cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only126 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 22
Automate code review on Bitbucketmcp_serverEngineeringL2-13pp measured
bitbucket-mcp-server · Code review and PR workflows on Bitbucket Cloud or Server.
WORKS 31
Audit code quality security in CI pipelinesmcp_serverEngineeringL2-4pp measured
codacy-mcp · Continuous integration pipelines auditing code quality and security across teams.
WORKS 48
Access source code and documentation on GitHubmcp_serverEngineeringL2
gread · Equip agents to understand library source code and docs without web searches.
WORKS 48
Install MCP servers across coding agentsmcp_serverEngineeringOpsL2
add-mcp · Bootstrap MCP setup across multiple agents uniformly without manual JSON editing.
WORKS 48
Automate Azure infrastructure operationsmcp_serverOpsEngineeringL3
mcp · Automate Azure infrastructure tasks (deploy VMs, manage databases, configure storage) within agent workflows.
WORKS 48
Manage GitLab workflows and CI/CDmcp_serverEngineeringL2
mcp-gitlab · Integrate GitLab workflows (CI/CD, code review, issue tracking) into agent-driven development pipelines.
WORKS 48
Compress MCP tool descriptionsmcp_serverEngineeringL2
caveman-shrink · Reduce token cost of large MCP tool catalogs by 20-40% without changing tool semantics.
WORKS 48
Build MCP tool explorer dashboardsmcp_serverEngineeringL2
client · Create browser-based MCP tool explorers and dashboards for non-technical users.
WORKS 48
Bridge Genkit and MCP frameworksmcp_serverEngineeringL3
mcp · Use Genkit's multi-model orchestration with MCP tools as drop-in resource providers.
WORKS 48
Connect local clients to remote MCPmcp_serverEngineeringL2
mcp-remote · Connect Claude Desktop or Cursor (stdio-only) to cloud-hosted MCP servers without client upgrade.
WORKS 48
Search vectors with hybrid retrievalmcp_serverEngineeringDataL2
turbopuffer · Add semantic search to agent systems needing fast, scalable vector DB without managing infrastructure.
WORKS 48
Discover and test MCP serversmcp_serverEngineeringL2
mcp-man · Discover, understand, and test MCP servers without reading GitHub READMEs or guessing parameters.
WORKS 48
Expose MCP tools to LangChainmcp_serverEngineeringL2
mcp-adapters · Making MCP servers compatible with LangChain.js and LangGraph.js agents
WORKS 48
Coordinate multiple AI agentsmcp_serverEngineeringL2
mcp · When you need mcp capabilities in your MCP stack
WORKS 48
Discover and test MCP servers CLImcp_serverEngineeringL2
mcp-inspector · When you need mcp-inspector capabilities in your MCP stack
WORKS 48
Coordinate AI agents via UTCPmcp_serverEngineeringL2
mcp · When you need mcp capabilities in your MCP stack
WORKS 48
Manage Kubernetes cluster operationsmcp_serverOpsEngineeringL3
mcp-server-kubernetes · When you need mcp-server-kubernetes capabilities in your MCP stack
WORKS 48
Containerize apps with AI optimizationmcp_serverEngineeringL4
containerization-assist-mcp · AI-assisted containerization with policy-driven generation, security scanning, and K8s manifest generation.
WORKS 48
Render interactive web UI from MCPmcp_serverEngineeringL4
server · Building interactive MCP-driven web UIs with multi-language SDK support (TS, Ruby, Python).
WORKS 48
Build SAP UI5 applications with AImcp_serverEngineeringL3
mcp-server · Scaffolding new UI5 apps and guiding AI agents through UI5 best practices and linting.
WORKS 48
Wrap OpenAPI or GraphQL as MCPmcp_serverEngineeringL3
mcp-server · Wrapping existing OpenAPI/GraphQL APIs as MCP servers without reimplementing tools.
WORKS 48
Audit agent actions with distributed tracingmcp_serverEngineeringLegalL4
agent · Multi-framework agent provenance tracking with cross-agent audit and commerce closure evidence.
WORKS 48
Build MCP servers in TypeScriptmcp_serverEngineeringL4
mcp-framework · Rapid scaffolding of MCP servers without boilerplate.
WORKS 48
Query Dynatrace monitoring metricsmcp_serverEngineeringOpsL2
dynatrace-mcp-server · Real-time observability integration—querying metrics, entities, and incident data from Dynatrace.
WORKS 48
Build MCP servers with NestJSmcp_serverEngineeringL4
mcp-nest · Building MCP servers within existing NestJS applications with DI and module patterns.
WORKS 48
Initialize Neon databases in editormcp_serverEngineeringL2
neon-init · Setting up Neon database development in your editor without manual API key copy/paste.
WORKS 48
Build MCP servers without boilerplatemcp_serverEngineeringL3
fastmcp · Building production MCP servers without boilerplate from the official SDK.
WORKS 48
Query LaunchDarkly feature flagsmcp_serverProductEngineeringL2
mcp-server · Letting AI agents query and evaluate LaunchDarkly flags without CLI or API docs.
WORKS 48
Automate iOS builds without Xcode UImcp_serverEngineeringL3
xcodebuildmcp · Automating iOS/macOS CI/CD without stepping through Xcode UI.
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
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
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
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
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
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.
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