MCP Server Quality Scores
Independent quality analysis of 66415 public MCP servers
Last updated 4 hours, 13 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 66351 |
yandex-metrica-mcp
Claim
Query Yandex Metrica analytics — reports, trends, metadata and raw log exports …
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| 66352 |
Obriym CRM
Claim
Operate Obriym CRM from your AI assistant: leads, deals, orders, products, dash…
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| 66353 |
Granoflow
Claim
Connect AI agents to Granoflow for tasks, reviews, and spaced-review memory car…
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| 66354 |
ActionProof
Claim
Tamper-proof audit trail for AI agents. Signed receipts, offline-verifiable, ze…
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| 66355 |
XLMCP
Claim
Enables Claude Code to interact with Jupyter notebooks, perform semantic search…
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| 66356 |
CodeGraph
Claim
An MCP server that provides semantic code intelligence by pre-indexing codebase…
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| 66357 |
An MCP server for content creation that extracts video transcripts, scrapes web…
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| 66358 |
rekindle
Claim
MCP session continuity engine. Boot reports, orientation scoring, and end-sessi…
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| 66359 |
Enables AI assistants to manage campaigns, users, backlinks, keywords, and SEO …
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| 66360 |
local-kms-mcp-server
Claim
Local-first MCP server for per-agent key management, generating and using signi…
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| 66361 |
jira-digest-mcp
Claim
MCP server for querying resolved Jira tickets across multiple Atlassian Cloud s…
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| 66362 |
calmcp
Claim
A read-only MCP server that bridges AI assistants to SAP Cloud ALM, exposing re…
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| 66363 |
MCP Launch Lens
Claim
Scores MCP servers for launch-readiness across trust, tool UX, docs, observabil…
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| 66364 |
MarkltDown MCP Server
Claim
Converts files (PDF, Word, images, etc.) to Markdown within Claude Desktop to r…
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| 66365 |
Enables querying Turkish market prices, searching products, and comparing price…
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| 66366 |
WhiteCapData-Dev
Claim
Operate a k3s / Kubernetes cluster from your AI agent — safe-by-default MCP ser…
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| 66367 |
devin-mcp
Claim
MCP server for creating, monitoring, and managing Devin AI sessions.
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| 66368 |
notebooklm-py-diet-mcp
Claim
Connects AI coding agents to Google NotebookLM, enabling querying notebooks, ad…
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| 66369 |
Enables AI assistants to navigate, search, and analyze academic materials organ…
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| 66370 |
superposition-mcp
Claim
Provides a deterministic, keyless two-pole terrain map from an agent's task fra…
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| 66371 |
mcp-google-sheets
Claim
Enables AI assistants to interact with Google Sheets, allowing CRUD operations,…
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| 66372 |
college-roi-mcp
Claim
U.S. college ROI data: 30-yr NPV for 500 colleges, lifetime ROI for 134 majors.…
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| 66373 |
kevros-mcp
Claim
Governance primitives for autonomous agents. Verify actions against policy, rec…
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| 66374 |
Endpoint AIops
Claim
Governed managed-endpoint ops — login-storm & drift analysis, 13 MCP tools with…
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| 66375 |
MCP AST Explorer
Claim
Python symbol exploration for codebase onboarding agents.
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| 66376 |
AI Orchestrator
Claim
Enables multi-strategy AI orchestration including council decision review, deba…
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| 66377 |
runware
Claim
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| 66378 |
phpIPAM MCP Server
Claim
MCP server for phpIPAM IP address management, enabling subnet, VLAN, VRF, and a…
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| 66379 |
Hello from Sentry
Claim
Provide a simple MCP server implementation to demonstrate integration with Sent…
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| 66380 |
meetbot-mcp
Claim
Meet.bot: scheduling for AI agents. Check real calendar availability and book m…
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| 66381 |
search
Claim
Collaborative, cache-first web search for agents — cited answers from a shared …
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| 66382 |
Piloter des audits RGAA 4.1 sur Ara, référentiel embarqué. Non officiel.
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| 66383 |
jira-mcp
Claim
A Model Context Protocol (MCP) server that integrates with Atlassian Jira to se…
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| 66384 |
wireshark-mcp
Claim
Exposes Wireshark CLI tools to AI agents through MCP interfaces for network ana…
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| 66385 |
etherscanmcp2
Claim
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| 66386 |
wishmock
Claim
Provides an MCP server for automation via Server-Sent Events (SSE) to manage mo…
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| 66387 |
dead-letter
Claim
Convert .eml email exports to Markdown with YAML front matter
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| 66388 |
mcp-wandb
Claim
Enables LLM agents to query Weights & Biases experiments, including listing pro…
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| 66389 |
Provides search, detail lookup, and gap listing tools for a security control in…
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| 66390 |
hfss-agent-native
Claim
Enables natural language control of HFSS (v2019-2025) for antenna modeling, sim…
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| 66391 |
Professional-grade stock market analysis and predictions powered by AI, accessi…
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| 66392 |
Lead Gen MCP Server
Claim
A free MCP server that runs a full B2B outbound pipeline inside a Claude conver…
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| 66393 |
camofox-mcp
Claim
Enables AI agents to control a CamoFox anti-detect browser via MCP tools, suppo…
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| 66394 |
yahoo-finance-mcp
Claim
Provides access to Yahoo Finance data including real-time stock quotes, histori…
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| 66395 |
voice-mcp
Claim
Complete voice interaction server supporting speech-to-text, text-to-speech, an…
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| 66396 |
tokenmizer
Claim
Graph-backed session memory for LLMs: checkpoint, resume, file analysis, token-…
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| 66397 |
note-taking-ai-mcp
Claim
note-taking-ai-mcp MCP server by MEOK AI Labs
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| 66398 |
Google Ads MCP Server
Claim
Enables comprehensive Google Ads campaign management and analytics through the …
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| 66399 |
mcp-mime
Claim
Enables MIME type lookup and extension resolution for filenames and extensions,…
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| 66400 |
llm-localfirst
Claim
A local-first LLM routing MCP server that keeps sensitive data on your own mode…
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