MCP Server Quality Scores

Independent quality analysis of 66534 public MCP servers

66534
Discovered
31841
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 26 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
42251
ashrobertsdragon
Enables execution, listing, reading, and help retrieval of local Bash, PowerShe…
N/A N/A
42252
ryanb96
moo-mcp Claim
MCP server for LambdaMOO administration. Connects to a MOO's admin port over TC…
42253
jrhoades1
Enables Claude Desktop to query ServiceTitan data about technician jobs and bus…
N/A N/A
42254
OscarC88
Enables weather queries through OpenWeatherMap API, providing current condition…
42255
Hrithik-s-Raj
A production-ready MCP server that enables LLMs to create, modify, and export P…
N/A N/A
42256
debugbundle
DebugBundle Claim
DebugBundle MCP: runtime error reporting, incident response, health checks, and…
N/A N/A
42257
thodel
Enables querying the Historisches Grundbuch Basel corpus, including full-text s…
42258
mizrahidaniel
Enables AI agents to interact with ClawBoard tasks, including listing, searchin…
42259
chenzhaoxuan0
telegram-mcp Claim
Enables interaction with Telegram Bot API for sending messages, photos, editing…
42260
Veedubin
Local-first semantic memory server with project indexing for AI assistants. It …
N/A N/A
42261
Andersonscat
MCP server for AI-native editable presentations: surgically edit slide componen…
N/A N/A
42262
QIngyuanfl
Provides an async Python server for interacting with the PubTator3 API, exposin…
42263
desklamp-developers
Clueso Claim
Make videos and docs with your AI agent — describe what you need, every output …
42264
hoonapps
MCP server for integrating manufacturing systems (MES/ERP/quality/maintenance) …
42265
GiantBeaver9
mcp-pop-up Claim
Enables a local LLM to ask the user for guidance via a native desktop pop-up di…
N/A N/A
42266
statzhero
MCP server that grants AI tools read-only access to a Zotero library via search…
N/A N/A
42267
rokoss21
Enables interaction with the AstroVisor API through MCP, automatically synced t…
42268
skillselion
Enables AI agents to search a curated directory of Claude Code agent skills, MC…
42269
Initsnow
A Bilibili subtitle fetching MCP server that supports various input formats (BV…
N/A N/A
42270
Robinhill85
Convert documents and web pages to clean Markdown: PDF, DOCX, XLSX, EPUB, scann…
42271
NayeemHossenJim
Enables AI assistants to manage personal expenses by adding, querying, and summ…
N/A N/A
42272
marcelo1811
simple-mcp Claim
A Model Context Protocol (MCP) server that provides tools for interacting with …
N/A N/A
42273
Kaiserunix
A read-only MCP server for discovering and fetching Luogu problems, training se…
42274
vinkius-labs
Validates JSON payloads against JSON Schema deterministically, providing precis…
42275
tizee
A Model Context Protocol (MCP) server that provides access to DeepSeek-R1's rea…
42276
cardea-mcp
An MCP server that provides tools to search for study questions and answers fro…
42277
Stokesy-dev
A self-hosted MCP server that gives LLMs intelligent, semantic access to your c…
42278
csimi
elastic-mcp Claim
A Model Context Protocol server for Elasticsearch, enabling search, index inspe…
42279
nexo Claim 1
Cognitive memory for AI agents. Atkinson-Shiffrin, RAG, knowledge graph. 100+ t…
N/A N/A 81
42280
SaadBenth7o
Enables flight search and date parsing using Amadeus API and Google Gemini, wit…
N/A N/A
42281
NoBanks
mindbody-mcp Claim 1
MCP server for Mindbody, enabling AI agents to fetch client info, query class s…
81
42282
harness
An MCP server that gives AI agents full access to the Harness.io platform throu…
42283
tmcpro
framer-mcp Claim
Enables programmatic interaction with Framer canvas via a local MCP server and …
42284
sekskate56
A simple MCP server for interacting with Marinade Finance on Solana, providing …
N/A N/A
42285
gangadharnitw
Semantic search and structured queries over IEEE 802.11 specifications, enablin…
N/A N/A
42286
vinkius-labs
Converts raw HTML to clean Markdown, optimized for LLM token efficiency and det…
42287
sorcerai
skill-router Claim
A lazy router for Claude Code skills that exposes a library of skills through s…
N/A N/A
42288
nqrwhal
kef-mcp Claim
MCP server for controlling KEF wireless speakers (LSX II, LS50 Wireless II, LS6…
42289
altic-dev
altic-mcp Claim
A macOS automation MCP server providing 40+ tools for controlling Messages, Con…
N/A N/A
42290
igorsafonov-gif
Enables shopping Ametller Origen online groceries through Claude, allowing cata…
N/A N/A
42291
xhusnain
A smart, self-maintaining memory system for Claude Code that persists across ma…
N/A N/A
42292
repisto
Enables querying a local wiki through MCP-style tools, including search, Q\&A, …
N/A N/A
42293
alexandresanlim
A template MCP server using Domain-Driven Design, providing Bitcoin fee recomme…
N/A N/A
42294
Context Lens Claim 1
Semantic search knowledge base with serverless LanceDB. Zero setup, 100% local,…
N/A N/A 81
42295
universal-mcp
Enables interaction with the Klaviyo API for marketing automation, including ma…
81
42296
ChanMeng666
An MCP server that fetches, dedupes, and scores women's-health & FemTech resear…
42297
SreeHarsha72
Connects a local LLM (Ollama) to a SQLite database via the Model Context Protoc…
N/A N/A
42298
FareedKhan-dev
A production-grade MCP server designed for multi-tenant, authenticated, and obs…
42299
BreeDevelopers
fairrecruit Claim
N/A N/A 95
42300
shubhangi115
A cloud-deployed MCP server for managing personal expenses and providing financ…
Showing 42251–42300 of 66534 servers
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