MCP Server Quality Scores

Independent quality analysis of 69236 public MCP servers

69236
Discovered
→
33926
Scored
→
2112
Verified
→
16953
Complete

Last updated 56 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
23101
seocylucky
Githru Claim
Analyze GitHub repositories to uncover contributor impact, PR complexity, and a…
C 61 4⁄3 ◐ ⏳ 52 40 N/A 57 95 —
23102
apify
Index of all Model Context Protocol (MCP) clients and their capabilities
C 61 4⁄3 ◐ ⏳ 60 22 N/A 72 95 —
23103
mavdol
mcp-server Claim
Run untrusted Python/JavaScript code in WebAssembly sandboxes.
C 61 4⁄4 ◐ ⏳ 60 31 N/A 75 81 —
23104
cvsper
Proxell MCP Server ⚡ Claim
Implements the Proxell Exchange Protocol (PXP) to enable AI agents to autonomou…
C 61 4⁄3 ◐ ⏳ 72 33 N/A 45 88 —
23105
Pimzino
Spec Workflow MCP ⚡ Claim
Provides structured spec-driven development workflow tools for AI-assisted soft…
C 61 4⁄4 ◐ ⏳ 58 32 — 74 84 —
23106
bsreeram08
A Node.js implementation that enables browsing Git repositories through the Mod…
C 61 4⁄4 ◐ ⏳ 84 31 — 44 76 —
23107
penguinszp001
mcp-server-demo ⚡ Claim
A demo MCP server with tools for getting weather via wttr.in and executing read…
C 61 3⁄3 ◐ ⏳ 54 N/A N/A 27 95 —
23108
itallstartedwithaidea
ContextOS MCP Server ⚡ Claim 1
Unified context intelligence layer for AI agents, enabling orchestration of mem…
C 61 4⁄3 ◐ ⏳ 60 42 — 49 90 —
23109
finhay
finhay-mcp-server ⚡ Claim
Enables querying real-time stock prices, gold, crypto, interest rates, portfoli…
C 61 3⁄3 ◐ ⏳ 48 — — 39 95 —
23110
sin5ddd
Enables comprehensive analysis of MIDI SMF files including loading, parsing, tr…
C 61 4⁄3 ◐ ⏳ 50 58 N/A 39 95 —
23111
NonmaskableInt
Provides comprehensive market data, fundamental analysis, and technical indicat…
C 61 4⁄4 ◐ ⏳ 60 52 — 48 82 —
23112
theYahia
yandexgpt-mcp ⚡ Claim 1
MCP server for YandexGPT — completions, embeddings, classification, summarizati…
C 61 3⁄3 ◐ ⏳ 45 N/A N/A 59 83 —
23113
dev-palboksoft
Slack MCP Server ⚡ Claim
Enables interaction with Slack workspaces to manage channels, post messages, ad…
C 61 4⁄4 ◐ ⏳ 72 55 — 26 81 —
23114
cybercrazetech
An interactive coding agent and MCP server that provides access to various AI m…
C 61 3⁄3 ◐ ⏳ 54 N/A N/A 27 95 —
23115
rubyonai
mcp_on_ruby Claim
💎 A Ruby implementation of the Model Context Protocol
C 61 4⁄3 ◐ ⏳ 60 41 N/A 57 87 —
23116
Stahldavid
Sensegrep ⚡ Claim
Semantic + structural code search MCP server for AI-native development.
C 61 4⁄3 ◐ ⏳ 58 31 N/A 83 80 —
23117
Azure-Samples
Getting Started with Remote MCP Servers using Azure Functions (Python)
C 61 4⁄3 ◐ ⏳ 60 27 N/A 64 95 — BI
23118
ChrisGVE
Project-scoped semantic workspace memory for AI coding assistants. Watches your…
C 61 4⁄4 ◐ ⏳ 64 27 N/A 71 82 —
23119
beriberikix
Awesome list of MCP servers for interacting with hardware and the physical worl…
C 61 3⁄3 ◐ ⏳ 44 N/A N/A 43 95 —
23120
morristai
iceberg-mcp Claim 1
MCP server for Apache Iceberg
C 61 4⁄3 ◐ ⏳ 41 58 N/A 53 94 —
23121
julien040
anyquery Claim
Query apps with SQL from a single local-first binary; also connects to PostgreS…
C 61 4⁄4 ◐ ⏳ 64 41 — 59 78 —
23122
Cognitive-Stack
Enables AI systems to perform full-text and semantic search operations over str…
C 61 4⁄4 ◐ ⏳ 64 68 — 20 81 —
23123
osaurus-ai
osaurus Claim
Own your AI. The native macOS harness for AI agents -- any model, persistent me…
C 61 4⁄3 ◐ ⏳ 60 21 N/A 69 95 —
23124
universal-tool-calling-protocol
rs-utcp Claim
Official Rust implementation of the UTCP
C 61 4⁄3 ◐ ⏳ 50 25 N/A 82 95 —
23125
