[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill-aws-setup-devops-agent":3,"mdc--wh1d9w-key":35,"related-org-aws-setup-devops-agent":3080,"related-repo-aws-setup-devops-agent":3253},{"slug":4,"name":4,"fn":5,"description":6,"org":7,"tags":11,"stars":24,"repoUrl":25,"updatedAt":26,"license":27,"forks":28,"topics":29,"repo":30,"sourceUrl":33,"mdContent":34},"setup-devops-agent","configure AWS DevOps Agent MCP","Setup and diagnostics for the AWS DevOps Agent MCP connection. Triggers when aws-devops-agent is missing from .mcp.json, when the connection is broken, or when the user says \"set up devops agent\" \u002F \"configure agent\". Does NOT trigger if the MCP is already connected and working.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},"aws","AWS (Amazon)","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Faws.png",[12,16,19,22],{"name":13,"slug":14,"type":15},"Configuration","configuration","tag",{"name":17,"slug":18,"type":15},"DevOps","devops",{"name":20,"slug":21,"type":15},"MCP","mcp",{"name":23,"slug":8,"type":15},"AWS",1822,"https:\u002F\u002Fgithub.com\u002Faws\u002Fagent-toolkit-for-aws","2026-07-16T06:00:41.848868",null,157,[],{"repoUrl":25,"stars":24,"forks":28,"topics":31,"description":32},[],"Official, AWS-supported MCP servers, skills, and plugins to help AI agents build on AWS","https:\u002F\u002Fgithub.com\u002Faws\u002Fagent-toolkit-for-aws\u002Ftree\u002FHEAD\u002Fplugins\u002Faws-agents-for-devsecops\u002Fskills\u002Fsetup-devops-agent","---\nname: setup-devops-agent\ndescription: Setup and diagnostics for the AWS DevOps Agent MCP connection. Triggers when aws-devops-agent is missing from .mcp.json, when the connection is broken, or when the user says \"set up devops agent\" \u002F \"configure agent\". Does NOT trigger if the MCP is already connected and working.\n---\n\n# AWS DevOps Agent — Claude Setup\n\nThe instructions below are specifically for setting up the AWS DevOps Agent plugin for Claude applications. For other clients, use this as a reference, but adjust the instructions based on the client's specific requirements.\n\n## Step 0: Check if setup is needed\n\n1\u002F Check if the \"aws-devops-agent\" MCP server is running. If it is, verify that it has a valid connection (see \"Step 3: Verify connectivity\").\n\nIf verification is successful, you should inform the user that the plugin is already setup using `SigV4 or Bearer Token`. Offer that you can switch the configuration to `Bearer Token or SigV4`, see \"Step 2: Decide auth path\" below for details.\n\nIf the user does not want to change their auth configuration, then you are DONE STOP HERE.\n\n2\u002F Check for an MCP server config with a key \"aws-devops-agent\" in the following locations:\n\n- Plugin scoped: `${CLAUDE_PLUGIN_ROOT}\u002F.mcp.json`\n- Project-scoped: .mcp.json (in your project directory, version-controlled)\n- Project-specific: .claude\u002Fsettings.local.json (in your project directory)\n- User-specific local: ~\u002F.claude\u002Fsettings.local.json\n- User-specific global: ~\u002F.claude\u002Fsettings.json\n- Main Claude.json: ~\u002F.claude.json\n- Dedicated MCP file: ~\u002F.claude\u002Fmcp_servers.json\n\nThen:\n\n- If `aws-devops-agent` key exists AND the server is connected (tools are available, see \"Step 3: Verify connectivity\") → Inform the user: \"DevOps Agent is already configured and connected.\"; If Bearer Token is used in the MCP config, suggest that you can alternatively setup the plugin to use SigV4 credentials for the AWS DevOps Agent (multiple agent spaces, admin tooling). If SigV4 credentials are used in the MCP config, suggest that you can alternatively setup the plugin to use Bearer Token credentials for the AWS DevOps Agent (single agent space).\n- If `aws-devops-agent` key exists but is failing → continue to \"Step 1: Diagnose current state\"\n- If `aws-devops-agent` key does NOT exist → continue to \"Step 1: Diagnose current state\"\n\n---\n\n## Step 1: Diagnose current state\n\nRun these checks:\n\n```bash\n# Bearer token\necho \"DEVOPS_AGENT_TOKEN: $([ -n \"$DEVOPS_AGENT_TOKEN\" ] && echo 'set' || echo 'not set')\"\necho \"DEVOPS_AGENT_REGION: ${DEVOPS_AGENT_REGION:-not set}\"\n\n# SigV4 dependencies\nuvx --version 2>&1\n\n# AWS credentials\naws sts get-caller-identity 2>&1\n```\n\nDetermine:\n\n- `bearer_ready` = `DEVOPS_AGENT_TOKEN` is set AND `DEVOPS_AGENT_REGION` is set\n- `sigv4_ready` = `aws sts get-caller-identity` succeeds AND `uvx` is installed\n\n---\n\n## Step 2: Decide auth path\n\nAfter diagnostics, ALWAYS ask the user which path they want — even if only one is available. Present what you found and let them choose.