MCP Server Quality Scores
Independent quality analysis of 62098 public MCP servers
Last updated 1 hour, 59 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 62001 |
Enables AI assistants to generate high-quality images using SiliconFlow's Flux …
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| 62002 |
Linear MCP Server
Claim
Enables interaction with Linear workspace through the Model Context Protocol, s…
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| 62003 |
ChEMBL-MCP-Server
Claim
A FastMCP wrapper server that provides API access to the ChEMBL database, enabl…
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| 62004 |
chrome-feedback
Claim
MCP server for interactive feedback collection via Chrome extension, enabling u…
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| 62005 |
Enables querying Portuguese competition data from AdC (Autoridade da Concorrênc…
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| 62006 |
An MCP server that analyzes your unique Twitter voice to generate, manage, and …
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| 62007 |
This web browser has been designed to help your agent debug and develop complex…
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| 62008 |
clipacanvas
Claim
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| 62009 |
Complete Vinted MCP and CLI Server
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| 62010 |
mcp-google-sheets
Claim
Enables AI agents to create, read, update, and manage Google Sheets data and st…
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| 62011 |
Professor Fit MCP
Claim
Helps PhD applicants find matching professors by research interests, outputting…
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| 62012 |
HelioSPICE
Claim
Spacecraft ephemeris made easy — auto-managed SPICE kernels for heliophysics
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| 62013 |
AVA
Claim
Enables AI agents to create Gmail drafts safely using the Gmail API, without se…
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| 62014 |
mcp-carbon-calculator
Claim
Enables carbon emission calculations for Australian electricity and gas consump…
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| 62015 |
tm-mcp
Claim
Enables AI assistants to interact with TrafficMorph for load-testing and CI-fai…
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| 62016 |
Exposes runtime-local capabilities from browsers, apps, devices, and local proc…
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| 62017 |
ragi
Claim
Local-first RAG indexing and semantic search MCP server. Enables document retri…
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| 62018 |
graph-memory
Claim
Personal knowledge graph for Claude on Neo4j. Typed entities (Person/Project/De…
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| 62019 |
null-trust-score
Claim
Enables AI agents to query trust scores and security reviews for MCP servers be…
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| 62020 |
An MCP server that enables AI assistants to interact with Amazon Connect contac…
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| 62021 |
flyte-mcp
Claim
Exposes Flyte V2 knowledge, patterns, plugins, and runtime to AI coding assista…
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| 62022 |
mcp-bring
Claim
Enables AI assistants to read and manage your Bring! shopping lists through nat…
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| 62023 |
TranscriptMCP
Claim
Enables AI assistants to download YouTube videos and transcribe them locally us…
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| 62024 |
Docker MCP Server
Claim
A comprehensive MCP server that provides advanced Docker operations through a u…
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| 62025 |
cell-mem
Claim
An MCP server that provides AI agents with persistent, multi-layered memory ins…
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| 62026 |
mcp-api-tests
Claim
Starter scaffold for a workshop to build an MCP API testing server, intended to…
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| 62027 |
dssat-mcp
Claim
Enables natural language interaction with the DSSAT crop model for simulation, …
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| 62028 |
InvoiceNinja MCP Server
Claim
Enables read-only access to InvoiceNinja data, including invoices, expenses, cl…
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| 62029 |
twelvelabs-indexing
Claim
Enables video indexing with TwelveLabs by uploading local video files and track…
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| 62030 |
SergeyKrin9/mcp-servers
Claim
Russian-market marketing & ops MCP toolkit. 7 unified servers for Yandex.Direct…
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| 62031 |
openai-imagegen-mcp
Claim
Enables image generation and editing via OpenAI's gpt-image-1 model, with optio…
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| 62032 |
servo-mcp
Claim
Enables AI agents to see and control your desktop with tools for screenshots, c…
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| 62033 |
AI HueBot
Claim
Enables users to control Philips Hue lights through natural language, set moods…
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| 62034 |
coffee-price-mcp
Claim
A read-only MCP server that wraps the coffee.pryzm.gg public API to calculate e…
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| 62035 |
B2B Buyer-Signal MCP
Claim
Interprets B2B buyer signals (hiring, funding, tech changes) into structured ou…
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| 62036 |
Official MCP server for the Perplexity API Platform, enabling AI assistants to …
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| 62037 |
mk-plan-master
Claim
MCP server bridging product ideas to prioritized roadmaps + spec drafts. Hands …
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| 62038 |
Pero MCP Server
Claim
Enables SSH connection management with remote command execution and file transf…
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| 62039 |
maxaeo-ai-visibility-mcp
Claim
Local-first AI visibility, GEO/AEO, and llms.txt audit MCP server for Claude, C…
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| 62040 |
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| 62041 |
ISPW MCP Server
Claim
Enables LLMs to manage mainframe source code and deployment workflows via BMC C…
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| 62042 |
camofox-mcp
Claim
Enables AI agents to control a CamoFox anti-detect browser via MCP tools, suppo…
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| 62043 |
Colors MCP Server
Claim
A simple color utility MCP server for frontend developers. Convert, mix, adjust…
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| 62044 |
google-flights-mcp
Claim
MCP server that enables Google Flights search via SerpApi, supporting one-way, …
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| 62045 |
Agent Social MCP
Claim
A social protocol for AI agents to communicate with each other through a centra…
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| 62046 |
Assay Truth Graph MCP
Claim
Ground GTM agents in governed, cited company truth.
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| 62047 |
Contextful
Claim
Efficient context management: code search, evidence packs, and memory for codin…
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| 62048 |
MCP server for https://grep.app
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| 62049 |
K8s Lens
Claim
MCP server for natural-language Kubernetes operations across single or multi-cl…
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| 62050 |
Solana token-launch verification for AI agents — deterministic, replayable, ret…
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