pieces

[SUGGESTED_QUERY] SOP process API implementation plan

[SUGGESTED_QUERY] production checklist 13-layer architecture

[SUGGESTED_QUERY] agent workflow runner vs knowledge api

Tag: engineering-standards Source: CLOUD_LLM

[Editor Content] Knowledge API vs MCP Last updated: 2026-05-16 Short Answer: Mike can build a private Merlino Knowledge API and have every agent call it. That can replace a lot of MCP and skill usage for memory, retrieval, source-backed current state, and cross-agent context. Recommended Architecture: Use a private Merlino Knowledge API as the source of truth: - GET /search?q=... - GET /entities/ - GET /agents/{agent}/context - GET /projects/{slug}/state - POST /facts - POST /events - POST /context-bundles Direction: Knowledge lives in the API. Durable source-backed state lives in the LLM Wiki/API backing store. Agent memory writes go through one API. Skills stop being giant knowledge containers. MCP is optional plumbing for external tools, not the core brain. Recommended Plan (24-agent research setup): 1. Build a 13-layer production checklist for your default Next.js/Supabase/Vercel stack. 2. Raven researches each layer. 3. Sherlock validates risky items. 4. Dan converts findings into agency standards. 5. Merlin/Frankie/Knox map the checklist to implementation patterns. 6. Memz stores the final standard in the Wiki. 7. Carlos uses it as the launch-team playbook.

[SUGGESTED_QUERY] Agent ecosystem role assignments and responsibilities

[SUGGESTED_QUERY] 13-layer production checklist for Next.js stack

[SUGGESTED_QUERY] Merlino Knowledge API architecture vs MCP

[SUGGESTED_QUERY] replacing MCP with private knowledge API

[SUGGESTED_QUERY] Merlino Knowledge API implementation strategy

[SUGGESTED_QUERY] Knowledge API vs MCP architectural comparison

Knowledge API vs MCP Last updated: 2026-05-16 Short Answer Mike can build a private Merlino Knowledge API and have every agent call it. That can replace a lot of MCP and skill usage for memory, retrieval, source-backed current state, and cross-agent context. It does not automatically replace tools that perform actions. To replace those, the API must expose action endpoints with auth, scopes, audit logs, idempotency, and rollback rules. What A Knowledge API Can Replace LLM Wiki lookup vector/session memory search project/entity/fleet state queries agent roster and routing facts durable fact writes with source evidence cross-machine context sync generated prompt/context bundles most "read this skill before answering" flows What It Does Not Replace By Itself Gmail/Calendar/Drive/Slack/Notion actions deployment actions on Vercel/Netlify/Cloudflare browser automation database writes file edits SSH/server operations payment, CRM, or production system mutations Those can become API endpoints, but then the API is no longer just knowledge. It becomes an operations gateway and needs stricter security. Recommended Architecture Use a private Merlino Knowledge API as the source of truth: GET /search?q=... GET /entities/{type}/{id} GET /agents/{agent}/context GET /projects/{slug}/state POST /facts POST /events POST /context-bundles Keep MCP/connectors only where they are genuinely useful: third-party app auth and actions tool schema discovery connector-managed permissions browser/desktop integration high-risk operations that benefit from an existing protocol boundary Keep skills thin: role/personality bootstrap "when to call the Knowledge API" safety rules domain-specific decision rules not worth turning into API code yet Direction The clean target is: Knowledge lives in the API. Durable source-backed state lives in the LLM Wiki/API backing store. Agent memory writes go through one API. Skills stop being giant knowledge containers. MCP is optional plumbing for external tools, not the core brain.

Screen: Edit C Q 00 O File New chat Search Plugins Automations View 2 4d Window Help Plan 24-agent research setup Working for 1m 26s Using agentic-workflow-rules because this is an agent-system design question, and I'm checking your local wiki/project state before I make recommendations. I'm not launching research agents yet; this is just confirming what exists in this workspace. @ Ran 4 commands I found the wiki has current fleet facts from today: Windows/Codex/Claude agent mirror validates 126 / 126 , and the original Windows instructions mention 24 agent profile files. I'm checking the local master-brain repo now so I can distinguish "global ecosystem exists" from "this repo has those agent files wired here." @ Ran 8 commands Local confirmation so far: this repo has CLAUDE. md with your real ec

