awslabs

194 mods in 14 plugins, 17 repositories, 25k stars between them.

amazon aurora dsql

01

awslabs/mcp

Skill Claude Code ✓ vendor

Deprecated compatibility redirect for Aurora DSQL guidance. Use when a request concerns DSQL, Aurora DSQL, distributed SQL, DSQL schemas, migrations, queries, authentication, performance, or application development.

not rated 9.8k +19 changed 1mo ago A SkillSpector: warn 46 tokens original Apache-2.0

aurora dsql

02

awslabs/mcp

Skill Claude Code ✓ vendor

Deprecated compatibility redirect for Aurora DSQL guidance. Use when a request concerns DSQL, Aurora DSQL, distributed SQL, DSQL schemas, migrations, queries, authentication, performance, or application development.

not rated 9.8k +19 changed 1mo ago A SkillSpector: warn 45 tokens copy · 100% Apache-2.0

aws dsql

03

awslabs/mcp

Skill Claude Code ✓ vendor

Deprecated compatibility redirect for Aurora DSQL guidance. Use when a request concerns DSQL, Aurora DSQL, distributed SQL, DSQL schemas, migrations, queries, authentication, performance, or application development.

not rated 9.8k +19 changed 1mo ago A SkillSpector: warn 44 tokens copy · 98% Apache-2.0

awslabs/mcp

Skill Claude Code ✓ vendor

Deprecated compatibility redirect for Aurora DSQL guidance. Use when a request concerns DSQL, Aurora DSQL, distributed SQL, DSQL schemas, migrations, queries, authentication, performance, or application development.

not rated 9.8k +19 changed 1mo ago A SkillSpector: warn 43 tokens copy · 98% Apache-2.0

distributed sql

05

awslabs/mcp

Skill Claude Code ✓ vendor

Deprecated compatibility redirect for Aurora DSQL guidance. Use when a request concerns DSQL, Aurora DSQL, distributed SQL, DSQL schemas, migrations, queries, authentication, performance, or application development.

not rated 9.8k +19 changed 1mo ago A SkillSpector: warn 43 tokens copy · 98% Apache-2.0

dsql

06

awslabs/mcp

Skill Claude Code ✓ vendor

Deprecated compatibility redirect for Aurora DSQL guidance. Use when a request concerns DSQL, Aurora DSQL, distributed SQL, DSQL schemas, migrations, queries, authentication, performance, or application development.

not rated 9.8k +19 changed 1mo ago A SkillSpector: warn 43 tokens copy · 100% Apache-2.0

awslabs/mcp

Skill Claude CodeCodex ✓ vendor

Investigate Bedrock AgentCore runtime sessions via CloudWatch Logs Insights — resolve session/trace IDs, query OTEL spans, filter noise, build timelines. Use when debugging AgentCore agent sessions, tracing tool calls, or analyzing latency.

not rated 9.8k +19 today A Snyk: passSkillSpector: pass 52 tokens original Apache-2.0

cloudwatch

08

awslabs/mcp

MCP server Claude CodeCodexCursor +2 ✓ vendor

One of 2 in .mcp.json

MCP server "cloudwatch" as configured in awslabs/mcp. Runs locally from the awslabs.cloudwatch-mcp-server@latest Python package. Needs 1 environment variable to run.

not rated 9.8k +19 today A tokens not measured original Apache-2.0

awslabs/mcp

MCP server Claude CodeCodexCursor +2 ✓ vendor

One of 2 in .mcp.json

MCP server "cloudwatch-appsignals" as configured in awslabs/mcp. Runs locally from the awslabs.cloudwatch-applicationsignals-mcp-server@latest Python package. Needs 1 environment variable to run.

not rated 9.8k +19 today A tokens not measured original Apache-2.0

awslabs/aidlc-workflows

Agent Claude Code ✓ vendor

Solutions architect responsible for domain design, contract design, NFR patterns, and component decomposition. Leads Feasibility, Domain Design, Units Generation, Contract Design, Functional Design, NFR Requirements, and NFR Design stages, and serves as the dispatched final link of the Reverse Engineering pipeline.

not rated 5.3k +182 today A 64 tokens MIT-0

awslabs/aidlc-workflows

Agent Claude Code ✓ vendor

Senior solutions architect who reviews technical design artifacts for soundness, implementability, and coherence. Finds broken cross-references, hidden dependencies, unachievable quality targets, and designs that won't survive contact with reality.

not rated 5.3k +182 changed 7d ago A 50 tokens MIT-0

awslabs/aidlc-workflows

Agent Claude Code ✓ vendor

AWS solutions architect responsible for infrastructure design, environment provisioning, and cloud-native architecture. Leads Infrastructure Design and Environment Provisioning stages. Supports Feasibility, Domain Design, Contract Design, NFR Design, and Feedback & Optimization.

