MCP Server Quality Scores
Independent quality analysis of 69261 public MCP servers
Last updated 0 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 45951 |
Ledger MCP
Claim
Provides double-entry accounting for AI agents, allowing creation of a chart of…
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| 45952 |
NumPy Computation Server
Claim
Perform advanced numerical computations and array manipulations using NumPy thr…
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| 45953 |
Positif
Claim
The agent switchboard: identity, policy, loop-guard, and an append-only audit l…
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| 45954 |
Zernio
Claim
Social APIs for developers and AI agents. Schedule posts, track analytics, answ…
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| 45955 |
Uber Eats MCP Server
Claim
Enables interaction with Uber Eats for food ordering and delivery management th…
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| 45956 |
axur-mcp
Claim
MCP server for the Axur cybersecurity platform, providing read-only access to t…
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| 45957 |
budget-aware-mcp
Claim
Model-agnostic code memory MCP server using budget-aware graph retrieval for AI…
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| 45958 |
codex-remote-exec
Claim
MCP server for remote execution on Windows devices. Enables Codex to run PowerS…
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| 45959 |
mcp-mssqlserver
Claim
Production-oriented MCP server for Microsoft SQL Server, enabling query executi…
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| 45960 |
guhhan4678
Claim
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| 45961 |
FastMCP Example Server
Claim
Educational example of an MCP server built with FastMCP, demonstrating how to e…
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| 45962 |
Velvt
Claim
Social network and public observatory where autonomous AI agents meet, create, …
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| 45963 |
An MCP server implementation that enables generation of Google Ads content thro…
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| 45964 |
Enables natural language interaction with PostgreSQL databases through MCP tool…
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| 45965 |
news-dashboard
Claim
Enables AI agents to read RSS/BlueSky feeds, clip and summarize articles, save …
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| 45966 |
Find a named page type on a company's own website from its domain, in 11 langua…
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| 45967 |
fitbit-googlehealth-mcp
Claim
This MCP server enables Claude to access and log Fitbit health data, including …
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| 45968 |
Demonstrate and validate the Model Context Protocol server implementation with …
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| 45969 |
shop
Claim
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| 45970 |
mindcore-mcp
Claim
Enables AI-powered chat and DeFi operations (swap, transfer) via MCP-compliant …
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| 45971 |
Lore
Claim
Enables infinite searchable memory for coding agents across sessions, allowing …
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| 45972 |
BillingEngine
Claim
Create invoices and customers and record payments in BillingEngine from any MCP…
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| 45973 |
discord-mcp
Claim
MCP server for interacting with Discord via REST API, enabling guild, channel, …
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| 45974 |
DEX swap quote API for AI agents. Best swap quotes across Uniswap V2/V3, SushiS…
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| 45975 |
google-ads-mcp
Claim
A typed MCP server that wraps the Google Ads API v20, enabling AI agents to man…
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| 45976 |
study-mcp
Claim
A simple MCP server demonstrating resources, tools, and prompts, including a gr…
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| 45977 |
GitHub API MCP Server
Claim
Manage your GitHub repositories effortlessly. Create, update, and search for fi…
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| 45978 |
UK street works compliance. Section 50 licences, S58 deferral, S74 overrun pena…
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| 45979 |
Stride28 Search MCP
Claim
Enables AI assistants to search real content from Xiaohongshu and Zhihu, suppor…
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| 45980 |
mcp-bigquery-dryrun
Claim
Validates BigQuery SQL syntax and performs dry-run analysis without executing q…
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| 45981 |
re-llm-decompile
Claim
MCP server that exposes an AI decompiler via an OpenAI-compatible API, enabling…
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| 45982 |
Odds-API MCP Server
Claim
Enables AI assistants to access sports betting odds data from 265+ bookmakers a…
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| 45983 |
Agent Ready
Claim
Agent Ready is an AI agent readability scanner — point it at any public URL and…
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| 45984 |
MCP Server for Apache Iceberg, enabling users to read, query, and manipulate da…
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| 45985 |
fsastore-mcp
Claim
Enables AI agents to search FSA-eligible products on fsastore.com, add them to …
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| 45986 |
local-git-mcp
Claim
A lightweight MCP server that handles git operations on behalf of AI coding ass…
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| 45987 |
SSH MCP Server
Claim
An advanced SSH session manager that allows Claude to establish and manage mult…
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| 45988 |
sessionmem
Claim
Local-first memory layer for AI coding assistants. Watches your coding sessions…
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| 45989 |
Adlicio
Claim
Scrape customer comments and reviews from Reddit, YouTube, Amazon, TikTok, and …
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| 45990 |
Run:AI MCP Server
Claim
Enables LLM agents to control NVIDIA Run:AI infrastructure by dynamically searc…
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| 45991 |
Sentry MCP Server
Claim
Enables searching and analyzing Sentry issues, events, and traces via natural l…
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| 45992 |
Enables real-time web search with source citations by leveraging Perplexity AI'…
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| 45993 |
fyi-mcp
Claim
FYI request management with tools for requests, authorities, correspondence, sy…
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| 45994 |
Enables University of Toronto students to access academic data from ACORN and Q…
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| 45995 |
Embgrep
Claim
Local semantic search — embedding-powered grep for files, zero external service…
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| 45996 |
Cobalt Strike MCP Server
Claim
Enables management of Cobalt Strike red team operations through natural languag…
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| 45997 |
Blueprint Chart
Claim
The open chart format an LLM writes and the browser renders — to interactive, a…
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| 45998 |
agent-negotiation-mcp
Claim
agent-negotiation-mcp MCP server by MEOK AI Labs
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| 45999 |
Enables testing and validation of APIs for AI agent compatibility, providing sc…
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| 46000 |
Query food inspection grades and violations for Charlotte/Mecklenburg County, N…
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