MCP Server Quality Scores

Independent quality analysis of 69199 public MCP servers

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69199
Discovered
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33883
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2112
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16953
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Last updated 4 hours, 8 minutes ago

Grade Distribution

Score Distribution

Newly Added

Werify F Trendara F Subtly F QueryAtlas F Meo Studio F

Biggest Gainers

Bureau public reader +48 sukimalabo-tester +46 ActionDock +44

Biggest Drops

Wisely x402 Agent-Payment Infrastructure -56 Jithox Commerce Preflight -56 main -55
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
51201
CahidArda
Exposes any OpenAPI spec endpoints as AI agent tools via stdio, requiring no co…
 — ○ ⏳ — N/A N/A — — —
51202
Moowningstar
Enables AI agents to interact with a persistent knowledge graph backend using M…
 — ○ ⏳ — N/A N/A — — —
51203
crunchtools
A secure MCP server for interacting with GitHub issues, pull requests, reposito…
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51204
NIHAR-SARKAR
Cyber Host Artificial Intelligence (C.H.A.I) An autonomous penetration testing…
 — ○ ⏳ — N/A N/A — — —
51205
ChrisGVE
Gives LLM agents access to local and remote data via databases, files, graphs, …
 — ○ ⏳ — N/A N/A — — —
51206
arcAman07
Samantha Claim
MCP server that dynamically extracts and manages user memory from LLM conversat…
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51207
Masoud-Masoori
Switchboard Claim
Switchboard is a local-first, governed MCP endpoint that aggregates multiple MC…
 — ○ ⏳ — N/A N/A — — —
51208
maximiranda
Enables interaction with the Slingr platform, including application structure (…
 — ○ ⏳ — N/A N/A — — —
51209
TastyHeadphones
Fetches structured Jira issue context from a URL, enabling coding agents to qui…
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51210
kemalbgskr
Provides product lifecycle, release cycle, and End of Life (EOL) date informati…
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51211
Paul-PSDigital
A local MCP server that audits software projects against the UK ICO Age Appropr…
 — ○ ⏳ — N/A N/A — — —
51212
org-mobicycle
MCP server for posting and managing LinkedIn content, supporting personal and c…
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51213
chwoerz
reporelay Claim
Self-hosted MCP server for indexing and searching code repositories via hybrid …
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51214
reactome
reactome-mcp Claim
Enables AI assistants to search, browse, analyze, and export biological pathway…
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51215
franco-lamas
Enables AI agents to manage OpenProject projects, work packages, activities, an…
 — ○ ⏳ — N/A N/A — — —
51216
vsl8
Enables AI assistants to manage Ansible infrastructure, including inventories, …
 — ○ ⏳ — N/A N/A — — —
51217
LXVault
mcp-rag Claim
Enables per-project, traceable access to a RAG knowledge base, with tools for s…
 — ○ ⏳ — N/A N/A — — —
51218
Aadi775
MahoRAGa Claim
Persistent, graph-powered memory for AI agents that provides long-term semantic…
 — ○ ⏳ — N/A N/A — — —
51219
blake365
Read-only MCP server for options research with server-side filtering to reduce …
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51220
Takamasa045
Provides Matsumoto city community bus information via GTFS data, enabling stop …
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51221
Mhdd-24
Enables logging offline time and managing Worksnaps projects/tasks from Cursor …
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51222
raviraval79
An MCP server that wraps the Open-Meteo API to provide current weather, forecas…
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51223
jpoindexter
winnow Claim
Enables local-first context compression for AI agents, offering tools to compre…
 — ○ ⏳ — N/A N/A — — —
51224
icloudza
ARM64 trace evidence analysis & cipher algorithm recovery — Claude Desktop plug…
 — ○ ⏳ — N/A N/A — — —
51225
mcp Claim 2
Wontopos (WOS) long-term memory (beta) - one memory across Claude Code, Cursor,…
 — ○ — N/A N/A — 69 —
51226
delocalizer
A Model Context Protocol (MCP) server for interacting with Gen3 data commons, w…
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51227
chiraggahujaa
trails-mcp Claim
Enables searching outdoor trails by name or place, retrieving route details, el…
 — ○ ⏳ — N/A N/A — — —
51228
pipeworx-io
Lists, reads, and fetches curated business and industry RSS feeds, with filteri…
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51229
paulf280-ui
Cabal-Hunter Claim
On-chain Solana token safety for trading agents — traces coordinated wallet fun…
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51230
andrewyun0403
Enables AI models to search Jira issues using JQL and retrieve issue details th…
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51231
fastmcp-me
Enables querying clinical trial data from the AACT database (ClinicalTrials.gov…
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51232
chrisdecali
golf-reports Claim
Pulls golf data from Arccos, GHIN, and 18Birdies, and generates interactive HTM…
 — ○ ⏳ — N/A N/A — — —
51233
vuongdat67
Automates 85-95% of the Secure Software Development Lifecycle (SSDLC) planning …
 — ○ ⏳ — N/A N/A — — —
51234
lzvxck
Connects Trello with AI assistants to manage boards, lists, cards, and comments…
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51235
madsd
Enables users to search and fetch PubMed biomedical literature articles through…
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51236
goranocokoljic
Indexes codebases and lets AI agents retrieve precise code snippets (functions,…
 — ○ ⏳ — — — — 81 —
51237
inakirealise
An MCP server integrating with the BoondManager API to enable AI assistants to …
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51238
geethikakoya
An AI-powered code review agent that leverages Model Context Protocol (MCP) and…
 — ○ ⏳ — N/A N/A — — —
51239
Shaoshi17
An MCP server for AI security analysis, enabling vulnerability scanning, sensit…
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51240
DanMarshall909
Provides lightning-fast filesystem search on Windows via the Everything SDK, wi…
 — ○ ⏳ — N/A N/A — — —
51241
nsastry2
Exposes real-time soil sensor metrics as MCP Resources and irrigation valve con…
 — ○ ⏳ — N/A N/A — — —
51242
jurislm
coolify-mcp Claim
MCP server for Coolify infrastructure management, providing 45 tools for server…
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51243
dailybeast
parsely-mcp Claim
MCP server that enables AI assistants to query Parse.ly analytics for top posts…
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51244
heiths
Enables users to access and query the ORKL Threat Intelligence Library, includi…
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51245
15195999826
Query Godot Engine documentation with full-text search across classes, methods,…
 — ○ ⏳ — N/A N/A — — —
51246
skibinska
Enables reading unread emails and creating draft replies in Gmail via Claude De…
 — ○ ⏳ — N/A N/A — — —
51247
BrennerSpear
A CLI wrapper that monitors and captures output from any running command and ex…
 — ○ ⏳ — N/A N/A — — —
51248
vyshnavi-nandyala
A Model Context Protocol server providing tools for DB queries, API calls, file…
 — ○ ⏳ — N/A N/A — — —
51249
Vicovrnk
Self-hosted MCP toolkit providing web search, Wikipedia, and arXiv access witho…
 — ○ ⏳ — N/A N/A — — —
51250
foundryside-dev
warpline Claim
Temporal/change-impact authority that tracks per-entity change history and down…
 — ○ ⏳ — N/A N/A — — —
Showing 51201–51250 of 69199 servers
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