The library

Everything we index — ranked by what works, never by stars.

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Solve algebra and symbolic math instantlymcp_serverProductEngineeringL2
math-mcp · Letting AI agents solve math problems and algebra without leaving the chat.
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Manage Microsoft 365 at scale with Graph APImcp_serverOpsEngineeringL2
ms-365-mcp-server · Enterprise agents managing email, calendars, Teams, SharePoint with fine-grained control.
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Enable reliable inter-agent messagingmcp_serverEngineeringOpsL3
agentdrop-mcp-server · Multi-agent systems requiring reliable inter-agent messaging.
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Expose any REST API to AI without codingmcp_serverEngineeringL2
openapi-mcp-generator · Quickly exposing any REST API to MCP clients without manual coding.
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Implement standardized AI agent protocolmcp_serverEngineeringL3
mcp · Foundation specification for all MCP servers and clients.
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Control Figma design systems programmaticallymcp_serverEngineeringProductL3
figma-console-mcp · Unable to determine - artifact body truncated at 6000 chars.
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Connect n8n automation to AI agentsmcp_serverOpsEngineeringL3
n8n-mcp · Unable to determine - artifact body truncated at 6000 chars.
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Gate AI agent access with verification puzzlesmcp_serverEngineeringL2
mcp · Unable to determine - artifact body truncated at 6000 chars.
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Validate vulnerabilities and breach riskmcp_serverLegalEngineeringL2
contrastapi · Security-aware AI agents validating vulnerabilities, domain posture, and breach risk in real time.
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Transport MCP servers over HTTPmcp_serverEngineeringL3
transport-http · Web-based MCP clients (serverless, browser, load-balanced) that cannot use stdio.
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Enable cross-vendor agent messagingmcp_serverEngineeringOpsL3
agentDM · Multi-agent orchestration where agents (Claude, ChatGPT, Cursor, Windsurf) need cross-vendor messaging.
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Manage Kubernetes infrastructure at scalemcp_serverEngineeringOpsL4
kubernetes-mcp-server · Ops/DevOps agents managing multi-cluster Kubernetes infrastructure with pod lifecycle and resource monitoring.
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Build cryptographically-owned AI agentsmcp_serverEngineeringL3
create-mcpi-app · Developers building owned, permissioned AI agents with cryptographic identity and delegatable capabilities.
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Automate Chrome browser workflowsmcp_serverEngineeringL2
chrome-devtools-mcp · Coding agents automating browser workflows, debugging network issues, and analyzing performance traces.
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Trace MCP servers with OpenTelemetrymcp_serverEngineeringL2
autotel-mcp-instrumentation · MCP servers requiring OpenTelemetry observability without modifying handler code.
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Secure MCP servers from injection attacksmcp_serverEngineeringL2
mcp-secure-server · Production MCP servers handling untrusted agent inputs where defense-in-depth security is required.
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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.
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Lint code violations automaticallymcp_serverEngineeringL2
mcp · Code quality agents integrating linting feedback into IDE-based AI code review workflows.
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Automate Heroku app deployments and scalingmcp_serverEngineeringL2
mcp-server · Platform engineers automating Heroku app lifecycle (deploy, scale, config) via AI agents.
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Discover pre-built UI componentsmcp_serverEngineeringProductL2
mcp · Discovering and integrating pre-built Magic UI components into LLM workflows
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Scan code for security vulnerabilitiesmcp_serverEngineeringL2
mcp · Automated security scanning within AI-assisted code generation workflows
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Integrate feature flags into AI workflowsmcp_serverProductEngineeringL2
mcp · Integrating feature flag management and A/B test data into AI decision workflows
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Query persistent memory knowledge basemcp_serverEngineeringL2
supermemory · Powering semantic search and document recall in AI agents with persistent memory
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Search privately without cloud egressmcp_serverOpsEngineeringL3
mcp-searxng · Private web search and content extraction for enterprise AI without cloud egress
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Build software projects with mandatory reviewsmcp_serverEngineeringL3
dare-cli · Bootstrapping full-stack projects with built-in DARE methodology (Design, Architect, Review, Execute)
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Query Google Cloud logs and tracesmcp_serverEngineeringOpsL2
observability-mcp · Troubleshooting and understanding Google Cloud infrastructure from natural language queries
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Add audit logging to any MCP servermcp_serverEngineeringOpsL3
mcp-wrap · Adding cryptographic auditability and tool-call gating to any MCP server without per-server code
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Debug and inspect MCP servers interactivelymcp_serverEngineeringL2
mcp-cli · Debugging and exploring MCP servers during development or integration
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Automate Hostinger domain and DNS managementmcp_serverOpsEngineeringL2
hostinger-api-mcp · Automating Hostinger infrastructure management and DNS updates in AI workflows
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Modernize legacy apps for cloudmcp_serverEngineeringL3
github-copilot-app-modernization-mcp-server · Guiding cloud-native refactoring of legacy applications via Copilot integration
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Integrate SmartBear QA and testing toolsmcp_serverEngineeringProductL2
mcp · Integrating test management, defect tracking, and API design into AI-assisted development
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Orchestrate isolated code execution environmentsmcp_serverEngineeringOpsL2
api-client · Building agentic devbox orchestration systems that run code in isolated, managed environments.