\n\nThe user may want to use bearer token if they only have access to the operator app for an agent space.\n\nThe user may want to use SigV4 if they use multiple agent spaces and\u002For have admin permissions to manage agent spaces.\n\n| Bearer ready | SigV4 ready | Action |\n|:---:|:---:|--------|\n| yes | yes | \"You have both a bearer token and AWS credentials configured. Which would you prefer for the DevOps Agent? **Bearer token** (single agent space) or **AWS credentials \u002F SigV4** (multiple agent spaces and admin tooling)?\" |\n| yes | no | \"You have a bearer token configured. Would you like me to set up the DevOps Agent using your **Bearer token** (single agent space)? Or would you prefer to configure **AWS credentials \u002F SigV4** instead (multiple agent spaces and admin tooling)?\" |\n| no | yes | \"You have valid AWS credentials. Would you like me to set up the DevOps Agent using **SigV4** (multiple agent spaces and admin tooling)? Or would you prefer to set up a **Bearer token** instead (single agent space)?\" |\n| no | no | \"Neither a bearer token nor AWS credentials are configured. Would you like to connect via **Bearer token** (single agent space) or **AWS credentials \u002F SigV4** (multiple agent spaces and admin tooling)?\" Then guide them through the chosen path. |\n\nIf the user would like to setup a bearer token, refer them to the AWS docs for [Connect to DevOps Agent remote servers](https:\u002F\u002Fdocs.aws.amazon.com\u002Fdevopsagent\u002Flatest\u002Fuserguide\u002Faccessing-devops-agent-connect-to-devops-agent-remote-servers.html#create-an-access-token)\nor walk them through the steps to create a access token from this document.\n\n**Do NOT proceed to Step 3 until the user confirms their choice.**\n\n---\n\n## Step 3: Verify connectivity\n\nIf the \"aws-devops-agent\" MCP server is already running, check if you can list tools. If you can, then you have verified the connection.\n\nOtherwise, proceed.\n\nVerify BEFORE writing `.mcp.json`. This confirms the credentials work against the live endpoint. Or use this to verify an existing MCP server config.\n\n### Bearer verification\n\n```bash\ncurl -s -w \"\\nHTTP_STATUS: %{http_code}\" \\\n  -X POST \\\n  -H \"Content-Type: application\u002Fjson\" \\\n  -H \"Authorization: Bearer $DEVOPS_AGENT_TOKEN\" \\\n  -d '{\"jsonrpc\":\"2.0\",\"id\":1,\"method\":\"tools\u002Flist\",\"params\":{}}' \\\n  \"https:\u002F\u002Fconnect.aidevops.${DEVOPS_AGENT_REGION}.api.aws\u002Fmcp\"\n```\n\n| Result | Meaning | Action |\n|--------|---------|--------|\n| HTTP 200 + `result.tools` array | Success | Proceed to Step 4 |\n| HTTP 401 | Token invalid or expired | Tell user to create a new token in the Operator Web App |\n| HTTP 403 | Token scope insufficient | Tell user token needs `agent:read` + `agent:operate` scopes |\n| Connection refused \u002F timeout | Endpoint unreachable | If SigV4 is available, offer fallback. Otherwise report unavailable. |\n\n### SigV4 verification\n\n```bash\ntimeout 30 bash -c '\n{\necho \"{\\\"jsonrpc\\\":\\\"2.0\\\",\\\"id\\\":1,\\\"method\\\":\\\"initialize\\\",\\\"params\\\":{\\\"protocolVersion\\\":\\\"2024-11-05\\\",\\\"capabilities\\\":{},\\\"clientInfo\\\":{\\\"name\\\":\\\"setup-check\\\",\\\"version\\\":\\\"1.0\\\"}}}\"\nsleep 0.5\necho \"{\\\"jsonrpc\\\":\\\"2.0\\\",\\\"method\\\":\\\"notifications\u002Finitialized\\\"}\"\nsleep 0.5\necho \"{\\\"jsonrpc\\\":\\\"2.0\\\",\\\"id\\\":2,\\\"method\\\":\\\"tools\u002Flist\\\",\\\"params\\\":{}}\"\nsleep 8\n} | uvx mcp-proxy-for-aws@latest \"https:\u002F\u002Fconnect.aidevops.${DEVOPS_AGENT_REGION}.api.aws\u002Fmcp\" --service aidevops --region \"$DEVOPS_AGENT_REGION\"\n'\n```\n\n> **Note:** The first run may take 10-15s as `uvx` downloads `mcp-proxy-for-aws` and its dependencies. Subsequent runs are near-instant.\n\n| Result | Meaning | Action |\n|--------|---------|--------|\n| Second line contains `result.tools` | Success | Proceed to Step 4 |\n| No output \u002F timeout | Credentials invalid or endpoint unreachable | Check `aws sts get-caller-identity` again |\n| `ExpiredTokenException` in stderr | AWS session expired | Tell user to re-authenticate (`aws sso login` or refresh creds) |\n| `AccessDeniedException` | Missing IAM permissions | User needs DevOps Agent permissions on their role |\n\n---\n\n## Step 4: Confirm and write `.mcp.json`\n\nBefore writing, confirm with the user:\n\n> \"I've verified connectivity. I'll now add the **[Bearer token \u002F SigV4]** MCP server to the plugin's `.mcp.json`. Proceed?