MCP Server Quality Scores

Independent quality analysis of 69153 public MCP servers

69153
Discovered
→
33861
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 43 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15901
DiscreteTom
Mock MCP Server ⚡ Claim 1
A mock MCP server for testing MCP client implementations and development workfl…
F 30 5⁄5 ◉ ⏳ 66 17 — 61 82 98
15902
samihalawa
Gemini Image and Video Generator
F 30 5⁄4 ◉ ⏳ 90 76 N/A 24 91 91
15903
T-NhanNguyen
Enables AI agents to query a local knowledge graph built from document collecti…
F 30 5⁄5 ◉ ⏳ 86 60 — 29 80 94
15904
irahardianto
Enables AI coding assistants to search and retrieve information from a locally …
F 30 5⁄4 ◉ ⏳ 90 33 N/A 55 92 98
15905
harshpreet931
Implements Chain of Thought methodology for extended sequential thinking on com…
F 30 5⁄5 ◉ ⏳ 78 33 — 44 80 91
15906
haakco
MCP Utils Claim 1
A comprehensive utilities library for building Model Context Protocol servers, …
F 30 5⁄4 ◉ ⏳ 90 66 N/A 49 90 59
15907
hithereiamaliff
This MCP server provides seamless access to Malaysia's government open data, in…
F 30 6⁄6 ◉ ⏳ 88 72 0 57 80 98
15908
sharavanask
Enables AI-powered Amazon product searches and recommendations by integrating t…
F 30 5⁄5 ◉ ⏳ 72 42 — 23 69 60
15909
alanzha2
observe-instrument-mcp ⚡ Claim 1 3
Add OpenTelemetry tracing to Python AI agents. Supports LangGraph, LlamaIndex, …
F 30 5⁄4 ◉ ⏳ 72 56 N/A 39 69 92
15910
iamayuppie
AnyDB MCP Server ⚡ Claim 1 2
Enables natural language database operations and semantic document search throu…
F 30 5⁄4 ◉ ⏳ 90 56 N/A 22 87 90
15911
Jaggerxtrm
Rovodev MCP Tool ⚡ Claim 1 4
Integrates the Atlassian Rovo Dev CLI with the Model Context Protocol, allowing…
F 30 5⁄5 ◉ ⏳ 72 100 N/A 21 89 53
15912
Pearch-ai
mcp_pearch Claim 1
Best people search engine that reduces the time spent on talent discovery
F 30 5⁄5 ◉ ⏳ 76 42 — 38 82 86
15913
devflowinc
trieve Claim 1
Crawl, embed, chunk, search, and retrieve information from datasets through [Tr…
F 30 5⁄5 ◉ ⏳ 100 66 — 82 76 90
15914
Lark-Base-Team
Lark Base MCP Server ⚡ Claim 1 2
A Model Context Protocol server that provides LLMs with read and write access t…
F 30 5⁄5 ◉ ⏳ 71 66 — 30 76 88
15915
dennismartis
MCP SQL Server ⚡ Claim 1
A FastMCP server that provides natural language interaction with MS SQL databas…
F 30 5⁄4 ◉ ⏳ 66 31 N/A 23 82 96
15916
lorenzwalthert
Swiss Meteo MCP ⚡ Claim 1
An experimental MCP server that provides weather information tools, including t…
F 30 5⁄5 ◉ ⏳ 72 53 — 26 80 98
15917
sonirico
mcp-stockfish Claim 1
🏎️ 🏠 🍎 🪟 🐧️ MCP server connecting AI systems to Stockfish chess engine.
F 30 5⁄4 ◉ ⏳ 70 55 N/A 51 90 92
15918
TeglonLabs
Enables interaction with a tool for generating true random coin flips via rando…
F 30 5⁄5 ◉ ⏳ 84 100 — 26 82 55
15919
JenHsuan
Retrieves blog articles from an external API with metadata including titles, au…
F 30 5⁄5 ◉ ⏳ 54 60 — 27 80 95
15920
SageMindAI
threadline-mcp ⚡ Claim 1 2
Agent-to-agent messaging relay. Discover agents, send messages, and receive rep…
F 30 5⁄4 ◉ ⏳ 72 41 N/A 89 90 54
15921
gregberns
Fetch-Save MCP Server ⚡ Claim 1 2
A Model Context Protocol server that enables LLMs to retrieve web content and s…
F 30 5⁄5 ◉ ⏳ 69 100 N/A 47 90 37
15922
FelippeFarias
Refine Prompt Claim 1 2
An MCP server that uses Claude 3.5 Sonnet to transform ordinary prompts into st…
F 30 5⁄5 ◉ ⏳ 57 61 — 45 80 98
15923
r3-yamauchi
Enables management of Amazon Bedrock Knowledge Bases including creation, data s…
F 30 5⁄5 ◉ ⏳ 54 82 — 50 80 89
15924
antoncoding
Brian Knows Claim 1 3
Enhance your applications with intelligent context-aware capabilities. Leverage…
F 30 5⁄4 ◉ ⏳ 84 68 N/A 26 90 92
15925
ericzakariasson
