Business Cloud API, allowing them to send me…
 — ○ ⏳ — — — — 81 —
42470
landonray
Stateless Node.js service that exposes Ontraport CRM functionality as structure…
 — ○ ⏳ — — — — — —
42471
EvalVis
WebRead MCP Claim
Enables AI assistants to read webpages and perform web searches using DuckDuckG…
 — ○ ⏳ — — — — — —
42472
liteapi-travel
Enables interaction with LiteAPI's hotel booking and travel services through MC…
 — ○ ⏳ — — — — — —
42473
jerelvelarde
Chess MCP Claim
Play interactive chess games through conversation with move validation, Stockfi…
 — ○ ⏳ — N/A N/A — — —
42474
gabogabucho
ACDP Claim
Enables multiple AI agents to coordinate work on the same codebase by providing…
 — ○ ⏳ — — — — — —
42475
lorenzocean
lims-s Claim
— ○ ⏳ — N/A N/A — 95 —
42476
cluesang
Controls a MyCobot280 robot arm through MCP tools, allowing joint angle manipul…
 — ○ ⏳ — N/A N/A — — —
42477
arjunkmrm
A minimal Model Context Protocol server template built with Smithery SDK that d…
 — ○ ⏳ — — — — 81 —
42478
roex-audio
Enables AI assistants to mix, master, and analyze audio using the RoEx Tonn API…
 — ○ ⏳ — — — — — —
42479
Nonetss
Enables management of Komodo infrastructure including servers, stacks, deployme…
 — ○ ⏳ — — — — — —
42480
JishadMT
Enables LLMs to review Bitbucket pull requests with custom checklists and API t…
 — ○ ⏳ — — — — — —
42481
Beta0415
A high-performance, cross-platform MCP server for split-screen window managemen…
 — ○ ⏳ — N/A N/A — — —
42482
Yann-J
tuma250-mcp Claim
Enables AI clients to search products, manage shopping carts, and browse order …
 — ○ ⏳ — N/A N/A — — —
42483
igoraguiar
pg-mcp Claim
Enables MCP-compatible clients to interact with PostgreSQL databases with multi…
 — ○ ⏳ — — — — — —
42484
InstaCode
Enables Claude (or any MCP client) to read and write events on your iCloud cale…
 — ○ ⏳ — N/A N/A — — —
42485
trianglegrrl
An MCP server that queries 19 package registries (npm, PyPI, crates.io, etc.) t…
 — ○ ⏳ — — — — — —
42486
ogimage-art
ogimage-mcp Claim
Generates beautiful Open Graph images directly from Claude Desktop using ogimag…
 — ○ ⏳ — — — — — —
42487
mcpflow
Enables interaction with Backlog project management tools, allowing users to ma…
 — ○ ⏳ — — — — — —
42488
kustodia
Agentic escrow payments for AI agents. Create, fund, and release escrow payment…
 — ○ ⏳ — — — — 81 —
42489
mayai-it
Enables monitoring Italian public funding opportunities, normalizing them into …
 — ○ ⏳ — — — — — —
42490
SamuelDudley
ism-mcp Claim
Agent-friendly query layer over the ASD Information Security Manual, served via…
 — ○ ⏳ — N/A N/A — — —
42491
fastmcp-me
Enables building, running unit tests, and instrumented tests for Android projec…
 — ○ ⏳ — N/A N/A — — —
42492
yoojoohans-jpg
demo Claim
— ○ ⏳ — N/A N/A — 95 —
42493
cyanheads
Search EU legislation, CJEU case law, and treaties; traverse CELLAR graph; brow…
 — ○ ⏳ — — — — — —
42494
nanameru
substack-mcp Claim
MCP server for Substack that lets Claude Code create drafts, upload images, set…
 — ○ ⏳ — — — — — —
42495
chiKeka
Bricolage Claim
An agentic system that turns free-tier cloud resources into working outcomes. I…
 — ○ ⏳ — N/A N/A — — —
42496
marcomoauro
Enables LLM clients to interact with Substack's API for automations like creati…
 — ○ ⏳ — — — — — —
42497
Nitesh-Nandan
Enables AI agents to read and optionally write to PostgreSQL databases through …
 — ○ ⏳ — N/A N/A — — —
42498
gitstq
Intelligent file search engine with Frecency ranking, fuzzy matching, and Git a…
 — ○ ⏳ — N/A N/A — — —
42499
sigmade
Provides lightweight Git merge analysis with quick overviews of changes, file l…
 — ○ ⏳ — N/A N/A — — —
42500
morrow-addref
LSP-MCP Claim
Minimal MCP server bridging a Roslyn C# language server to AI agents, exposing …
 — ○ ⏳ — N/A N/A — — —
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