\"\n\nOnly write after the user confirms. Write ONE server entry — never both. Install the MCP config in `${CLAUDE_PLUGIN_ROOT}\u002F.mcp.json`. You can also offer to install the MCP server at the workspace level. The installation options are:\n\n- Plugin scoped: `${CLAUDE_PLUGIN_ROOT}\u002F.mcp.json` (default)\n- Project-scoped: .mcp.json (in your project directory, version-controlled)\n- Project-specific: .claude\u002Fsettings.local.json (in your project directory)\n\n### Bearer config\n\n```json\n{\n  \"mcpServers\": {\n    \"aws-devops-agent\": {\n      \"type\": \"http\",\n      \"url\": \"https:\u002F\u002Fconnect.aidevops.${DEVOPS_AGENT_REGION}.api.aws\u002Fmcp\",\n      \"headers\": {\n        \"Authorization\": \"Bearer ${DEVOPS_AGENT_TOKEN}\"\n      },\n      \"timeout\": 120000\n    }\n  }\n}\n```\n\n### SigV4 config\n\nReplace `\u003CREGION>` with the user's actual region:\n\n```json\n{\n  \"mcpServers\": {\n    \"aws-devops-agent\": {\n      \"command\": \"uvx\",\n      \"timeout\": 120000,\n      \"args\": [\n        \"mcp-proxy-for-aws@latest\",\n        \"https:\u002F\u002Fconnect.aidevops.\u003CREGION>.api.aws\u002Fmcp\",\n        \"--service\", \"aidevops\",\n        \"--region\", \"\u003CREGION>\"\n      ]\n    }\n  }\n}\n```\n\n### Fallback (aws-mcp)\n\nOnly add if the primary `aws-devops-agent` endpoint is unreachable AND SigV4 credentials are available:\n\n```json\n{\n  \"mcpServers\": {\n    \"aws-mcp\": {\n      \"command\": \"uvx\",\n      \"timeout\": 100000,\n      \"args\": [\n        \"mcp-proxy-for-aws@latest\",\n        \"https:\u002F\u002Faws-mcp.us-east-1.api.aws\u002Fmcp\",\n        \"--metadata\",\n        \"AWS_REGION=us-east-1\"\n      ]\n    }\n  }\n}\n```\n\nFor Sigv4 only: After writing the new MCP config, inform the user that the MCP server has been written successfully. Proceed to the next step.\n\n---\n\n## Step 5: Multi-space routing (SigV4 only)\n\nAfter successful SigV4 setup, discover and configure AgentSpace routing:\n\n1. Call `list_agent_spaces` via the newly connected MCP to discover available spaces\n2. Present the list to the user\n3. If multiple spaces exist, write a routing guide to `.claude\u002Faws-agents-for-devsecops.md`:\n\n```markdown\n# AWS DevOps Agent — Routing Guide\n\n| Space | Agent Space ID | Purpose |\n|-------|----------------|---------|\n| \u003Cname> | \u003Cid> | \u003Cask user> |\n```\n\n1. Instruct: pass `agent_space_id` on every tool call when targeting a specific space.\n\n---\n\n## Step 6: Reload plugin\n\nInform the user that they will need to run \u002Freload-plugins to start the new MCP server. You may\nneed to prompt the user to run it. Also mention that after restarting the MCP server they should try the following prompts:\n\n- setup multi-space routing (SigV4 only)\n- \u003Clist skill and prompt suggestions from ${CLAUDE_PLUGIN_ROOT}\u002FREADME.md>\n\n---\n\n## Bearer token guidance (for users who need to create one)\n\n1. Open the AWS DevOps Agent **Operator Web App** for your AgentSpace\n2. Navigate to **Settings → Access tokens → Generate token**\n3. Create a token with Permissions: **`Operate`**\n4. Set environment variables:\n\n   ```bash\n   export DEVOPS_AGENT_TOKEN=\"\u003Cyour-token>\"\n   export DEVOPS_AGENT_REGION=\"\u003Cyour-region>\"\n   ```\n\n   Available regions: https:\u002F\u002Fdocs.aws.amazon.com\u002Fdevopsagent\u002Flatest\u002Fuserguide\u002Fabout-aws-devops-agent-supported-regions.html\n5. Restart Claude Code (it reads env vars from the shell that launched it)\n\n> **Important:** Without `Operate` permissions, the `chat` and `investigate` tools will be completely invisible — not just fail, but absent from the tool list.\n\n---\n\n## SigV4 guidance (for users who need to configure AWS credentials)\n\n1. Install `uvx` if not present:\n   - macOS: `brew install uv`\n   - Linux: `curl -LsSf https:\u002F\u002Fastral.sh\u002Fuv\u002Finstall.sh | sh`\n2. Configure AWS credentials:\n\n   ```bash\n   aws configure sso --profile devops-agent\n   aws sso login --profile devops-agent\n   export AWS_PROFILE=devops-agent\n   ```\n\n3. Set the region:\n\n   ```bash\n   export DEVOPS_AGENT_REGION=\"\u003Cyour-region>\"\n   ```\n\n4. Verify: `aws sts get-caller-identity`\n5. The IAM role must have DevOps Agent permissions (e.g., managed policy with aidevops access)\n\n> **Important:** Unset `DEVOPS_AGENT_TOKEN` when using SigV4. If both are set, clients may attempt bearer auth instead of the signing proxy.