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Sync AI agents with collaborative workspacesmcp_serverOpsEngineeringL2
affine-mcp-server · Collaborative knowledge workspaces where agents read/write documents and manage teams.
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Serve MCP tools with React UImcp_serverEngineeringL2
server-basic-react · Building MCP tools with rich, linked React UIs that react-to-user interactions.
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Adapt command registries to MCP protocolmcp_serverEngineeringL2
memento-server · Adapting existing command registries to the MCP protocol without rewriting core logic.
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Render 3D visualizations in MCP appsmcp_serverProductEngineeringL2
server-threejs · Immersive 3D visualization in MCP apps using WebGL-accelerated Three.js rendering.
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Standardize AI-to-tool communicationmcp_serverEngineeringL2
sdk · Standardizing bidirectional AI ↔ tool communication across IDE, desktop, and API clients.
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Standardize AI-to-tool communicationmcp_serverEngineeringL2
mcp · Standardizing bidirectional AI ↔ tool communication across IDE, desktop, and API clients.
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Access Tencent SDK without context-switchingmcp_serverEngineeringL2
sdk-mcp · Tencent Cloud developers in Cursor who need live SDK language bindings and API reference without context-switching.
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Gate MCP tools with cost and risk metadatamcp_serverEngineeringOpsL3
adapter-mcp · When wrapping MCP tools with agent cost/risk metadata for tool selection and confirmation workflows.
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Debug VoIP call flows instantlymcp_serverOpsEngineeringL2
sipflow · VoIP engineers troubleshooting call failures who want instant RFC-compliant ladder rendering without uploading sensitive traces.
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Parse documents into structured elementsmcp_serverDataEngineeringL2
unstructured-client · When you need reliable document partitioning with a managed API and want MCP integration for AI workflows.
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Deploy stateless MCP servers on edgemcp_serverEngineeringOpsL3
mcp-http · Running an MCP server as stateless HTTP on edge infrastructure with pluggable OAuth 2.1 backends (no session storage).
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Build lightweight schema-agnostic MCP serversmcp_serverEngineeringL2
tmcp · Building lightweight MCP server code with pluggable validation libraries and minimal dependencies.
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Deploy private MCP to Claude mobilemcp_serverEngineeringOpsL3
remote-mcp-cloudflare · Exposing a private MCP server to Claude mobile and Claude Desktop with OAuth 2.1 + email-based access control.
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Detect unintended UI changes automaticallymcp_serverProductEngineeringL3
testsprite-mcp · Automated visual regression testing with MCP integration for detecting unintended UI changes in CI.
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Reuse MCP tool patterns without boilerplatemcp_serverEngineeringL2
mcp-tools · Reusing common MCP tool patterns without reimplementing boilerplate across servers.
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Scaffold new MCP servers from templatesmcp_serverEngineeringL2
mcp-server · Quick scaffolding of a new MCP server when starting from scratch.
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Access 39+ pay-per-call agent APIs on-chainmcp_serverEngineeringOpsL3
mcp · AI agents needing pay-per-call access to 39+ APIs (patents, sanctions, structured data extraction, gas oracle) with on-chain settlement.
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Discover components from live Storybook docsmcp_serverEngineeringProductL2
mcp · AI agents discovering and learning about component libraries from live Storybook documentation.
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