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
untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→
Monetize agents with sponsored adsmcp_serverMarketingL2
picoads · Monetize agent services by surfacing relevant sponsored content alongside answers.
Discover and test MCP serversmcp_serverEngineeringL2
mcp-man · Discover, understand, and test MCP servers without reading GitHub READMEs or guessing parameters.
Expose MCP tools to LangChainmcp_serverEngineeringL2
mcp-adapters · Making MCP servers compatible with LangChain.js and LangGraph.js agents
Query and edit Notion databasesmcp_serverOpsProductL2
notion-mcp-server · When you need notion-mcp-server capabilities in your MCP stack
Monitor social media sentiment livemcp_serverMarketingL2
social-superpowers · Live social media monitoring and sentiment analysis for AI agents
Bridge hardware lab managementmcp_serverOpsL2
hlims-mcp · When you need hlims-mcp capabilities in your MCP stack
Search German business directorymcp_serverSalesDataL2
mcp-server · When you need mcp-server capabilities in your MCP stack
Calculate quant finance metrics fastmcp_serverFinanceL2
quantoracle · Fast, deterministic quant finance calculations for trading agents
Coordinate multiple AI agentsmcp_serverEngineeringL2
mcp · When you need mcp capabilities in your MCP stack
Search, extract, and crawl webmcp_serverDataSalesL2
tavily-mcp · Multi-mode web research (search, extract, map, crawl) for autonomous agents
Classify UK businesses by SIC codesmcp_serverDataSalesL2
sic-codes · Classifying UK businesses by Standard Industrial Classification codes
Discover and test MCP servers CLImcp_serverEngineeringL2
mcp-inspector · When you need mcp-inspector capabilities in your MCP stack
Query Salesforce Marketing Cloudmcp_serverMarketingL2
mcp-server-sfmc · When you need mcp-server-sfmc capabilities in your MCP stack
Coordinate AI agents via UTCPmcp_serverEngineeringL2
mcp · When you need mcp capabilities in your MCP stack
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.
Containerize apps with AI optimizationmcp_serverEngineeringL4
containerization-assist-mcp · AI-assisted containerization with policy-driven generation, security scanning, and K8s manifest generation.
Render interactive web UI from MCPmcp_serverEngineeringL4
server · Building interactive MCP-driven web UIs with multi-language SDK support (TS, Ruby, Python).
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.
Control product catalog visibility for agentsmcp_serverProductL4
catalog-mcp · Agent access to product catalogs with strict isolation, live pricing, and role-based visibility.
Audit agent actions with distributed tracingmcp_serverEngineeringLegalL4
agent · Multi-framework agent provenance tracking with cross-agent audit and commerce closure evidence.
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.
Build MCP servers in TypeScriptmcp_serverEngineeringL4
mcp-framework · Rapid scaffolding of MCP servers without boilerplate.
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.
Build MCP servers with NestJSmcp_serverEngineeringL4
mcp-nest · Building MCP servers within existing NestJS applications with DI and module patterns.
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.