MCP Server Quality Scores
Independent quality analysis of 43634 public MCP servers
Last updated 1 hour, 30 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 35251 |
MCP Filesystem Python
Claim
A secure MCP server enabling read-only access and file search capabilities with…
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| 35252 |
wikipedia-mcp
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| 35253 |
Confluence MCP Server
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Provides tools for AI agents to interact with Atlassian Confluence, enabling se…
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| 35254 |
oh-my-kimichan
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Production-ready multi-agent orchestration harness for Kimi Code CLI (K2.6): wo…
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| 35255 |
vsfclubnew4
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| 35256 |
Research Powerpack MCP
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Enables AI assistants to perform comprehensive research by searching Google, mi…
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| 35257 |
drishti
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Indian media intelligence — bilingual sentiment, Tier 1 credibility, story clus…
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| 35258 |
WaveGuard
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Detect anomalies in any data type using advanced wave physics simulation withou…
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| 35259 |
Puppeteer Browser
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Browser automation server that enables interaction with web pages, taking scree…
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| 35260 |
notion_summary_server
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MCP server that automatically saves summaries of AI papers or stock articles to…
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| 35261 |
blatant-why
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AI-powered biologics design campaign agent — multi-agent orchestration with Bol…
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| 35262 |
finance
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Financial data MCP server: stock quotes, crypto prices, portfolio tracking, mar…
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| 35263 |
obot-admin-mcp
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An MCP server that lets an MCP client manage a self-hosted obot MCP gateway via…
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| 35264 |
mcp-watchmode
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Provides streaming availability data across 200+ services, including title sear…
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| 35265 |
gotimer-mcp
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| 35266 |
agentify
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Agent Interface Compiler — One command. Every agent speaks your product. Transf…
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| 35267 |
aula-mcp
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This server enables MCP clients (LLMs) to access data from the Danish school pl…
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| 35268 |
deadends.dev
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Structured failure knowledge for AI agents — dead ends, workarounds, error chai…
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| 35269 |
MCP Weather Service
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A weather service built using Model-Context-Protocol (MCP) that provides curren…
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| 35270 |
kevros-mcp
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Governance primitives for autonomous agents — verify actions against policy, re…
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| 35271 |
Motion MCP Server
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Bridges Motion's API with LLMs so you can manage tasks, search projects, check …
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| 35272 |
qsw-mcp
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Smart Doc MCP Server that enables AI agents to read web pages (with or without …
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| 35273 |
AgentCore MCP Server
Claim
A basic MCP server for deployment to Amazon Bedrock AgentCore Runtime, enabling…
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| 35274 |
vyazen
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| 35275 |
hr-management-ai-mcp
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hr-management-ai-mcp MCP server by MEOK AI Labs
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| 35276 |
seedweaver-mcp
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Schema-aware relational test data generator with working foreign keys, for any …
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| 35277 |
Bitrix24 MCP Server
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Enables AI agents to interact with Bitrix24 CRM for managing contacts, deals, t…
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| 35278 |
cachebro
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Provides file caching and diff tracking for AI coding agents, reducing token us…
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| 35279 |
@aiready/ast-mcp-server
Claim
AST-aware TypeScript/JavaScript codebase exploration for AI agents, providing h…
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| 35280 |
A production-ready MCP server for Airtable that enables programmatic management…
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| 35281 |
A TypeScript-based MCP server that generates API clients from OpenAPI specifica…
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| 35282 |
Grafana FastMCP Server
Claim
Enables MCP-compatible agents to interact with Grafana instances for searching,…
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| 35283 |
Enables AI assistants to interact with humans through GUI dialogs for text inpu…
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| 35284 |
techno-leave-manager-mcp
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| 35285 |
16-tool MCP server for Google PageSpeed Insights & Chrome UX Report APIs. Analy…
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| 35286 |
IoT MCP Server
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Enables AI assistants to read sensor data from IoT devices and dispatch data co…
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| 35287 |
Personal MCP Server
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Enables AI assistants to fetch and process YouTube video transcripts in multipl…
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| 35288 |
odoo-mcp
Claim
Connects AI assistants to Odoo 19.0, enabling full CRUD operations and method c…
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| 35289 |
Discord MCP Server
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Enables AI models to send plain text messages, formatted release announcements,…
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| 35290 |
MiniMax Unified MCP
Claim
Unifies MiniMax's multimodal generation, web search, image understanding, audio…
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| 35291 |
ServiceFusion MCP Server
Claim
Enables AI agents to interact with ServiceFusion's field service management pla…
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| 35292 |
Tailscale MCP Server
Claim
Enables interaction with the Tailscale API to manage devices, ACLs, keys, and D…
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| 35293 |
rr-mcp
Claim
MCP server for orchestrating multi-process rr debugging sessions with reverse e…
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| 35294 |
kait
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| 35295 |
pyspark-mcp
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SQL to PySpark conversion, AWS Glue job generation, and Spark code optimization.
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| 35296 |
zeughaus-mcp
Claim
Execute commands in ephemeral containers with any combination of Nix packages.
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| 35297 |
Frankfurter
Claim
Blended FX rates from 50+ institutions. Tools: get_rates, convert, list_currenc…
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| 35298 |
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| 35299 |
Pull churn from Stripe, Postgres, MySQL, or pasted feedback. AI-ranked drivers …
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| 35300 |
spicedb-mcp-server
Claim
An MCP server that enables LLMs to interact with SpiceDB for permission managem…
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