Given an MCP server URL, probe the server via curl to discover its metadata and tools, then generate a markdown file with copy-pasteable content for each field in the Amazon Bedrock AgentCore "Create record" form.
Generate a benchmark report from stress test results (registration, API performance, search concurrency). Reads JSON result files and produces a markdown report suitable for docs/benchmarks/.
Create a GitHub milestone for an upcoming release. Suggests the next version based on the latest release, gathers all merged PRs and closed issues since that release, presents a draft with two tables (Issues and PRs) for user approval, then creates the milestone and assigns all approved items.
Debug issues in the MCP Gateway Registry using first-principles thinking. Invoke when something is broken, timing out, returning errors, or behaving unexpectedly. Forces structured root-cause analysis before any code change is proposed.
Generate an A2A agent card JSON by analyzing agent source code in a folder or GitHub URL. Studies the code to detect agent name, skills, tools, auth, protocol, and generates a spec-compliant agent card.
Generate an MCP server card JSON (mcp-gateway-registry format) by analyzing server source code in a folder or GitHub URL. Studies code to detect server name, tools, transport, auth, and generates a registry-compatible config.
Keep Terraform and CDK infrastructure in sync. Compares terraform/aws-ecs/ and infra/ to identify discrepancies in ECS services, networking, storage, secrets, IAM, and configuration. Reports parity gaps and generates fixes for the target IaC tool. Use when changes are made to either Terraform or CDK infrastructure.
Complete macOS setup and teardown for MCP Gateway & Registry (AI-registry). Clones the repository, installs all services, configures Keycloak auth, registers the Cloudflare docs server, and verifies the full stack. Also supports complete teardown. Can be run directly from its GitHub URL without the repository already…
Design and document new features with GitHub issue, low-level design (LLD), expert review, and testing plan. Creates structured documentation in .scratchpad/ with issue spec, technical design with diagrams and pseudo-code, multi-persona expert review, and a testing plan covering functional (curl and…
Review a GitHub pull request using multiple expert personas. Takes a PR URL as input, analyzes the changes, and generates comprehensive review feedback from different perspectives (Merge Specialist, Frontend, Backend, Security, DevOps, AI/Agent, SRE, Chief Architect).
Create release notes for a new version tag. Gathers all commits, PRs, issues fixed, and breaking changes since a previous release. Creates the release notes markdown file, tags the repo, and pushes. Asks the user to confirm the base version to diff against.
Generate a search quality benchmark for the AI Registry. Generates ground truth from the registry's assets, runs 100+ queries against the semantic search API, evaluates results using NDCG@10/MRR/Recall, and produces a markdown report. Use when you want to measure search quality after changes to the scoring algorithm…
Search the MCP Gateway Registry using semantic search. Takes a natural language query, calls the /api/search/semantic endpoint, and returns formatted results directly in the conversation.
Install (deploy) MCP Gateway & Registry on AWS using the Terraform aws-ecs stack (ECS Fargate, Aurora, DocumentDB, Keycloak). Asks whether you are running from an EC2 instance or a local laptop, confirms the required AWS IAM permissions are in place, clones the repository, bootstraps the toolchain (uv, AWS CLI…
ARCHIVED - LLM-driven usage report generation (pre-deterministic refactor). Kept as a reference for comparing prose, structure, and content philosophy against the current /usage-report skill. NOT MEANT TO BE INVOKED.
Generate a usage report for MCP Gateway Registry by SSHing into the telemetry bastion host, exporting telemetry data from DocumentDB, and producing a formatted markdown report with deployment insights.