The library
Everything we index — ranked by what works, never by stars.
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
● works · ● untested / no effect · ● hurts — every rank is measured against a no-skill baseline
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Fetch crypto prices and on-chain datamcp_serverFinanceDataL2
crypto-mcp · When you need crypto-mcp capabilities in your MCP stack
Manage Kubernetes cluster operationsmcp_serverOpsEngineeringL3
mcp-server-kubernetes · When you need mcp-server-kubernetes capabilities in your MCP stack
Sync ClickUp tasks with AI agentsmcp_serverOpsProductL3
clickup-mcp-server · When you need clickup-mcp-server capabilities in your MCP stack
Broadcast messages at scale on LINEmcp_serverMarketingL3
line-bot-mcp-server · Sending templated or flex messages to LINE users and broadcasting to all followers at scale.
Track MCP server agent usage patternsmcp_serverOpsL3
agnost · Understanding MCP server usage patterns across different agents and user roles.
Build SAP UI5 applications with AImcp_serverEngineeringL3
mcp-server · Scaffolding new UI5 apps and guiding AI agents through UI5 best practices and linting.
Wrap OpenAPI or GraphQL as MCPmcp_serverEngineeringL3
mcp-server · Wrapping existing OpenAPI/GraphQL APIs as MCP servers without reimplementing tools.
Search city events with live datamcp_serverMarketingL2
bushdrum-events · Querying live public event data by city with read-only MCP that requires no authentication.
Connect to commercetools for ordersmcp_serverOpsSalesL3
commerce-mcp · Agent access to commercetools product catalogs, orders, and shopping cart management.
Integrate Slack as agent messagingmcp_serverOpsL2
slack-mcp-server · Integrating Slack as a messaging and collaboration layer for agents with channel/thread support.
Handle AI-powered phone callsmcp_serverSalesSupportL3
retell-sdk · Building conversational AI agents that handle phone calls end-to-end.
Query Dynatrace monitoring metricsmcp_serverEngineeringOpsL2
dynatrace-mcp-server · Real-time observability integration—querying metrics, entities, and incident data from Dynatrace.
Initialize Neon databases in editormcp_serverEngineeringL2
neon-init · Setting up Neon database development in your editor without manual API key copy/paste.
Build MCP servers without boilerplatemcp_serverEngineeringL3
fastmcp · Building production MCP servers without boilerplate from the official SDK.
Query LaunchDarkly feature flagsmcp_serverProductEngineeringL2
mcp-server · Letting AI agents query and evaluate LaunchDarkly flags without CLI or API docs.
Automate iOS builds without Xcode UImcp_serverEngineeringL3
xcodebuildmcp · Automating iOS/macOS CI/CD without stepping through Xcode UI.
Design files with natural languagemcp_serverProductL3
mcp · Letting AI agents design or modify Penpot files directly via natural language.
Manage Argo CD deployments with AImcp_serverEngineeringOpsL3
argocd-mcp · Enabling AI agents to check and sync Argo CD applications without kubectl access.
Validate MCP servers in CImcp_serverEngineeringL3
mcp-probe · Proving in CI that your MCP server actually works on real tool calls, not just schemas.
Track metered usage and billingmcp_serverFinanceL2
sdk · Integrating metered billing and usage tracking into SaaS applications.
Test MCP servers end-to-endmcp_serverEngineeringL3
sdk · Validating MCP server functionality and performance across unit + integration + eval layers.
Orchestrate multi-step AI agent workflowsmcp_serverEngineeringOpsL3
agentation-mcp · Orchestrating complex agentic workflows from within an MCP client.
Bootstrap TanStack Start projects instantlymcp_serverEngineeringL2
mcp-tanstack-start · Bootstrapping TanStack Start projects from AI without typing CLI commands.
Automate Gmail inbox triage and extractionmcp_serverOpsProductivityL2
gmail · Automating Gmail triage and message extraction for AI workflows.
Let AI agents book meetings autonomouslymcp_serverOpsProductivityL2
googlecalendar · Letting AI agents check availability and book meetings without calendar app access.
