cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only235 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 48
Automate iOS builds without Xcode UImcp_serverEngineeringL3
xcodebuildmcp · Automating iOS/macOS CI/CD without stepping through Xcode UI.
WORKS 48
Design files with natural languagemcp_serverProductL3
mcp · Letting AI agents design or modify Penpot files directly via natural language.
WORKS 48
Manage Argo CD deployments with AImcp_serverEngineeringOpsL3
argocd-mcp · Enabling AI agents to check and sync Argo CD applications without kubectl access.
WORKS 48
Validate MCP servers in CImcp_serverEngineeringL3
mcp-probe · Proving in CI that your MCP server actually works on real tool calls, not just schemas.
WORKS 48
Track metered usage and billingmcp_serverFinanceL2
sdk · Integrating metered billing and usage tracking into SaaS applications.
WORKS 48
Test MCP servers end-to-endmcp_serverEngineeringL3
sdk · Validating MCP server functionality and performance across unit + integration + eval layers.
WORKS 48
Orchestrate multi-step AI agent workflowsmcp_serverEngineeringOpsL3
agentation-mcp · Orchestrating complex agentic workflows from within an MCP client.
WORKS 48
Bootstrap TanStack Start projects instantlymcp_serverEngineeringL2
mcp-tanstack-start · Bootstrapping TanStack Start projects from AI without typing CLI commands.
WORKS 48
Automate Gmail inbox triage and extractionmcp_serverOpsProductivityL2
gmail · Automating Gmail triage and message extraction for AI workflows.
WORKS 48
Let AI agents book meetings autonomouslymcp_serverOpsProductivityL2
googlecalendar · Letting AI agents check availability and book meetings without calendar app access.
WORKS 48
Run analytical queries without SQL editormcp_serverDataEngineeringL2
clickhouse · Letting AI agents run analytical queries on ClickHouse without SQL editor.
WORKS 48
Solve algebra and symbolic math instantlymcp_serverProductEngineeringL2
math-mcp · Letting AI agents solve math problems and algebra without leaving the chat.
WORKS 48
Discover fashion products semanticallymcp_serverSalesMarketingL2
vistoya · E-commerce agents needing semantic product discovery across fashion brands.
WORKS 48
Extract knowledge from forum discussionsmcp_serverMarketingSupportL2
discourse-forum-mcp · Community knowledge extraction and moderation from Discourse forums.
WORKS 48
Analyze MLB player stats and performancemcp_serverDataL2
mlb-mcp · Sports analytics agents analyzing player performance and game outcomes.
WORKS 48
Check food safety compliance automaticallymcp_serverLegalOpsL2
panko-food-safety · Food safety compliance checking across US federal and municipal sources.
WORKS 48
Access Canadian economic data directlymcp_serverDataFinanceL2
statscan-mcp · Canadian economic and demographic research using official government data.
WORKS 48
Get real-time weather for flight planningmcp_serverOpsL2
thinkzone · Flight planning and severe weather alerting for US aviation.
WORKS 48
Manage Microsoft 365 at scale with Graph APImcp_serverOpsEngineeringL2
ms-365-mcp-server · Enterprise agents managing email, calendars, Teams, SharePoint with fine-grained control.
WORKS 48
Generate personalized nutrition and meal plansmcp_serverProductivitySupportL2
nutribalance-mcp · Health/fitness agents providing quick nutrition coaching and meal planning.
WORKS 48
Enable reliable inter-agent messagingmcp_serverEngineeringOpsL3
agentdrop-mcp-server · Multi-agent systems requiring reliable inter-agent messaging.
WORKS 48
Expose any REST API to AI without codingmcp_serverEngineeringL2
openapi-mcp-generator · Quickly exposing any REST API to MCP clients without manual coding.
WORKS 48
Implement standardized AI agent protocolmcp_serverEngineeringL3
mcp · Foundation specification for all MCP servers and clients.
WORKS 48
Track hiring patterns and team expansionmcp_serverHRSalesL2
talnexis · Unable to determine - artifact body truncated at 6000 chars.
WORKS 48
Control Figma design systems programmaticallymcp_serverEngineeringProductL3
figma-console-mcp · Unable to determine - artifact body truncated at 6000 chars.
WORKS 48
Connect n8n automation to AI agentsmcp_serverOpsEngineeringL3
n8n-mcp · Unable to determine - artifact body truncated at 6000 chars.