\n\n---\n\n## Troubleshooting\n\n| Error | Cause | Fix |\n|-------|-------|-----|\n| No tools visible | Token not set or Claude Code not restarted | Set `DEVOPS_AGENT_TOKEN` + `DEVOPS_AGENT_REGION`, restart |\n| HTTP 401 | Token invalid\u002Fexpired | Create new token in Operator Web App |\n| `chat`\u002F`investigate` missing | Token scope is `agent:read` only | Create token with `agent:operate` scope |\n| Connection refused \u002F timeout | Endpoint unreachable | Check network; if SigV4 available, offer `aws-mcp` fallback |\n| `ExpiredTokenException` | AWS session credentials expired | `aws sso login` or refresh credentials |\n| `AccessDeniedException` (SigV4) | Missing IAM permissions | Use a role with DevOps Agent access |\n| Proxy won't start | `uvx` not installed | `brew install uv` (macOS) or install per platform |\n| Tools appear but calls timeout | Normal for `chat` (5-30s) | Ensure `\"timeout\": 120000` in mcp.json |\n",{"data":36,"body":37},{"name":4,"description":6},{"type":38,"children":39},"root",[40,49,55,62,67,89,94,99,145,150,188,192,198,203,451,456,510,513,519,524,529,534,685,701,709,712,718,723,728,741,748,922,1044,1050,1158,1187,1311,1314,1325,1330,1355,1367,1389,1395,1655,1661,1674,1964,1970,1982,2232,2237,2240,2246,2251,2285,2392,2408,2411,2417,2422,2435,2438,2444,2572,2608,2611,2617,2795,2814,2817,2823,3074],{"type":41,"tag":42,"props":43,"children":45},"element","h1",{"id":44},"aws-devops-agent-claude-setup",[46],{"type":47,"value":48},"text","AWS DevOps Agent — Claude Setup",{"type":41,"tag":50,"props":51,"children":52},"p",{},[53],{"type":47,"value":54},"The instructions below are specifically for setting up the AWS DevOps Agent plugin for Claude applications. 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if SigV4 available, offer ",{"type":41,"tag":73,"props":2959,"children":2961},{"className":2960},[],[2962],{"type":47,"value":2030},{"type":47,"value":2964}," fallback",{"type":41,"tag":543,"props":2966,"children":2967},{},[2968,2976,2981],{"type":41,"tag":571,"props":2969,"children":2970},{},[2971],{"type":41,"tag":73,"props":2972,"children":2974},{"className":2973},[],[2975],{"type":47,"value":1268},{"type":41,"tag":571,"props":2977,"children":2978},{},[2979],{"type":47,"value":2980},"AWS session credentials expired",{"type":41,"tag":571,"props":2982,"children":2983},{},[2984,2989],{"type":41,"tag":73,"props":2985,"children":2987},{"className":2986},[],[2988],{"type":47,"value":1286},{"type":47,"value":2990}," or refresh credentials",{"type":41,"tag":543,"props":2992,"children":2993},{},[2994,3004,3008],{"type":41,"tag":571,"props":2995,"children":2996},{},[2997,3002],{"type":41,"tag":73,"props":2998,"children":3000},{"className":2999},[],[3001],{"type":47,"value":1300},{"type":47,"value":3003}," (SigV4)",{"type":41,"tag":571,"props":3005,"children":3006},{},[3007],{"type":47,"value":1305},{"type":41,"tag":571,"props":3009,"children":3010},{},[3011],{"type":47,"value":3012},"Use a role with DevOps Agent access",{"type":41,"tag":543,"props":3014,"children":3015},{},[3016,3021,3031],{"type":41,"tag":571,"props":3017,"children":3018},{},[3019],{"type":47,"value":3020},"Proxy won't start",{"type":41,"tag":571,"props":3022,"children":3023},{},[3024,3029],{"type":41,"tag":73,"props":3025,"children":3027},{"className":3026},[],[3028],{"type":47,"value":401},{"type":47,"value":3030}," not installed",{"type":41,"tag":571,"props":3032,"children":3033},{},[3034,3039],{"type":41,"tag":73,"props":3035,"children":3037},{"className":3036},[],[3038],{"type":47,"value":2645},{"type":47,"value":3040}," (macOS) or install per platform",{"type":41,"tag":543,"props":3042,"children":3043},{},[3044,3049,3061],{"type":41,"tag":571,"props":3045,"children":3046},{},[3047],{"type":47,"value":3048},"Tools appear but calls timeout",{"type":41,"tag":571,"props":3050,"children":3051},{},[3052,3054,3059],{"type":47,"value":3053},"Normal for ",{"type":41,"tag":73,"props":3055,"children":3057},{"className":3056},[],[3058],{"type":47,"value":2597},{"type":47,"value":3060}," (5-30s)",{"type":41,"tag":571,"props":3062,"children":3063},{},[3064,3066,3072],{"type":47,"value":3065},"Ensure ",{"type":41,"tag":73,"props":3067,"children":3069},{"className":3068},[],[3070],{"type":47,"value":3071},"\"timeout\": 120000",{"type":47,"value":3073}," in mcp.json",{"type":41,"tag":3075,"props":3076,"children":3077},"style",{},[3078],{"type":47,"value":3079},"html .