Run analytical queries without SQL editormcp_serverDataEngineeringL2
clickhouse · Letting AI agents run analytical queries on ClickHouse without SQL editor.
Solve algebra and symbolic math instantlymcp_serverProductEngineeringL2
math-mcp · Letting AI agents solve math problems and algebra without leaving the chat.
Discover fashion products semanticallymcp_serverSalesMarketingL2
vistoya · E-commerce agents needing semantic product discovery across fashion brands.
Extract knowledge from forum discussionsmcp_serverMarketingSupportL2
discourse-forum-mcp · Community knowledge extraction and moderation from Discourse forums.
Analyze MLB player stats and performancemcp_serverDataL2
mlb-mcp · Sports analytics agents analyzing player performance and game outcomes.
Check food safety compliance automaticallymcp_serverLegalOpsL2
panko-food-safety · Food safety compliance checking across US federal and municipal sources.
Access Canadian economic data directlymcp_serverDataFinanceL2
statscan-mcp · Canadian economic and demographic research using official government data.
Get real-time weather for flight planningmcp_serverOpsL2
thinkzone · Flight planning and severe weather alerting for US aviation.
Manage Microsoft 365 at scale with Graph APImcp_serverOpsEngineeringL2
ms-365-mcp-server · Enterprise agents managing email, calendars, Teams, SharePoint with fine-grained control.
Generate personalized nutrition and meal plansmcp_serverProductivitySupportL2
nutribalance-mcp · Health/fitness agents providing quick nutrition coaching and meal planning.
Enable reliable inter-agent messagingmcp_serverEngineeringOpsL3
agentdrop-mcp-server · Multi-agent systems requiring reliable inter-agent messaging.
Expose any REST API to AI without codingmcp_serverEngineeringL2
openapi-mcp-generator · Quickly exposing any REST API to MCP clients without manual coding.
Implement standardized AI agent protocolmcp_serverEngineeringL3
mcp · Foundation specification for all MCP servers and clients.
Track hiring patterns and team expansionmcp_serverHRSalesL2
talnexis · Unable to determine - artifact body truncated at 6000 chars.
Control Figma design systems programmaticallymcp_serverEngineeringProductL3
figma-console-mcp · Unable to determine - artifact body truncated at 6000 chars.
Connect n8n automation to AI agentsmcp_serverOpsEngineeringL3
n8n-mcp · Unable to determine - artifact body truncated at 6000 chars.
Gate AI agent access with verification puzzlesmcp_serverEngineeringL2
mcp · Unable to determine - artifact body truncated at 6000 chars.
Validate vulnerabilities and breach riskmcp_serverLegalEngineeringL2
contrastapi · Security-aware AI agents validating vulnerabilities, domain posture, and breach risk in real time.
Transport MCP servers over HTTPmcp_serverEngineeringL3
transport-http · Web-based MCP clients (serverless, browser, load-balanced) that cannot use stdio.
Enable cross-vendor agent messagingmcp_serverEngineeringOpsL3
agentDM · Multi-agent orchestration where agents (Claude, ChatGPT, Cursor, Windsurf) need cross-vendor messaging.
Build cryptographically-owned AI agentsmcp_serverEngineeringL3
create-mcpi-app · Developers building owned, permissioned AI agents with cryptographic identity and delegatable capabilities.
Automate Chrome browser workflowsmcp_serverEngineeringL2
chrome-devtools-mcp · Coding agents automating browser workflows, debugging network issues, and analyzing performance traces.
Trace MCP servers with OpenTelemetrymcp_serverEngineeringL2
autotel-mcp-instrumentation · MCP servers requiring OpenTelemetry observability without modifying handler code.
Secure MCP servers from injection attacksmcp_serverEngineeringL2
mcp-secure-server · Production MCP servers handling untrusted agent inputs where defense-in-depth security is required.
Query and manage SQL Server databasesmcp_serverEngineeringDataL2
mssql-mcp · Enterprise agents working with SQL Server data pipelines where direct database access is safer than APIs.