A proof-of-concept Model Context Protocol server that enables LLM applications …
F 30 5⁄5 ◉ ⏳ 54 26 — 21 76 90
15926
l0kifs
Enables AI agents to autonomously manage and improve execution processes for re…
F 30 5⁄4 ◉ ⏳ 66 60 N/A 76 90 100
15927
kukapay
crypto-news-mcp ⚡ Claim 1 2
An MCP server that provides real-time cryptocurrency news sourced from NewsData…
F 30 5⁄5 ◉ ⏳ 51 37 — 45 80 100
15928
Pratik-Kumar-Cse
An MCP server that enables generating scripts based on specified topics and key…
F 30 5⁄4 ◉ ⏳ 63 65 N/A 17 87 82
15929
Mcrich23
A Cloudflare Worker-based MCP server that utilizes a space wars roleplay scenar…
F 30 6⁄6 ◉ ⏳ 92 100 93 53 76 76
15930
Zo-Valentine
MCP-Twikit ⚡ Claim 1 3
A Model Context Protocol server that enables AI to interact with Twitter, allow…
F 30 5⁄5 ◉ ⏳ 51 41 — 36 76 94
15931
jemhakdog
A specialized toolchain that guides AI agents through a structured 'Atomic Deve…
F 30 5⁄4 ◉ ⏳ 54 53 N/A 32 90 83
15932
TapanBhavsar
A FastMCP server providing session-based memory and dynamic authentication usin…
F 30 5⁄5 ◉ ⏳ 54 38 — 22 76 98
15933
peterparker57
Screenshot MCP Server ⚡ Claim 1 2
Enables AI assistants running in WSL to capture Windows screenshots of full des…
F 30 5⁄5 ◉ ⏳ 94 100 N/A 37 87 35
15934
waura
Civitai MCP Server ⚡ Claim 1
Enables interaction with the Civitai API to search for AI models, browse images…
F 30 5⁄5 ◉ ⏳ 66 71 — 42 82 97
15935
presidio-oss
Factifai MCP Server ⚡ Claim 1
Integrates Factifai testing capabilities with MCP-compatible AI tools, enabling…
F 30 5⁄5 ◉ ⏳ 80 60 — 64 78 94
15936
tuandinh-org
feedback-loop-mcp ⚡ Claim 1 2
feedback-loop-mcp
F 30 5⁄5 ◉ ⏳ 84 53 — 58 80 91
15937
siri100
WDIO MCP Server ⚡ Claim 1
A custom Model Context Protocol server that enables GitHub Copilot Agent to per…
F 30 5⁄4 ◉ ⏳ 56 62 N/A 27 90 100
15938
gardner
PostgreSQL MCP Server ⚡ Claim 1 2
Provides read-only access to PostgreSQL databases, allowing LLMs to inspect tab…
F 30 5⁄5 ◉ ⏳ 78 55 — 30 74 96
15939
shifusen329
doc-lib-mcp ⚡ Claim 1 2
A Model Context Protocol server for ingesting, chunking and semantically search…
F 30 5⁄5 ◉ ⏳ 63 58 — 31 76 92
15940
peterfei
ai-agent-team ⚡ Claim 1
AI Agent Team-拥有24/7专业AI开发团队:产品经理、前端开发、后端开发、测试工程师、DevOps工程师、技术负责人。一键安装,支持中英文命令,…
F 30 5⁄4 ◉ ⏳ 84 28 N/A 82 90 100
15941
agentic-mcp-tools
memora ⚡ Claim 1 2
Persistent memory with knowledge graph visualization, semantic/hybrid search, c…
F 30 5⁄5 ◉ ⏳ 78 41 — 69 76 100
15942
leandrogavidia
Search VeChain documentation, query on-chain data, and fetch fee suggestions wi…
F 30 6⁄6 ◉ ⏳ 72 62 0 52 74 91
15943
yisu201506
MCP Server Claim 1
A Flask-based server that implements Model Context Protocol to enhance LLMs wit…
F 30 5⁄5 ◉ ⏳ 80 41 — 15 78 100
15944
ezh0v
A lightweight Model Context Protocol (MCP) server that enables AI assistants li…
F 30 5⁄4 ◉ ⏳ 76 62 N/A 76 92 100
15945
spolspol
Enables intelligent management of Google Cloud Platform infrastructure using Te…
F 30 5⁄5 ◉ ⏳ 48 47 — 68 80 93
15946
tanevanwifferen
A TypeScript-based server that allows calling other MCP clients from your own M…
F 30 5⁄5 ◉ ⏳ 96 51 — 40 71 92
15947
KashiwaByte
vikingdb-mcp-server ⚡ Claim 1
VikingDB integration with collection and index introduction, vector store and s…
F 30 5⁄5 ◉ ⏳ 90 47 — 36 76 96
15948
iRahulPandey
Serves prompt templates through a standardized protocol for transforming basic …
F 30 5⁄5 ◉ ⏳ 84 31 — 39 76 89
15949
hwyang93
A humorous MCP server that provides AI agents with "break tools" like taking ba…
F 30 5⁄4 ◉ ⏳ 54 25 N/A 21 89 54
15950
marianfoo
mcp-sap-docs ⚡ Claim 1
Fast MCP server for unified SAP docs search (SAPUI5, CAP, OpenUI5, wdi5) with B…
F 30 5⁄4 ◉ ⏳ 84 30 N/A 66 90 93
Showing 15901–15950 of 69153 servers
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