getaegis
aegis ⚡ Claim 1
Credential isolation proxy for AI agents. Injects secrets at the network bounda…
C 61 4⁄3 ◐ ⏳ 48 40 N/A 82 83 —
23126
korobkov-v
Porkbun MCP ⚡ Claim 1
MCP server for Porkbun domains and DNS.
C 61 4⁄3 ◐ ⏳ 39 75 N/A 60 75 —
23127
TeiNam
A powerful Model Context Protocol (MCP) server implementation that provides sta…
C 61 4⁄4 ◐ ⏳ 62 58 — 37 81 —
23128
burkeholland
XMCP Application ⚡ Claim
A development server that automatically discovers and exposes tools from the sr…
C 61 4⁄3 ◐ ⏳ 48 70 N/A 26 95 —
23129
JovaniPink
Enables AI agents to interact with web browsers using natural language, featuri…
C 61 4⁄3 ◐ ⏳ 60 51 N/A 37 89 —
23130
SunCreation
An MCP server that enables LLMs to interact with Notion workspaces via the Noti…
C 61 4⁄4 ◐ ⏳ 71 35 — 53 82 —
23131
icloud-calendar-mcp
icloud-calendar-mcp ⚡ Claim 1
MCP server for iCloud (Apple) Calendar access via CalDAV
C 61 3⁄3 ◐ ⏳ 49 — — 51 83 —
23132
tstockham96
engram ⚡ Claim
Intelligent agent memory with semantic recall, automatic consolidation, contrad…
C 61 4⁄3 ◐ ⏳ 60 37 N/A 68 83 —
23133
theYahia
mindbox-mcp ⚡ Claim 1
MCP server for Mindbox CDP API — customer profiles, orders, segments. 3 tools.
C 61 3⁄3 ◐ ⏳ 45 N/A N/A 58 83 —
23134
smeric28
ClickUp MCP Server ⚡ Claim
Enables AI assistants to interact directly with the ClickUp REST API v2 for man…
C 61 4⁄4 ◐ ⏳ 60 68 — 32 77 —
23135
minipuft
claude-prompts ⚡ Claim
MCP prompt template server: hot-reload, thinking frameworks, quality gates
C 61 4⁄4 ◐ ⏳ 60 17 N/A 89 84 —
23136
tejpalvirk
Provides tools for managing quantitative research knowledge graphs, enabling st…
C 61 4⁄4 ◐ ⏳ 88 40 — 19 81 —
23137
contextform
freecad-mcp ⚡ Claim
FreeCAD MCP - Open-source Model Context Protocol server for FreeCAD automation
C 61 4⁄3 ◐ ⏳ 84 27 N/A 24 95 —
23138
dailyaiagents-cpu
Daily 04:00 CT housekeeping over data/approval-gates/
C 61 3⁄3 ◐ ⏳ 42 N/A N/A 48 95 —
23139
mengro1102
brainforge-mcp ⚡ Claim 1
An MCP server that transforms markdown notes into an AI-powered knowledge graph…
C 61 3⁄3 ◐ ⏳ 39 N/A N/A 53 95 —
23140 C 61 3⁄3 ◐ ⏳ 54 N/A N/A 26 95 —
23141
adamsalah13
A Model Context Protocol implementation with a modular architecture that expose…
C 61 4⁄4 ◐ ⏳ 78 52 — 21 80 —
23142
vfa-khuongdv
mcp-backlog ⚡ Claim 1
MCP server for Backlog API integration with AI agents.
C 61 4⁄3 ◐ ⏳ 51 60 N/A 49 83 —
23143
sdcb
fast, secure c# runner
C 61 3⁄3 ◐ ⏳ 44 N/A N/A 46 95 —
23144
Payoza
Payoza MCP Server ⚡ Claim
Connects the Payoza crypto payments API to AI assistants, enabling users to man…
C 61 4⁄4 ◐ ⏳ 60 65 — 30 81 —
23145
husthlz
A structural template for developing Model Context Protocol (MCP) servers, feat…
C 61 4⁄3 ◐ ⏳ 74 33 N/A 34 92 —
23146
rskmanz
routine-mcp ⚡ Claim
A Model Context Protocol (MCP) server built with the mcp-framework for developi…
C 61 4⁄3 ◐ ⏳ 64 50 N/A 27 95 —
23147
johwiebe
Anki MCP Server ⚡ Claim
A simple note-taking MCP server that stores notes and can generate summaries of…
C 61 4⁄3 ◐ ⏳ 48 62 N/A 37 94 —
23148
UrbanDiver
Generates DeepWiki-style documentation for private code repositories with RAG-b…
C 61 4⁄3 ◐ ⏳ 64 22 N/A 64 95 —
23149
Evan-Kim2028
Spice MCP ⚡ Claim
Enables querying and analyzing blockchain data from Dune Analytics with Polars-…
C 61 4⁄4 ◐ ⏳ 60 38 — 65 81 —
23150
Juliusolsson05
Enables LLM agents to manage projects, track issues, log work, and integrate wi…
C 61 3⁄3 ◐ ⏳ 58 N/A N/A 22 95 —
Showing 23101–23150 of 69236 servers
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