WORKS 48
Gate AI agent access with verification puzzlesmcp_serverEngineeringL2
mcp · Unable to determine - artifact body truncated at 6000 chars.
WORKS 48
Validate vulnerabilities and breach riskmcp_serverLegalEngineeringL2
contrastapi · Security-aware AI agents validating vulnerabilities, domain posture, and breach risk in real time.
WORKS 48
Transport MCP servers over HTTPmcp_serverEngineeringL3
transport-http · Web-based MCP clients (serverless, browser, load-balanced) that cannot use stdio.
WORKS 48
Enable cross-vendor agent messagingmcp_serverEngineeringOpsL3
agentDM · Multi-agent orchestration where agents (Claude, ChatGPT, Cursor, Windsurf) need cross-vendor messaging.
WORKS 48
Manage Kubernetes infrastructure at scalemcp_serverEngineeringOpsL4
kubernetes-mcp-server · Ops/DevOps agents managing multi-cluster Kubernetes infrastructure with pod lifecycle and resource monitoring.
WORKS 48
Build cryptographically-owned AI agentsmcp_serverEngineeringL3
create-mcpi-app · Developers building owned, permissioned AI agents with cryptographic identity and delegatable capabilities.
WORKS 48
Automate Chrome browser workflowsmcp_serverEngineeringL2
chrome-devtools-mcp · Coding agents automating browser workflows, debugging network issues, and analyzing performance traces.
WORKS 48
Trace MCP servers with OpenTelemetrymcp_serverEngineeringL2
autotel-mcp-instrumentation · MCP servers requiring OpenTelemetry observability without modifying handler code.
WORKS 48
Secure MCP servers from injection attacksmcp_serverEngineeringL2
mcp-secure-server · Production MCP servers handling untrusted agent inputs where defense-in-depth security is required.
WORKS 48
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.
WORKS 56
Research with real-time web citationsmcp_serverMarketingSalesL2
mcp-server · AI agents requiring real-time web research with fact-checking and citation grounding.
WORKS 59
Search web with AI summaries and rich resultsmcp_serverMarketingSalesL2
brave-search-mcp-server · Search-heavy workflows needing rich result types (images, videos, local, news) with AI summaries.
WORKS 56
Crawl and index web content flexiblymcp_serverMarketingDataL2
exa-mcp-server · Web research and content extraction requiring flexible crawling depth and live indexing.
WORKS 48
Track Singapore transit and traffic real-timemcp_serverOpsL2
mcp-ltadatamallsg · Singapore-based transportation and mobility agents needing real-time bus, MRT, and traffic data.
WORKS 48
Lint code violations automaticallymcp_serverEngineeringL2
mcp · Code quality agents integrating linting feedback into IDE-based AI code review workflows.
WORKS 48
Automate Heroku app deployments and scalingmcp_serverEngineeringL2
mcp-server · Platform engineers automating Heroku app lifecycle (deploy, scale, config) via AI agents.
WORKS 48
Discover pre-built UI componentsmcp_serverEngineeringProductL2
mcp · Discovering and integrating pre-built Magic UI components into LLM workflows
WORKS 48
Generate and edit diagrams visuallymcp_serverProductMarketingL2
mcp · Generating and editing visual diagrams from structured data in AI conversations
WORKS 44
Scan code for security vulnerabilitiesmcp_serverEngineeringL2
mcp · Automated security scanning within AI-assisted code generation workflows
WORKS 48
Integrate feature flags into AI workflowsmcp_serverProductEngineeringL2
mcp · Integrating feature flag management and A/B test data into AI decision workflows
WORKS 48
Query persistent memory knowledge basemcp_serverEngineeringL2
supermemory · Powering semantic search and document recall in AI agents with persistent memory
WORKS 48
Search privately without cloud egressmcp_serverOpsEngineeringL3
mcp-searxng · Private web search and content extraction for enterprise AI without cloud egress
WORKS 48
Build software projects with mandatory reviewsmcp_serverEngineeringL3
dare-cli · Bootstrapping full-stack projects with built-in DARE methodology (Design, Architect, Review, Execute)
WORKS 56
Query Google Cloud logs and tracesmcp_serverEngineeringOpsL2
observability-mcp · Troubleshooting and understanding Google Cloud infrastructure from natural language queries
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