MCP Server Quality Scores
Independent quality analysis of 69135 public MCP servers
Last updated 51 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 56251 |
Vision MCP for Reasonix
Claim
Provides vision capabilities to Reasonix, enabling analysis of images/videos, O…
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| 56252 |
caldera-mcp
Claim
Connects MCP-compatible AI clients to a MITRE Caldera adversary emulation platf…
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| 56253 |
muni-dev-cost
Claim
US municipal development cost: aggregated impact + water/sewer tap fees per jur…
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| 56254 |
agentic-ai-shadowing
Claim
Observes tasks and generates anonymized SOPs — task tracking and SOP review via…
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| 56255 |
SansFiction
Claim
Search, discover, and manage books across multiple sources. Connect Claude, Cha…
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| 56256 |
sales-agent-mcp
Claim
Enables natural language sales analysis by connecting to a SQLite database, gen…
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| 56257 |
modelmux
Claim
Enables AI agents like Claude Code, Codex, and Perplexity to call each other as…
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| 56258 |
test
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| 56259 |
psychopy-mcp
Claim
An MCP server that enables Claude Code/Codex to directly control PsychoPy for d…
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| 56260 |
Testomat.io MCP Server
Claim
Enables AI assistants to interact with Testomat.io test management platform, al…
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| 56261 |
llama-mcp-server
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MCP server bridging Claude Code to local llama.cpp. Run local LLMs alongside Cl…
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| 56262 |
MCP server for generating and editing images using Amazon Nova Canvas, Stable D…
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| 56263 |
3D Texel
Claim
Search/download 7,000+ PBR materials, HDRIs, decals, 3D assets; generate PBR ma…
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| 56264 |
MCP Test Case Generator
Claim
Generates structured, comprehensive test cases from user stories, API specs, or…
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| 56265 |
converly
Claim
Set up and manage conversion tracking by chatting with your AI assistant.
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| 56266 |
upnote-mcp
Claim
Enables AI agents to read and write UpNote notes locally via SQLite and URL sch…
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| 56267 |
headless-records-mcp
Claim
Enables MCP agents to access public SEC Form 4 insider filing data via a local …
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| 56268 |
Adam OS MCP Server
Claim
Enables restaurant management through natural language, allowing import of Toas…
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| 56269 |
Containarium-Cloud
Claim
Persistent, secure LXC sandbox environments for AI agents with native MCP suppo…
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| 56270 |
ffd-mcp
Claim
Parses SEC EDGAR Exhibit 107 XBRL fee disclosures from registration statements …
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| 56271 |
ideogram-mcp-server
Claim
Enables LLM applications to generate, edit, describe, upscale, remix, reframe, …
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| 56272 |
liuren
Claim
Enables 大六壬 divination by computing the chart (三傳, 四課, etc.) and generating a 天…
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| 56273 |
Multi-workspace Linear MCP — PAT auth, 57 tools + 3 prompts, substrate enforcem…
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| 56274 |
FilePilot AI
Claim
Local-first MCP server for safely searching, reading, summarizing, tagging, ded…
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| 56275 |
MCP Director
Claim
An intelligent orchestration server that routes user requests to appropriate sp…
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| 56276 |
Context-MCP
Claim
Intelligent context manager for AI coding assistants that uses a three-level me…
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| 56277 |
Paid MCP web research for agents: search, extraction, citations, and x402 payme…
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| 56278 |
supershopping
Claim
나만을 위한 AI 쇼핑 MCP — 상품을 자연어로 검색·비교·추천해 사용자의 효과적인 쇼핑을 돕습니다.
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| 56279 |
meeting-mcp
Claim
AI scheduling assistant for agents. Timezone conversion, public holidays for 10…
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| 56280 |
propraven
Claim
Property intelligence: 180M+ US parcels — lookup, search, owners, hazards, perm…
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| 56281 |
estonian-mcp
Claim
An MCP server that integrates EstNLTK to provide Estonian language tools (morph…
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| 56282 |
Integrates Tolk compiler tools into AI assistants, enabling compilation of Tolk…
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| 56283 |
soundraw-game-bgm
Claim
Enables AI agents to generate dynamic game background music by analyzing game s…
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| 56284 |
Calendar.app
Claim
List, search, and manage calendar events via macOS Calendar.app across all conf…
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| 56285 |
Arrange your own clips and instruments into finished song structures in Ableton…
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| 56286 |
ProofBase MCP Server
Claim
An AI-powered server that generates realistic, customizable customer testimonia…
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| 56287 |
A local MCP server that parses Robot Framework output.xml files, scores and gro…
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| 56288 |
gnuradio-mcp-server
Claim
Enables natural language control of a live GNU Radio SDR flowgraph, allowing us…
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| 56289 |
MCP Reddit Server
Claim
Enables AI assistants to interact with Reddit by searching subreddits, retrievi…
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| 56290 |
Full-lifecycle algorithmic trading from inside any AI assistant. Describe a str…
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| 56291 |
hedera-mcp
Claim
Build-only Hedera (Hashgraph) MCP — 73 tools across all core services plus anal…
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| 56292 |
FlowCastle
Claim
Build, edit, and deploy Telegram bots on FlowCastle's hosted visual flow platfo…
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| 56293 |
Enables searching and analyzing real H-1B visa sponsorship data from the U.S. D…
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| 56294 |
@kongyo2/z-etter-mcp
Claim
MCP server to create text posts on Zetter (z-etter.com) from any MCP host, with…
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| 56295 |
Fluxion Bus
Claim
Enables AI agents to delegate scoped tasks across multiple providers like Codex…
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| 56296 |
Competitive pricing, ads, SEO moves, launches, reviews, and daily market briefs.
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| 56297 |
vatnode-mcp
Claim
Official MCP server for **EU VAT validation** via the EU Commission's VIES serv…
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| 56298 |
24htrack-mcp
Claim
Universal package tracking for AI agents. Track packages across 30+ carriers in…
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| 56299 |
KVMFleet MCP Server
Claim
Read-only MCP server that allows AI assistants to query and monitor KVM Fleet d…
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| 56300 |
Bench Agent Discovery
Claim
Discover public AI agents, reusable recipes, and trusted benchmark evidence by …
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