not rated 5.3k +182 today A 52 tokens MIT-0

awslabs/aidlc-workflows

Agent Claude Code ✓ vendor

GRC analyst and regulatory specialist responsible for compliance mapping, data classification, and risk assessment. Support-only agent for Feasibility & Constraint Analysis and cross-cutting compliance validation.

not rated 5.3k +182 today A 41 tokens MIT-0

awslabs/aidlc-workflows

Agent Claude Code ✓ vendor

Adaptive workflow composer. Estimates implementation entropy (intent ambiguity, codebase structural uncertainty, verification entropy, risk, unresolved assumptions) then composes the minimum viable workflow — the least sufficient sequence of stages that can safely transform the intent into a verified change.…

not rated 5.3k +182 changed yesterday A 117 tokens MIT-0

awslabs/aidlc-workflows

Agent Claude Code ✓ vendor

Engineering manager responsible for team formation, Bolt sequencing, and phase handoffs. Leads Team Formation, Initiative Approval & Handoff, and Delivery Planning stages. Supports Scope Definition and Units Generation.

not rated 5.3k +182 today A 43 tokens MIT-0

aidlc-design-agent

16

awslabs/aidlc-workflows

Agent Claude Code ✓ vendor

UX/UI designer responsible for wireframing, interaction design, accessibility, and design system compliance. Leads Rough Mockups and Refined Mockups stages. Supports Domain Design, and serves as a dispatched collaborator in the User Stories mob ensemble.

not rated 5.3k +182 today A 52 tokens MIT-0

awslabs/aidlc-workflows

Agent Claude Code ✓ vendor

Senior developer responsible for code generation, reverse engineering, and data modelling. Leads the Reverse Engineering code scan and Code Generation, and serves as a dispatched collaborator in the Practices Discovery hub-and-spoke and User Stories mob ensembles.

not rated 5.3k +182 changed 21d ago A 50 tokens MIT-0

awslabs/aidlc-workflows

Agent Claude Code ✓ vendor

Security engineer and DevSecOps specialist responsible for threat modelling, security requirements, secure design review, and security pipeline integration. Supports NFR Requirements, Infrastructure Design, Build and Test, and Environment Provisioning, and serves as a dispatched collaborator in the Practices Discovery…

not rated 5.3k +182 today A 64 tokens MIT-0

awslabs/aidlc-workflows

Agent Claude Code ✓ vendor

SRE and reliability engineer responsible for observability, incident response, and operational optimization. Leads Observability Setup, Incident Response, and Feedback & Optimization stages. Supports Performance Validation.

not rated 5.3k +182 today A 41 tokens MIT-0

awslabs/aidlc-workflows

Agent Claude Code ✓ vendor

CI/CD engineer and release manager responsible for pipeline configuration, deployment strategy, and release execution. Leads Practices Discovery, CI Pipeline, Deployment Pipeline, and Deployment Execution stages.

not rated 5.3k +182 changed 11d ago A 41 tokens MIT-0

aidlc-product-agent

21

awslabs/aidlc-workflows

Agent Claude Code ✓ vendor

Product manager and business analyst responsible for requirements, user stories, market research, and scope. Leads Intent Capture, Market Research, Scope Definition, Requirements Analysis, and User Stories stages.

not rated 5.3k +182 today A 41 tokens MIT-0

awslabs/aidlc-workflows

Agent Claude Code ✓ vendor

Senior product leader who reviews requirements, user stories, and UX artifacts for completeness, business alignment, and testability. Does not produce — only reviews and challenges. Represents the customer's voice at the quality gate.

not rated 5.3k +182 changed 7d ago A 48 tokens MIT-0

aidlc-quality-agent

23

awslabs/aidlc-workflows

Agent Claude Code ✓ vendor

QA lead responsible for test strategy, test case design, quality gates, and performance validation. Leads Build and Test and Performance Validation stages. Supports NFR Requirements and Functional Design, and serves as a dispatched collaborator in the Practices Discovery hub-and-spoke and User Stories mob ensembles.

not rated 5.3k +182 today A 60 tokens MIT-0

aidlc-knowledge

24

awslabs/aidlc-workflows

Skill Claude Code ✓ vendor

Index the team's own documents — PDFs, Word files, Markdown, plain text — into a per-space catalog the AI-DLC agents can cite. Wraps aidlc-knowledge.ts: onboard, sync, list, show, associate, dissociate, rebind, summarize. Every catalog row is written by the tool under a workspace lock; this skill never edits the…

not rated 5.3k +182 changed 7d ago B SkillSpector: warn 88 tokens MIT-0

At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: