MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 27 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
42851
aemery13
Classify Polymarket wallets as human or bot, score their trading edge, read ope…
42852
KvFxKaido
A Playwright-based MCP server that prioritizes browser observation over automat…
N/A N/A 95
42853
goww7
Shariah-compliant stock and ETF screening across AAOIFI, DJIM, FTSE, MSCI and S…
42854
mambalabsdev
Detect whether a company declares, deploys, or charges for AI, with evidence.
N/A N/A
42855
RareSense
Nova3D Claim
Structured, part-aware 3D generation for AI agents. Named-part GLB, preview URL…
N/A N/A
42856
cmaalto03
Enables LLMs to manage student records through natural language by wrapping a s…
N/A N/A
42857
aithink001
Turns AI coding agents into visual creative assistants by providing a curated p…
42858
DungbeetleTech
mcp Claim
Visual regression & snapshot testing for AI agents — list runs, read semantic d…
N/A N/A
42859
vngcloud
Enables AI assistants to manage VNG Cloud infrastructure including compute, sto…
42860
gui11aume
docdb-mcp Claim
Resolves patent publication numbers to canonical DOCDB identifiers, providing i…
42861
Gzmomo001
Generates images via SiliconFlow API with support for multiple models, concurre…
N/A N/A
42862
RaziStuff
code-search Claim
Semantic + lexical code search as an MCP server. Agents query in natural langua…
N/A N/A
42863
usepopup
Read-only MCP server for PopUp — search vendors, manage events, and track appli…
N/A N/A 83
42864
mmaun
sales-agent Claim
Multi-agent sales email generation server that creates, evaluates, and sends pe…
42865
cmendezs
German e-invoicing MCP server: ZUGFeRD 2.x, XRechnung 3.x, EN 16931, KoSIT vali…
N/A N/A
42866
evalops
An MCP server that structures AI reasoning as directed acyclic graphs of semant…
42867
arturochent
Enables Claude to search YouTube for artists and manage playlists on your YouTu…
N/A N/A
42868
billy12151
A lightweight, fully local MCP server that provides AI coding tools with a shar…
N/A N/A
42869
na77tech-creator
Korean stocks: median price path after each DART filing type, T+1 closes, earni…
42870
RobleusCaesar
Book Boulder County dryer vent cleaning via MCP ($129/$169). Confirm in 1 busin…
42871
Hitsteps
AI access to Hitsteps analytics, live visitors, uptime, goals, alerts, and chat…
42872
cprepos
fsq-codebase Claim
Enables fast semantic code search using FSQ embeddings, with zero-config indexi…
N/A N/A
42873
doanhnd9989
Provides AI agents live access to a DMTicket workspace for managing contacts, c…
42874
Agentberg
agentberg Claim
Agent-to-agent trading intelligence exchange. Publish findings, vote on quality…
42875
cyanheads
Query U.S. Census Bureau data, variables, and geography via MCP.
N/A N/A
42876
kkdub
Enables intelligent discovery and management of Claude Skills through semantic …
81
42877
iskifogl
Enables Gmail, Google Calendar, and Google Drive access through the Model Conte…
42878
RemseyMailjard
A demo MCP server for training purposes, providing mocked tools for exchange ra…
N/A N/A
42879
Benmebrouk
Wauldo Claim
Stateless agentic tools over MCP: concept extraction, long-context, knowledge g…
42880
clawfetch
mcp Claim
Web intelligence for AI agents: fetch, render, extract, research. x402 micropay…
42881
HeartLoveLung
A local stdio MCP server for structured web scraping with ScrapeGraphAI and an …
N/A N/A
42882
ByteAsk
Page-cited retrieval for embedded docs, datasheets, MISRA, CMSIS, and RTOS refe…
42883
null
This MCP (Model Context Protocol) server provides access to UNHCR data through …
81
42884
3aKHP
Symath-MCP Claim
A symbolic mathematics MCP server supporting calculus, linear algebra, number t…
42885
zb-ss
Servonaut Claim
Manage AWS, Hetzner, OVH and SSH servers: status, logs, CloudWatch, IP bans, sa…
N/A N/A
42886
ThePianistDirector
HumanOps Claim 1
MCP server for AI agents to dispatch real-world tasks to verified human operato…
N/A N/A 83
42887
vogler75
Automatically generates MCP tools from any GraphQL API by introspecting its sch…
42888
zeng-andrew
Enables natural language control of test instruments like spectrum analyzers an…
N/A N/A
42889
tinhtinhcd
A Python-based MCP server for integrating Blender and 3D modeling capabilities …
N/A N/A
42890
carminelau
Enables multi-tier AI-detection screening on academic papers by extracting text…
N/A N/A
42891
Im5tu
haus Claim
OneHaus household tools: tasks, calendar, contacts, pets, vehicles, documents a…
42892
onlythebestswfl
customclaw Claim
A curated registry of small, focused utilities for building LLM and agent code …
81
42893
Phionx
mcp-hello Claim
N/A N/A 95
42894
thinkchainai
Automate cloud Chrome—navigate, click, type, screenshot, run code, record scree…
42895
abhiyoheswaran1
projscan Claim
Agent-first MCP. 11 AST adapters, 12 named languages, 51 tools, mission outcome…
N/A N/A
42896
li000592
weather-mcp Claim
Provides US weather alerts and forecasts via the National Weather Service API.
N/A N/A
42897
jimbursch
AI-to-human attention marketplace. Agents pay CPM to reach humans, earn credits…
N/A N/A 83
42898
chemagents
An MCP server that reproduces the results of Nikitin et al., 'Towards Explainab…
42899
artkrsk
MCP server for the Envato Market API that provides AI agents with purchase veri…
N/A N/A
42900
ahmedselimmansor-ctrl
This server exposes over 250 tools across 23 GCP service domains, enabling AI m…
Showing 42851–42900 of 67197 servers
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