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"items":3081,"total":3252},[3082,3099,3114,3129,3144,3154,3169,3185,3202,3215,3227,3242],{"slug":3083,"name":3083,"fn":3084,"description":3085,"org":3086,"tags":3087,"stars":24,"repoUrl":25,"updatedAt":3098},"agents-build","add capabilities to existing agent projects","Use when adding capabilities to an existing agent project — memory, app integration, VPC, multi-agent, migration, model changes, browser, code interpreter, or resource removal. Triggers on: \"add memory\", \"remember across sessions\", \"call agent from app\", \"invoke agent from code\", \"auth to call agent\", \"streaming responses\", \"VPC\", \"VPC connectivity\", \"VPC error\", \"can't reach from VPC\", \"multi-agent\", \"A2A\", \"A2A auth\", \"orchestrator not delegating\", \"specialist not called\", \"migrate Bedrock Agent\", \"after import\", \"migration issue\", \"framework for migration\", \"change model\", \"browser tool\", \"code interpreter\", \"delete agent\", \"tear down\", \"agentcore remove\", \"cross-account memory\", \"resource-based policy on memory\", \"pay for x402 content\", \"402 Payment Required\", \"microtransactions\", \"paid API or tool\". Not for connecting to external APIs via Gateway — use agents-connect. Not for scaffolding a new project — use agents-get-started. Not for CLI\u002Fdev server errors — use agents-debug. Strands vs LangGraph in a migration context routes here.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3088,3091,3094,3095],{"name":3089,"slug":3090,"type":15},"Agents","agents",{"name":3092,"slug":3093,"type":15},"Automation","automation",{"name":23,"slug":8,"type":15},{"name":3096,"slug":3097,"type":15},"Engineering","engineering","2026-07-12T08:42:53.812877",{"slug":3100,"name":3100,"fn":3101,"description":3102,"org":3103,"tags":3104,"stars":24,"repoUrl":25,"updatedAt":3113},"agents-connect","connect agents to external services","Use when connecting your agent to external APIs, tools, or services via Gateway, or restricting tool access with Cedar policies. Handles gateway setup, target types, outbound auth (OAuth, API key, IAM), credentials, and Cedar policy authoring. Triggers on: \"connect to API\", \"add gateway\", \"connect to MCP server\", \"Lambda tools\", \"OpenAPI\", \"gateway target\", \"Cedar policy\", \"restrict tools\", \"policy engine\", \"gateway auth error\", \"store API key\", \"outbound credential\", \"env var API key\", \"API key None after deploy\", \"credential not available after deploy\", \"should this be a gateway target\", \"give my agent tools\", \"add tools to agent\". Not for inbound auth (who can call your agent) — use agents-harden. Not for debugging agent behavior — use agents-debug. Not for VPC networking errors (agent can't reach APIs due to VPC) — use agents-build. Not for creating or hosting a new MCP server project — use agents-get-started.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3105,3106,3109,3112],{"name":3089,"slug":3090,"type":15},{"name":3107,"slug":3108,"type":15},"API Development","api-development",{"name":3110,"slug":3111,"type":15},"Authentication","authentication",{"name":23,"slug":8,"type":15},"2026-07-16T06:00:38.866147",{"slug":3115,"name":3115,"fn":3116,"description":3117,"org":3118,"tags":3119,"stars":24,"repoUrl":25,"updatedAt":3128},"agents-debug","debug agent and environment issues","Use when your agent or environment is broken — wrong answers, errors, timeouts, tool failures, or CLI issues. Reads traces and logs to diagnose root causes. Also checks prerequisites when the CLI itself isn't working. Triggers on: \"agent not working\", \"wrong answer\", \"agent error\", \"tool call failing\", \"debug agent\", \"check logs\", \"read traces\", \"broken\", \"500 error\", \"424 error\", \"model access denied\", \"command not found\", \"stuck in DELETING\", \"maxVms exceeded\", \"cold start diagnosis\", \"cold start slow\", \"agentcore create error\", \"create failed\", \"exit code 7\", \"connection refused local dev\". Not for deploy failures — use agents-deploy. Not for performance tuning without errors — use agents-optimize. Not for VPC configuration — use agents-build. Not for observability setup or missing logs — use agents-optimize.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3120,3121,3122,3125],{"name":3089,"slug":3090,"type":15},{"name":23,"slug":8,"type":15},{"name":3123,"slug":3124,"type":15},"Debugging","debugging",{"name":3126,"slug":3127,"type":15},"Observability","observability","2026-07-16T06:00:44.679093",{"slug":3130,"name":3130,"fn":3131,"description":3132,"org":3133,"tags":3134,"stars":24,"repoUrl":25,"updatedAt":3143},"agents-deploy","deploy AI agents to AWS","Use when deploying your agent to AWS, or when a deploy has failed. Handles pre-flight validation, CDK\u002FIAM\u002Fquota error diagnosis, version management, rollback, and canary deployments. Triggers on: \"deploy my agent\", \"agentcore deploy\", \"deploy failed\", \"CDK error\", \"rollback\", \"canary deploy\", \"pin version\", \"redeploy\", \"deploy stuck\". Not for production hardening — use agents-harden. Not for adding capabilities before deploy — use agents-build or agents-connect. Not for VPC configuration errors — use agents-build.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3135,3136,3137,3140],{"name":3089,"slug":3090,"type":15},{"name":23,"slug":8,"type":15},{"name":3138,"slug":3139,"type":15},"CI\u002FCD","ci-cd",{"name":3141,"slug":3142,"type":15},"Deployment","deployment","2026-07-12T08:42:55.059577",{"slug":3145,"name":3145,"fn":3146,"description":3147,"org":3148,"tags":3149,"stars":24,"repoUrl":25,"updatedAt":3153},"agents-get-started","scaffold and deploy new agent projects","Use when a developer wants to create a new agent project or get started with AgentCore. Handles framework selection, project scaffolding, first deploy, and first invocation. Triggers on: \"build an agent\", \"create an agent\", \"get started\", \"new project\", \"agentcore create\", \"which framework\", \"Strands vs LangGraph\", \"hello world agent\", \"first agent\", \"create MCP server\", \"host MCP server\", \"agentcore dev\", \"dev server\", \"what port\", \"local development\". Not for adding capabilities to existing projects — use agents-build or agents-connect. Strands vs LangGraph in a migration context routes to agents-build, not here. Connecting to an existing MCP server routes to agents-connect, not here.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3150,3151,3152],{"name":3089,"slug":3090,"type":15},{"name":23,"slug":8,"type":15},{"name":3141,"slug":3142,"type":15},"2026-07-12T08:42:51.963247",{"slug":3155,"name":3155,"fn":3156,"description":3157,"org":3158,"tags":3159,"stars":24,"repoUrl":25,"updatedAt":3168},"agents-harden","harden agents for production","Use when preparing your agent for production — IAM scoping, inbound auth (JWT, SigV4), secrets management, cold start optimization, session lifecycle, rate limiting, input validation, and quota guidance. Triggers on: \"production checklist\", \"harden agent\", \"production ready\", \"secure agent\", \"inbound auth\", \"going live\", \"cold start optimization\", \"session lifecycle\", \"StopRuntimeSession\", \"quota\", \"throttling\", \"maxVms\", \"rate limit\", \"security audit of outbound API calls\", \"gateway target audit for production\", \"restrict who can call\", \"lock down endpoint\", \"only our app can call\". Not for Cedar tool-restriction policies — use agents-connect. Not for quality measurement — use agents-optimize. Not for outbound credential storage or API key wiring — use agents-connect. Not for A2A agent-to-agent auth — use agents-build. Cold start observation and diagnosis (not optimization) routes to agents-debug.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3160,3161,3162,3165],{"name":3089,"slug":3090,"type":15},{"name":23,"slug":8,"type":15},{"name":3163,"slug":3164,"type":15},"Best Practices","best-practices",{"name":3166,"slug":3167,"type":15},"Security","security","2026-07-16T06:00:42.174705",{"slug":3170,"name":3170,"fn":3171,"description":3172,"org":3173,"tags":3174,"stars":24,"repoUrl":25,"updatedAt":3184},"agents-optimize","optimize agent quality and performance","Use when measuring or improving agent quality and performance — set up evaluators, online monitoring, CI\u002FCD quality gates, observability, or cost optimization. Triggers on: \"evaluate my agent\", \"add evaluator\", \"measure quality\", \"quality gate\", \"run evals\", \"agent too slow\", \"why is it slow\", \"reduce latency\", \"set up observability\", \"CloudWatch dashboard\", \"how much does my agent cost\", \"cost optimization\", \"logs not showing up\", \"logs missing\", \"spans not found\", \"eval failing\", \"eval error\", \"dev traces\", \"local traces\", \"agentcore dev traces\", \"traces to CloudWatch\". Not for debugging errors or crashes — use agents-debug. Slow but correct routes here; broken routes to debug.