The library

test-expander · Test suite expansion when round-trip generation and adversarial validation are needed.

wf-execute · Complex multi-phase workflows when barrier synchronization and per-phase label tracking are required.

forge-phase4-review · Stage-gate project reviews when distributed team consensus and blockers are tracked.

wf-review · Post-workflow synthesis when parallel-phase outputs must be reconciled into actionable findings.

bench-s2-parallel · Model selection when parallel-agent latency and throughput baselines must be measured.

tooltuner-judge · Tool optimization when results must be ranked against a baseline and winner declared.

lens-debate · Code reviews where structural fit matters more than style, paired with expedited fix application.

review-files · Scanning a subset of files for a concrete concern (e.g., hardcoded secrets, missing validation).

ratatui-tui-review · Systematic dimensional review of ratatui apps before release, catching architecture + safety drift.

session-orchestrate-build · Large features where chunked implementation avoids bloat + auto-escalation prevents silent failure.

m1m8-gap-audit · Verifying that large real-time systems stay synchronized between intent (design) and implementation.

api-contract-drift-detector · Catching API shape evolution that outruns documentation, automated on every release.

adversarial_review · Quality gates where reducing false positives via skeptic consensus beats upfront filtering.

references-audit-remediate · Batching reference-fix decisions (from a prior classification gate) for parallel execution.

loop-c-ingestion · Validating backlog artifacts against live source before promoting to canon.

module-result · Testing and exercising the module-result contract in the Workflow runtime.

mishkan-init · Fast-tracking project bootstrap by starting research stages as soon as their upstream dependencies become available.

gread · Equip agents to understand library source code and docs without web searches.

add-mcp · Bootstrap MCP setup across multiple agents uniformly without manual JSON editing.

mcp · Automate Azure infrastructure tasks (deploy VMs, manage databases, configure storage) within agent workflows.

mcp-gitlab · Integrate GitLab workflows (CI/CD, code review, issue tracking) into agent-driven development pipelines.

caveman-shrink · Reduce token cost of large MCP tool catalogs by 20-40% without changing tool semantics.

client · Create browser-based MCP tool explorers and dashboards for non-technical users.

mcp · Use Genkit's multi-model orchestration with MCP tools as drop-in resource providers.

mcp-remote · Connect Claude Desktop or Cursor (stdio-only) to cloud-hosted MCP servers without client upgrade.

turbopuffer · Add semantic search to agent systems needing fast, scalable vector DB without managing infrastructure.

mcp-man · Discover, understand, and test MCP servers without reading GitHub READMEs or guessing parameters.

mcp-adapters · Making MCP servers compatible with LangChain.js and LangGraph.js agents

mcp · When you need mcp capabilities in your MCP stack

mcp-inspector · When you need mcp-inspector capabilities in your MCP stack

mcp · When you need mcp capabilities in your MCP stack

mcp-server-kubernetes · When you need mcp-server-kubernetes capabilities in your MCP stack

containerization-assist-mcp · AI-assisted containerization with policy-driven generation, security scanning, and K8s manifest generation.

server · Building interactive MCP-driven web UIs with multi-language SDK support (TS, Ruby, Python).

mcp-server · Scaffolding new UI5 apps and guiding AI agents through UI5 best practices and linting.

mcp-server · Wrapping existing OpenAPI/GraphQL APIs as MCP servers without reimplementing tools.

agent · Multi-framework agent provenance tracking with cross-agent audit and commerce closure evidence.

mcp-framework · Rapid scaffolding of MCP servers without boilerplate.

dynatrace-mcp-server · Real-time observability integration—querying metrics, entities, and incident data from Dynatrace.

mcp-nest · Building MCP servers within existing NestJS applications with DI and module patterns.

neon-init · Setting up Neon database development in your editor without manual API key copy/paste.

fastmcp · Building production MCP servers without boilerplate from the official SDK.

mcp-server · Letting AI agents query and evaluate LaunchDarkly flags without CLI or API docs.

xcodebuildmcp · Automating iOS/macOS CI/CD without stepping through Xcode UI.

argocd-mcp · Enabling AI agents to check and sync Argo CD applications without kubectl access.

mcp-probe · Proving in CI that your MCP server actually works on real tool calls, not just schemas.

sdk · Validating MCP server functionality and performance across unit + integration + eval layers.

agentation-mcp · Orchestrating complex agentic workflows from within an MCP client.

mcp-tanstack-start · Bootstrapping TanStack Start projects from AI without typing CLI commands.

clickhouse · Letting AI agents run analytical queries on ClickHouse without SQL editor.