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3175,3176,3177,3180,3181],{"name":3089,"slug":3090,"type":15},{"name":23,"slug":8,"type":15},{"name":3178,"slug":3179,"type":15},"Evals","evals",{"name":3126,"slug":3127,"type":15},{"name":3182,"slug":3183,"type":15},"Performance","performance","2026-07-12T08:42:56.488105",{"slug":3186,"name":3186,"fn":3187,"description":3188,"org":3189,"tags":3190,"stars":24,"repoUrl":25,"updatedAt":3201},"amazon-aurora-mysql","manage Amazon Aurora MySQL clusters","Amazon Aurora MySQL — creates, modifies, and advises on Aurora MySQL clusters specifically (MySQL-compatible engine, Aurora serverless, parallel query). Trigger for Aurora MySQL cluster operations, ACU sizing, I\u002FO-Optimized storage, commitment pricing, or MySQL upgrade planning. Aurora MySQL uses full (VPC-based) configuration — express configuration is PostgreSQL-only. For Aurora PostgreSQL, use amazon-aurora-postgresql instead. Contains safety guardrails and response templates that override defaults.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3191,3192,3195,3198],{"name":23,"slug":8,"type":15},{"name":3193,"slug":3194,"type":15},"Database","database",{"name":3196,"slug":3197,"type":15},"MySQL","mysql",{"name":3199,"slug":3200,"type":15},"Serverless","serverless","2026-07-12T08:43:13.27939",{"slug":3203,"name":3203,"fn":3204,"description":3205,"org":3206,"tags":3207,"stars":24,"repoUrl":25,"updatedAt":3214},"amazon-aurora-postgresql","configure Amazon Aurora PostgreSQL clusters","Amazon Aurora PostgreSQL — creates, modifies, and advises on Aurora PostgreSQL clusters specifically (PostgreSQL-compatible engine, Aurora serverless, express configuration, pgvector, Babelfish). Trigger for Aurora PostgreSQL cluster operations, express-configuration quick-start, ACU sizing, I\u002FO-Optimized storage, commitment pricing, or PostgreSQL upgrade planning. For Aurora MySQL, use amazon-aurora-mysql instead. Contains safety guardrails, express-first routing, and response templates that override defaults.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3208,3209,3210,3213],{"name":23,"slug":8,"type":15},{"name":3193,"slug":3194,"type":15},{"name":3211,"slug":3212,"type":15},"PostgreSQL","postgresql",{"name":3199,"slug":3200,"type":15},"2026-07-16T06:00:34.789624",{"slug":3216,"name":3216,"fn":3217,"description":3218,"org":3219,"tags":3220,"stars":24,"repoUrl":25,"updatedAt":3226},"amazon-bedrock","build generative AI apps with Amazon Bedrock","Builds generative AI applications on Amazon Bedrock. Covers model invocation (Converse API, InvokeModel), RAG with Knowledge Bases, Bedrock Agents, Guardrails, and AgentCore. Use when invoking models, setting up Knowledge Bases, creating agents, applying guardrails, deploying to AgentCore, migrating\u002Fporting\u002Fconverting a Bedrock Agent (including inline agents) to an AgentCore Harness, troubleshooting Bedrock errors (ThrottlingException, AccessDeniedException), or choosing models (Claude, Llama, Nova, Titan). ALSO USE for prompt caching setup and debugging, quota health checks and throttling diagnosis, cost attribution and tracking, migrating between Claude model generations (4.5 to 4.6 to 4.7), chunking strategies, API selection (Converse vs InvokeModel), guardrail capabilities, and model selection. Also covers AgentCore Payments setup (x402, microtransactions, Payment Manager, Connector, Instrument, Coinbase CDP, Stripe Privy, 402 Payment Required, pay for content, paid endpoint, agent payments). NOT for custom model training, Rekognition, or Comprehend.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3221,3222,3223],{"name":3089,"slug":3090,"type":15},{"name":23,"slug":8,"type":15},{"name":3224,"slug":3225,"type":15},"LLM","llm","2026-07-25T05:30:35.20899",{"slug":3228,"name":3228,"fn":3229,"description":3230,"org":3231,"tags":3232,"stars":24,"repoUrl":25,"updatedAt":3241},"amazon-documentdb","manage Amazon DocumentDB clusters","Manages Amazon DocumentDB end-to-end — serverless-on-8.0 cluster setup, TLS\u002FVPC\u002Fdriver config, flexible-schema and vector-search data modeling, MongoDB compatibility assessment, DMS-based migration, slow-query diagnosis, major version upgrades (4.0→5.0→8.0), Well-Architected reviews (41-check wa_review.py), cost estimation, and security hardening. Retrieve for every DocumentDB question and when the user asks to set up or migrate MongoDB to AWS — DocumentDB is AWS's MongoDB-compatible managed database. Triggers: JSON document store, document database, MongoDB on AWS, Nested fields, Lambda cannot connect, TLS handshake, VPC port 27017, IAM auth, Secrets Manager, encryption at rest, $graphLookup, flexible schema, COLLSCAN, compound index, DMS migration, CDC cutover, $vectorSearch, RAG, Global Clusters, DR replication, cost sizing, audit, health check, production-readiness.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3233,3234,3235,3238],{"name":23,"slug":8,"type":15},{"name":3193,"slug":3194,"type":15},{"name":3236,"slug":3237,"type":15},"MongoDB","mongodb",{"name":3239,"slug":3240,"type":15},"NoSQL","nosql","2026-07-12T08:43:00.455878",{"slug":3243,"name":3243,"fn":3244,"description":3245,"org":3246,"tags":3247,"stars":24,"repoUrl":25,"updatedAt":3251},"amazon-dynamodb","design and debug DynamoDB data layers","Designs, reviews, and debugs DynamoDB data layers from design axioms — enumerates access patterns, chooses partition\u002Fsort keys and GSIs, decides single-table vs. multi-table, configures Streams, Global Tables, TTL, and zero-ETL integrations to OpenSearch\u002FRedshift\u002FSageMaker Lakehouse, and produces a defensible data-layer design with a monthly cost estimate and optional live validation. Applies whenever a user is designing, reviewing, or refactoring anything backed by DynamoDB — schemas, access patterns, GSIs, single- vs. multi-table choices, Streams consumers, transactional outboxes, Global Tables, zero-ETL pipelines — even when they don't say \"axioms\" or \"design review.\" Also applies when debugging hot partitions, throttling, unbounded Scans, LWW conflicts, or surprise bills on DynamoDB workloads.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3248,3249,3250],{"name":23,"slug":8,"type":15},{"name":3193,"slug":3194,"type":15},{"name":3239,"slug":3240,"type":15},"2026-07-16T06:00:37.690386",115,{"items":3254,"total":3304},[3255,3262,3269,3276,3283,3289,3296],{"slug":3083,"name":3083,"fn":3084,"description":3085,"org":3256,"tags":3257,"stars":24,"repoUrl":25,"updatedAt":3098},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3258,3259,3260,3261],{"name":3089,"slug":3090,"type":15},{"name":3092,"slug":3093,"type":15},{"name":23,"slug":8,"type":15},{"name":3096,"slug":3097,"type":15},{"slug":3100,"name":3100,"fn":3101,"description":3102,"org":3263,"tags":3264,"stars":24,"repoUrl":25,"updatedAt":3113},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3265,3266,3267,3268],{"name":3089,"slug":3090,"type":15},{"name":3107,"slug":3108,"type":15},{"name":3110,"slug":3111,"type":15},{"name":23,"slug":8,"type":15},{"slug":3115,"name":3115,"fn":3116,"description":3117,"org":3270,"tags":3271,"stars":24,"repoUrl":25,"updatedAt":3128},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3272,3273,3274,3275],{"name":3089,"slug":3090,"type":15},{"name":23,"slug":8,"type":15},{"name":3123,"slug":3124,"type":15},{"name":3126,"slug":3127,"type":15},{"slug":3130,"name":3130,"fn":3131,"description":3132,"org":3277,"tags":3278,"stars":24,"repoUrl":25,"updatedAt":3143},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3279,3280,3281,3282],{"name":3089,"slug":3090,"type":15},{"name":23,"slug":8,"type":15},{"name":3138,"slug":3139,"type":15},{"name":3141,"slug":3142,"type":15},{"slug":3145,"name":3145,"fn":3146,"description":3147,"org":3284,"tags":3285,"stars":24,"repoUrl":25,"updatedAt":3153},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3286,3287,3288],{"name":3089,"slug":3090,"type":15},{"name":23,"slug":8,"type":15},{"name":3141,"slug":3142,"type":15},{"slug":3155,"name":3155,"fn":3156,"description":3157,"org":3290,"tags":3291,"stars":24,"repoUrl":25,"updatedAt":3168},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3292,3293,3294,3295],{"name":3089,"slug":3090,"type":15},{"name":23,"slug":8,"type":15},{"name":3163,"slug":3164,"type":15},{"name":3166,"slug":3167,"type":15},{"slug":3170,"name":3170,"fn":3171,"description":3172,"org":3297,"tags":3298,"stars":24,"repoUrl":25,"updatedAt":3184},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[3299,3300,3301,3302,3303],{"name":3089,"slug":3090,"type":15},{"name":23,"slug":8,"type":15},{"name":3178,"slug":3179,"type":15},{"name":3126,"slug":3127,"type":15},{"name":3182,"slug":3183,"type":15},114]