[SUGGESTED_QUERY] agentic workflow design research

[SUGGESTED_QUERY] Codex agent sync setup

[SUGGESTED_QUERY] Merlino Knowledge API vs MCP architecture

Tag: knowledge-api Source: CLOUD_LLM

Screen: bash x vercel-storage: bash rv70 tokens x deployments-cicd: rv70 tokens next-upgrade: rv70 tokens vercel : bootstrap: rv70 tokens vercel : env: rv60 tokens turbopack: rv60 tokens at-gateway: rv60 tokens rv60 tokens env-vars : vercel : marketplace: rv60 tokens vercel : deploy: rv50 tokens knowledge-update : rv50 tokens vercel : status: tokens Built-in claude-api: rv250 tokens update-config : rv240 tokens schedule: N130 tokens loop: NIIO tokens keybindings-help: rv80 tokens fewer-permission-prompts: rv60 tokens simplify: rv30 tokens security-review: rv30 tokens init: rv20 tokens review: < 20 tokens bypass permissions on (shift+tab to cycle) . for agents local- sop__get_topic mcp__ local- mcp__ local- sop__search_sop mcp__ mem@__add_memory mcp__ delete all memories memo mcp__ delete entities

[SUGGESTED_QUERY] Claude Code configuration and agent settings

[SUGGESTED_QUERY] Claude Code MCP tools list

[SUGGESTED_QUERY] Claude Code diagnostics and status

Tag: terminal-diagnostics Source: CLOUD_LLM

Person: ava

Person: vox

[SUGGESTED_QUERY] List of available MCP tools and custom agents

[SUGGESTED_QUERY] AI development environment memory file structure

[SUGGESTED_QUERY] Claude AI agent configuration and MCP tools list

❯ /context ⎿ Context Usage ⛁ ⛁ ⛀ ⛁ ⛁ ⛁ ⛁ ⛁ ⛁ ⛁ ⛁ ⛁ ⛁ ⛁ ⛁ ⛁ ⛁ ⛁ ⛁ ⛁ Opus 4.7 (1M context) ⛁ ⛁ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ claude-opus-4-7[1m] ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ 101.2k/1m tokens (10%) ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ Estimated usage by category ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛁ System prompt: 9.7k tokens (1.0%) ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛁ Custom agents: 3.2k tokens (0.3%) ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛁ Memory files: 24k tokens (2.4%) ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛁ Skills: 26.8k tokens (2.7%) ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛶ ⛁ Messages: 46.9k tokens (4.7%) ⛶ Free space: 889.4k (88.9%) MCP tools · /mcp (loaded on-demand) Available ├ mcp__claude_ai_ClickUp__clickup_add_tag_to_task ├ mcp__claude_ai_ClickUp__clickup_add_task_dependency ├ mcp__claude_ai_ClickUp__clickup_add_task_link ├ mcp__claude_ai_ClickUp__clickup_add_task_to_list ├ mcp__claude_ai_ClickUp__clickup_add_time_entry ├ mcp__claude_ai_ClickUp__clickup_attach_task_file ├ mcp__claude_ai_ClickUp__clickup_create_document ├ mcp__claude_ai_ClickUp__clickup_create_document_page ├ mcp__claude_ai_ClickUp__clickup_create_folder ├ mcp__claude_ai_ClickUp__clickup_create_list ├ mcp__claude_ai_ClickUp__clickup_create_list_in_folder ├ mcp__claude_ai_ClickUp__clickup_create_reminder ├ mcp__claude_ai_ClickUp__clickup_create_task ├ mcp__claude_ai_ClickUp__clickup_create_task_comment ├ mcp__claude_ai_ClickUp__clickup_delete_task ├ mcp__claude_ai_ClickUp__clickup_filter_tasks ├ mcp__claude_ai_ClickUp__clickup_find_member_by_name ├ mcp__claude_ai_ClickUp__clickup_get_bulk_tasks_time_in_status ├ mcp__claude_ai_ClickUp__clickup_get_chat_channel_messages ├ mcp__claude_ai_ClickUp__clickup_get_chat_channels ├ mcp__claude_ai_ClickUp__clickup_get_chat_message_replies ├ mcp__claude_ai_ClickUp__clickup_get_current_time_entry ├ mcp__claude_ai_ClickUp__clickup_get_custom_fields ├ mcp__claude_ai_ClickUp__clickup_get_document_pages ├ mcp__claude_ai_ClickUp__clickup_get_folder ├ mcp__claude_ai_ClickUp__clickup_get_list ├ mcp__claude_ai_ClickUp__clickup_get_task ├ mcp__claude_ai_ClickUp__clickup_get_task_comments ├ mcp__claude_ai_ClickUp__clickup_get_task_time_entries ├ mcp__claude_ai_ClickUp__clickup_get_task_time_in_status ├ mcp__claude_ai_ClickUp__clickup_get_threaded_comments ├ mcp__claude_ai_ClickUp__clickup_get_time_entries ├ mcp__claude_ai_ClickUp__clickup_get_workspace_hierarchy ├ mcp__claude_ai_ClickUp__clickup_get_workspace_members ├ mcp__claude_ai_ClickUp__clickup_list_document_pages ├ mcp__claude_ai_ClickUp__clickup_move_task ├ mcp__claude_ai_ClickUp__clickup_remove_tag_from_task ├ mcp__claude_ai_ClickUp__clickup_remove_task_dependency ├ mcp__claude_ai_ClickUp__clickup_remove_task_from_list ├ mcp__claude_ai_ClickUp__clickup_remove_task_link ├ mcp__claude_ai_ClickUp__clickup_resolve_assignees ├ mcp__claude_ai_ClickUp__clickup_search ├ mcp__claude_ai_ClickUp__clickup_search_reminders ├ mcp__claude_ai_ClickUp__clickup_send_chat_message ├ mcp__claude_ai_ClickUp__clickup_start_time_tracking ├ mcp__claude_ai_ClickUp__clickup_stop_time_tracking ├ mcp__claude_ai_ClickUp__clickup_update_document_page ├ mcp__claude_ai_ClickUp__clickup_update_folder ├ mcp__claude_ai_ClickUp__clickup_update_list ├ mcp__claude_ai_ClickUp__clickup_update_reminder ├ mcp__claude_ai_ClickUp__clickup_update_task ├ mcp__claude_ai_Context7__query-docs ├ mcp__claude_ai_Context7__resolve-library-id ├ mcp__claude_ai_Fireflies_MCP_Server__fireflies_create_soundbite ├ mcp__claude_ai_Fireflies_MCP_Server__fireflies_fetch ├ mcp__claude_ai_Fireflies_MCP_Server__fireflies_get_active_meetings ├ mcp__claude_ai_Fireflies_MCP_Server__fireflies_get_analytics ├ mcp__claude_ai_Fireflies_MCP_Server__fireflies_get_channel ├ mcp__claude_ai_Fireflies_MCP_Server__fireflies_get_rule_executions ├ mcp__claude_ai_Fireflies_MCP_Server__fireflies_get_soundbites ├ mcp__claude_ai_Fireflies_MCP_Server__fireflies_get_summary ├ mcp__claude_ai_Fireflies_MCP_Server__fireflies_get_transcript ├ mcp__claude_ai_Fireflies_MCP_Server__fireflies_get_transcripts ├ mcp__claude_ai_Fireflies_MCP_Server__fireflies_get_user ├ mcp__claude_ai_Fireflies_MCP_Server__fireflies_get_user_contacts ├ mcp__claude_ai_Fireflies_MCP_Server__fireflies_get_usergroups ├ mcp__claude_ai_Fireflies_MCP_Server__fireflies_list_channels ├ mcp__claude_ai_Fireflies_MCP_Server__fireflies_move_meeting ├ mcp__claude_ai_Fireflies_MCP_Server__fireflies_revoke_meeting_access ├ mcp__claude_ai_Fireflies_MCP_Server__fireflies_search ├ mcp__claude_ai_Fireflies_MCP_Server__fireflies_share_meeting ├ mcp__claude_ai_Fireflies_MCP_Server__fireflies_update_meeting_privacy ├ mcp__claude_ai_Fireflies_MCP_Server__fireflies_update_meeting_title ├ mcp__claude_ai_Gmail__create_draft ├ mcp__claude_ai_Gmail__create_label ├ mcp__claude_ai_Gmail__delete_label ├ mcp__claude_ai_Gmail__get_thread ├ mcp__claude_ai_Gmail__label_message ├ mcp__claude_ai_Gmail__label_thread ├ mcp__claude_ai_Gmail__list_drafts ├ mcp__claude_ai_Gmail__list_labels ├ mcp__claude_ai_Gmail__search_threads ├ mcp__claude_ai_Gmail__unlabel_message ├ mcp__claude_ai_Gmail__unlabel_thread ├ mcp__claude_ai_Gmail__update_label ├ mcp__claude_ai_Google_Calendar__create_event ├ mcp__claude_ai_Google_Calendar__delete_event ├ mcp__claude_ai_Google_Calendar__get_event ├ mcp__claude_ai_Google_Calendar__list_calendars ├ mcp__claude_ai_Google_Calendar__list_events ├ mcp__claude_ai_Google_Calendar__respond_to_event ├ mcp__claude_ai_Google_Calendar__suggest_time ├ mcp__claude_ai_Google_Calendar__update_event ├ mcp__claude_ai_Google_Drive__copy_file ├ mcp__claude_ai_Google_Drive__create_file ├ mcp__claude_ai_Google_Drive__download_file_content ├ mcp__claude_ai_Google_Drive__get_file_metadata ├ mcp__claude_ai_Google_Drive__get_file_permissions ├ mcp__claude_ai_Google_Drive__list_recent_files ├ mcp__claude_ai_Google_Drive__read_file_content ├ mcp__claude_ai_Google_Drive__search_files ├ mcp__claude_ai_Netlify__get-netlify-coding-context ├ mcp__claude_ai_Netlify__netlify-deploy-services-reader ├ mcp__claude_ai_Netlify__netlify-deploy-services-updater ├ mcp__claude_ai_Netlify__netlify-extension-services-reader ├ mcp__claude_ai_Netlify__netlify-extension-services-updater ├ mcp__claude_ai_Netlify__netlify-project-services-reader ├ mcp__claude_ai_Netlify__netlify-project-services-updater ├ mcp__claude_ai_Netlify__netlify-team-services-reader ├ mcp__claude_ai_Netlify__netlify-user-services-reader ├ mcp__claude_ai_Notion__fetch ├ mcp__claude_ai_Notion__notion-create-comment ├ mcp__claude_ai_Notion__notion-create-database ├ mcp__claude_ai_Notion__notion-create-pages ├ mcp__claude_ai_Notion__notion-create-view ├ mcp__claude_ai_Notion__notion-duplicate-page ├ mcp__claude_ai_Notion__notion-get-comments ├ mcp__claude_ai_Notion__notion-get-teams ├ mcp__claude_ai_Notion__notion-get-users ├ mcp__claude_ai_Notion__notion-move-pages ├ mcp__claude_ai_Notion__notion-update-data-source ├ mcp__claude_ai_Notion__notion-update-page ├ mcp__claude_ai_Notion__notion-update-view ├ mcp__claude_ai_Notion__search ├ mcp__claude_ai_Slack__slack_add_reaction ├ mcp__claude_ai_Slack__slack_create_canvas ├ mcp__claude_ai_Slack__slack_get_reactions ├ mcp__claude_ai_Slack__slack_list_channel_members ├ mcp__claude_ai_Slack__slack_read_canvas ├ mcp__claude_ai_Slack__slack_read_channel ├ mcp__claude_ai_Slack__slack_read_file ├ mcp__claude_ai_Slack__slack_read_thread ├ mcp__claude_ai_Slack__slack_read_user_profile ├ mcp__claude_ai_Slack__slack_schedule_message ├ mcp__claude_ai_Slack__slack_search_channels ├ mcp__claude_ai_Slack__slack_search_emojis ├ mcp__claude_ai_Slack__slack_search_public ├ mcp__claude_ai_Slack__slack_search_public_and_private ├ mcp__claude_ai_Slack__slack_search_users ├ mcp__claude_ai_Slack__slack_send_message ├ mcp__claude_ai_Slack__slack_send_message_draft ├ mcp__claude_ai_Slack__slack_update_canvas ├ mcp__claude_ai_Superhuman_Mail__authenticate ├ mcp__claude_ai_Superhuman_Mail__complete_authentication ├ mcp__claude_ai_Vercel__add_toolbar_reaction ├ mcp__claude_ai_Vercel__change_toolbar_thread_resolve_status ├ mcp__claude_ai_Vercel__check_domain_availability_and_price ├ mcp__claude_ai_Vercel__deploy_to_vercel ├ mcp__claude_ai_Vercel__edit_toolbar_message ├ mcp__claude_ai_Vercel__get_access_to_vercel_url ├ mcp__claude_ai_Vercel__get_deployment ├ mcp__claude_ai_Vercel__get_deployment_build_logs ├ mcp__claude_ai_Vercel__get_project ├ mcp__claude_ai_Vercel__get_runtime_logs ├ mcp__claude_ai_Vercel__get_toolbar_thread ├ mcp__claude_ai_Vercel__list_deployments ├ mcp__claude_ai_Vercel__list_projects ├ mcp__claude_ai_Vercel__list_teams ├ mcp__claude_ai_Vercel__list_toolbar_threads ├ mcp__claude_ai_Vercel__reply_to_toolbar_thread ├ mcp__claude_ai_Vercel__search_vercel_documentation ├ mcp__claude_ai_Vercel__web_fetch_vercel_url ├ mcp__claude-in-chrome__browser_batch ├ mcp__claude-in-chrome__computer ├ mcp__claude-in-chrome__file_upload ├ mcp__claude-in-chrome__find ├ mcp__claude-in-chrome__form_input ├ mcp__claude-in-chrome__get_page_text ├ mcp__claude-in-chrome__gif_creator ├ mcp__claude-in-chrome__javascript_tool ├ mcp__claude-in-chrome__list_connected_browsers ├ mcp__claude-in-chrome__navigate ├ mcp__claude-in-chrome__read_console_messages ├ mcp__claude-in-chrome__read_network_requests ├ mcp__claude-in-chrome__read_page ├ mcp__claude-in-chrome__resize_window ├ mcp__claude-in-chrome__select_browser ├ mcp__claude-in-chrome__shortcuts_execute ├ mcp__claude-in-chrome__shortcuts_list ├ mcp__claude-in-chrome__switch_browser ├ mcp__claude-in-chrome__tabs_close_mcp ├ mcp__claude-in-chrome__tabs_context_mcp ├ mcp__claude-in-chrome__tabs_create_mcp ├ mcp__claude-in-chrome__upload_image ├ mcp__claude-peers__check_messages ├ mcp__claude-peers__list_peers ├ mcp__claude-peers__send_message ├ mcp__claude-peers__set_summary ├ mcp__clickminded-sop__get_topic ├ mcp__clickminded-sop__list_topics ├ mcp__clickminded-sop__search_sop ├ mcp__content-sop__get_topic ├ mcp__content-sop__list_topics ├ mcp__content-sop__search_sop ├ mcp__dev-sop__get_topic ├ mcp__dev-sop__list_topics ├ mcp__dev-sop__search_sop ├ mcp__dfy-service-form__get_topic ├ mcp__dfy-service-form__list_topics ├ mcp__dfy-service-form__search_sop ├ mcp__ghl-sop__get_topic ├ mcp__ghl-sop__list_topics ├ mcp__ghl-sop__search_sop ├ mcp__links-sop__dfseo_backlinks_overview ├ mcp__links-sop__get_topic ├ mcp__links-sop__list_topics ├ mcp__links-sop__search_sop ├ mcp__local-sop__dfseo_gmb_data ├ mcp__local-sop__dfseo_gmb_reviews ├ mcp__local-sop__get_topic ├ mcp__local-sop__list_topics ├ mcp__local-sop__search_sop ├ mcp__mem0__add_memory ├ mcp__mem0__delete_all_memories ├ mcp__mem0__delete_entities ├ mcp__mem0__delete_memory ├ mcp__mem0__get_memories ├ mcp__mem0__get_memory ├ mcp__mem0__list_entities ├ mcp__mem0__search_memories ├ mcp__mem0__update_memory ├ mcp__merlino-sops__get_topic ├ mcp__merlino-sops__list_categories ├ mcp__merlino-sops__list_topics ├ mcp__merlino-sops__search ├ mcp__meta-ads-sop__get_topic ├ mcp__meta-ads-sop__list_topics ├ mcp__meta-ads-sop__search_sop ├ mcp__pieces__anchor_point_snapshot ├ mcp__pieces__anchor_points_batch_snapshot ├ mcp__pieces__anchor_snapshot ├ mcp__pieces__anchors_batch_snapshot ├ mcp__pieces__anchors_full_text_search ├ mcp__pieces__annotation_snapshot ├ mcp__pieces__annotations_batch_snapshot ├ mcp__pieces__annotations_full_text_search ├ mcp__pieces__ask_memory ├ mcp__pieces__ask_pieces_ltm ├ mcp__pieces__browser_activity ├ mcp__pieces__browser_lookup ├ mcp__pieces__connector_snapshot ├ mcp__pieces__connectors_batch_snapshot ├ mcp__pieces__connectors_full_text_search ├ mcp__pieces__conversation_message_snapshot ├ mcp__pieces__conversation_messages_batch_snapshot ├ mcp__pieces__conversation_messages_full_text_search ├ mcp__pieces__conversation_snapshot ├ mcp__pieces__conversations_batch_snapshot ├ mcp__pieces__conversations_full_text_search ├ mcp__pieces__create_gcal_event ├ mcp__pieces__create_pieces_memory ├ mcp__pieces__delete_gcal_event ├ mcp__pieces__extract_temporal_range ├ mcp__pieces__filesystem_read_chunk ├ mcp__pieces__filesystem_search_paths ├ mcp__pieces__filesystem_search_text ├ mcp__pieces__get_gcal_event ├ mcp__pieces__get_gcal_events ├ mcp__pieces__get_user_persona ├ mcp__pieces__hint_snapshot ├ mcp__pieces__hints_batch_snapshot ├ mcp__pieces__hints_full_text_search ├ mcp__pieces__hints_vector_search ├ mcp__pieces__list_gcal_connectors ├ mcp__pieces__material_identifiers ├ mcp__pieces__materials_vector_search ├ mcp__pieces__patch_gcal_event ├ mcp__pieces__person_snapshot ├ mcp__pieces__persons_batch_snapshot ├ mcp__pieces__persons_full_text_search ├ mcp__pieces__range_snapshot ├ mcp__pieces__ranges_batch_snapshot ├ mcp__pieces__search_memory ├ mcp__pieces__tag_snapshot ├ mcp__pieces__tags_batch_snapshot ├ mcp__pieces__tags_full_text_search ├ mcp__pieces__tags_vector_search ├ mcp__pieces__time_compute ├ mcp__pieces__web_search ├ mcp__pieces__website_snapshot ├ mcp__pieces__websites_batch_snapshot ├ mcp__pieces__websites_full_text_search ├ mcp__pieces__workstream_event_snapshot ├ mcp__pieces__workstream_events_batch_snapshot ├ mcp__pieces__workstream_events_full_text_search ├ mcp__pieces__workstream_events_vector_search ├ mcp__pieces__workstream_summaries_batch_snapshot ├ mcp__pieces__workstream_summaries_full_text_search ├ mcp__pieces__workstream_summaries_vector_search ├ mcp__pieces__workstream_summary_snapshot ├ mcp__pieces__wpe_source_snapshot ├ mcp__pieces__wpe_source_window_snapshot ├ mcp__pieces__wpe_source_windows_batch_snapshot ├ mcp__pieces__wpe_source_windows_full_text_search ├ mcp__pieces__wpe_sources_batch_snapshot ├ mcp__pieces__wpe_sources_full_text_search ├ mcp__plugin_context7_context7__query-docs ├ mcp__plugin_context7_context7__resolve-library-id ├ mcp__plugin_github_github__add_comment_to_pending_review ├ mcp__plugin_github_github__add_issue_comment ├ mcp__plugin_github_github__add_reply_to_pull_request_comment ├ mcp__plugin_github_github__create_branch ├ mcp__plugin_github_github__create_or_update_file ├ mcp__plugin_github_github__create_pull_request ├ mcp__plugin_github_github__create_repository ├ mcp__plugin_github_github__delete_file ├ mcp__plugin_github_github__fork_repository ├ mcp__plugin_github_github__get_commit ├ mcp__plugin_github_github__get_file_contents ├ mcp__plugin_github_github__get_label ├ mcp__plugin_github_github__get_latest_release ├ mcp__plugin_github_github__get_me ├ mcp__plugin_github_github__get_release_by_tag ├ mcp__plugin_github_github__get_tag ├ mcp__plugin_github_github__get_team_members ├ mcp__plugin_github_github__get_teams ├ mcp__plugin_github_github__issue_read ├ mcp__plugin_github_github__issue_write ├ mcp__plugin_github_github__list_branches ├ mcp__plugin_github_github__list_commits ├ mcp__plugin_github_github__list_issue_types ├ mcp__plugin_github_github__list_issues ├ mcp__plugin_github_github__list_pull_requests ├ mcp__plugin_github_github__list_releases ├ mcp__plugin_github_github__list_tags ├ mcp__plugin_github_github__merge_pull_request ├ mcp__plugin_github_github__pull_request_read ├ mcp__plugin_github_github__pull_request_review_write ├ mcp__plugin_github_github__push_files ├ mcp__plugin_github_github__request_copilot_review ├ mcp__plugin_github_github__run_secret_scanning ├ mcp__plugin_github_github__search_code ├ mcp__plugin_github_github__search_issues ├ mcp__plugin_github_github__search_pull_requests ├ mcp__plugin_github_github__search_repositories ├ mcp__plugin_github_github__search_users ├ mcp__plugin_github_github__sub_issue_write ├ mcp__plugin_github_github__update_pull_request ├ mcp__plugin_github_github__update_pull_request_branch ├ mcp__plugin_honcho_honcho__chat ├ mcp__plugin_honcho_honcho__create_conclusion ├ mcp__plugin_honcho_honcho__delete_conclusion ├ mcp__plugin_honcho_honcho__get_config ├ mcp__plugin_honcho_honcho__get_context ├ mcp__plugin_honcho_honcho__get_representation ├ mcp__plugin_honcho_honcho__list_conclusions ├ mcp__plugin_honcho_honcho__search ├ mcp__plugin_honcho_honcho__set_config ├ mcp__plugin_supabase_supabase__authenticate ├ mcp__plugin_supabase_supabase__complete_authentication ├ mcp__plugin_vercel_vercel__authenticate ├ mcp__plugin_vercel_vercel__complete_authentication ├ mcp__seo-sop__dfseo_content_analysis ├ mcp__seo-sop__dfseo_domain_overview ├ mcp__seo-sop__dfseo_keyword_volume ├ mcp__seo-sop__dfseo_llm_mentions ├ mcp__seo-sop__dfseo_onpage_audit ├ mcp__seo-sop__dfseo_rank_tracking ├ mcp__seo-sop__dfseo_serp_organic ├ mcp__seo-sop__dfseo_serp_paa ├ mcp__seo-sop__get_topic ├ mcp__seo-sop__list_topics ├ mcp__seo-sop__search_sop ├ mcp__site-sop__get_topic ├ mcp__site-sop__list_topics ├ mcp__site-sop__search_sop ├ mcp__telephony-sop__get_topic ├ mcp__telephony-sop__list_topics ├ mcp__telephony-sop__search_sop ├ mcp__video-sop__get_topic ├ mcp__video-sop__list_topics ├ mcp__video-sop__search_sop ├ mcp__wp-sop__get_topic ├ mcp__wp-sop__list_topics └ mcp__wp-sop__search_sop Custom agents · /agents User ├ vox: 254 tokens ├ dan: 144 tokens ├ gino: 136 tokens ├ ava: 116 tokens ├ einstein: 78 tokens ├ hawkeye: 76 tokens ├ matteo-jr: 72 tokens ├ queen: 72 tokens ├ sherlock: 72 tokens ├ memz: 68 tokens ├ carlos: 66 tokens ├ knox: 62 tokens ├ tommy: 61 tokens ├ linx: 58 tokens ├ oliver: 57 tokens ├ merlin: 54 tokens ├ raven: 52 tokens ├ cody: 49 tokens ├ picasso: 48 tokens ├ frankie: 47 tokens ├ ghost: 46 tokens ├ spielberg: 46 tokens ├ willie: 46 tokens └ shakespeare: 44 tokens Plugin ├ vercel:deployment-expert: 112 tokens ├ vercel:performance-optimizer: 110 tokens ├ vercel:ai-architect: 107 tokens ├ understand-anything:knowledge-graph-guide: 99 tokens ├ understand-anything:file-analyzer: 97 tokens ├ feature-dev:code-reviewer: 86 tokens ├ feature-dev:code-architect: 85 tokens ├ understand-anything:article-analyzer: 83 tokens ├ understand-anything:assemble-reviewer: 83 tokens ├ feature-dev:code-explorer: 79 tokens ├ understand-anything:domain-analyzer: 79 tokens ├ code-simplifier:code-simplifier: 76 tokens ├ understand-anything:architecture-analyzer: 72 tokens ├ understand-anything:graph-reviewer: 69 tokens ├ understand-anything:project-scanner: 68 tokens └ understand-anything:tour-builder: 68 tokens Memory files · /memory ├ C:\Users\mikem.claude\CLAUDE.md: 3.6k tokens ├ C:\Users\mikem.claude\rules\auto-validation-on-delivery.md: 866 tokens ├ C:\Users\mikem.claude\rules\cli-first-routing.md: 1.3k tokens ├ C:\Users\mikem.claude\rules\media-routing-table.md: 2.2k tokens ├ C:\Users\mikem.claude\rules\no-em-dashes.md: 786 tokens ├ C:\Users\mikem.claude\rules\oliver-soul.md: 4.4k tokens ├ C:\Users\mikem.claude\rules\one-brain-project.md: 373 tokens ├ C:\Users\mikem.claude\rules\parallel-operations.md: 435 tokens ├ C:\Users\mikem.claude\rules\powd-mandatory.md: 682 tokens ├ C:\Users\mikem.claude\rules\sparc-phase-gates.md: 766 tokens ├ C:\Users\mikem.claude\rules\witness-curator-attestation.md: 922 tokens └ C:\Users\mikem.claude\projects\D--ClaudeDev\memory\MEMORY.md: 7.6k tokens Skills · /skills User ├ ui-ux-pro-max: ~310 tokens ├ scrapecreators-api: ~230 tokens ├ ckm:design: ~210 tokens ├ reddit-ai-traffic: ~190 tokens ├ signalwire-call-intelligence: ~170 tokens ├ ckm:banner-design: ~170 tokens ├ ckm:ui-styling: ~170 tokens ├ vercel-api: ~160 tokens ├ site-structure-generator: ~160 tokens ├ full-website-writer: ~140 tokens ├ brand-collector: ~140 tokens ├ lowfruit-article-writer: ~140 tokens ├ featured-snippet-optimizer: ~140 tokens ├ page-content-enricher: ~140 tokens ├ tone-library: ~140 tokens ├ blog-headline-generator: ~130 tokens ├ paa-content-writer: ~130 tokens ├ landing-page-builder: ~130 tokens ├ claude-md-management: ~130 tokens ├ kw-content-planner: ~130 tokens ├ content-refiner: ~130 tokens ├ serp-intent-analyzer: ~130 tokens ├ deepseek-cli: ~130 tokens ├ landing-page-generator: ~130 tokens ├ signalwire-agents-sdk: ~130 tokens ├ ai-overview-rewriter: ~130 tokens ├ article-outranker: ~130 tokens ├ faq-generator: ~130 tokens ├ faq-paa-writer: ~130 tokens ├ bio-description: ~130 tokens ├ keyword-research: ~130 tokens ├ landing-page-optimizer: ~130 tokens ├ signalwire-call-flow-builder: ~130 tokens ├ professional-article-writer: ~120 tokens ├ social-media-from-page: ~120 tokens ├ multi-brand-website-deployer: ~120 tokens ├ autopilot: ~120 tokens ├ snippet-paa-gmb-content: ~120 tokens ├ press-release-writer: ~120 tokens ├ seo-article-writer: ~120 tokens ├ thanos-optimizer: ~120 tokens ├ b2b-ai-search-growth-system: ~120 tokens ├ schema-spider: ~120 tokens ├ citation-finder: ~120 tokens ├ editorial-article-writer: ~120 tokens ├ seo-landing-page-creator: ~120 tokens ├ brand-guideline-generator: ~120 tokens ├ branded-image-from-text: ~120 tokens ├ content-humanizer: ~120 tokens ├ find-topics-to-write: ~120 tokens ├ press-release-generator: ~120 tokens ├ training-session-planner: ~120 tokens ├ ai-content-detector: ~120 tokens ├ 404-redirect-mapper: ~120 tokens ├ openclaw-vps-operator: ~110 tokens ├ toneprint-analyzer: ~110 tokens ├ brand-event-planner: ~110 tokens ├ social-media-strategist: ~110 tokens ├ sitemap-analyzer: ~110 tokens ├ add-sources: ~110 tokens ├ business-analysis: ~110 tokens ├ highlight-text: ~110 tokens ├ page-optimizer: ~110 tokens ├ performance-agent: ~110 tokens ├ website-structure-planner: ~110 tokens ├ apa-citation-finder: ~110 tokens ├ auto-schema-from-template: ~110 tokens ├ infographic-generator: ~110 tokens ├ article-rewriter: ~110 tokens ├ hero-image-from-page: ~110 tokens ├ signalwire-integrations: ~110 tokens ├ paa-researcher: ~110 tokens ├ page-faq-generator: ~110 tokens ├ meta-title-description: ~110 tokens ├ ai-content-sniffer: ~110 tokens ├ sop-formatter: ~110 tokens ├ technical-seo-agent: ~110 tokens ├ kw-generator: ~100 tokens ├ schema-generator: ~100 tokens ├ content-formatter: ~100 tokens ├ deployment-agent: ~100 tokens ├ ckm:design-system: ~100 tokens ├ logo-generator: ~100 tokens ├ clickup-ops: ~100 tokens ├ creative-strategy-storming: ~100 tokens ├ landing-page-writer: ~100 tokens ├ tweet-generator: ~90 tokens ├ qa-validation: ~90 tokens ├ swml-swaig: ~90 tokens ├ advisory-board: ~80 tokens ├ cli-anything: ~80 tokens ├ swml-ai-config: ~80 tokens ├ parallel-worktree-agents: ~80 tokens ├ byterover-cli: ~80 tokens ├ pause: ~70 tokens ├ pause: ~70 tokens ├ code-reviewer: ~70 tokens ├ scientific-prototype-translation: ~70 tokens ├ merlino-voice: ~70 tokens ├ browser-visualization-prototypes: ~70 tokens ├ matlab-numerical-computing: ~70 tokens ├ windows-admin-scripting: ~60 tokens ├ ckm:brand: ~60 tokens ├ tsql-reporting-and-admin: ~60 tokens ├ data-structures-patterns: ~60 tokens ├ powershell-automation: ~60 tokens ├ relational-thinking-foundations: ~60 tokens ├ seo-forensic-incident-response: ~60 tokens ├ spreadsheet-process-automation: ~60 tokens ├ algorithms-fundamentals: ~60 tokens ├ legacy-apple-code-migration: ~60 tokens ├ social-transcript-extractor: ~60 tokens ├ dotnet-language-patterns: ~60 tokens ├ query-classification-content-mapper: ~60 tokens ├ sql-server-practical: ~60 tokens ├ intent-behind-intent: ~60 tokens ├ legacy-dotnet-migration: ~60 tokens ├ orm-data-access-patterns: ~60 tokens ├ relational-schema-and-querying: ~60 tokens ├ before-after-image-generator: ~60 tokens ├ creatify-production: ~60 tokens ├ dotnet-entity-framework: ~60 tokens ├ frontend-animation: ~60 tokens ├ html5-canvas-graphics: ~60 tokens ├ jquery-legacy-maintenance: ~60 tokens ├ merlino-magic-blog-framework: ~60 tokens ├ meta-ads-library-scraping: ~60 tokens ├ objective-c-maintenance: ~60 tokens ├ assemblyai-transcription: ~60 tokens ├ competitor-analysis: ~60 tokens ├ content-mastery: ~60 tokens ├ dataforseo-llm-mentions: ~60 tokens ├ ffmpeg-agent: ~60 tokens ├ git-recovery-and-history: ~60 tokens ├ gws-follow-up-automation: ~60 tokens ├ incident-response: ~60 tokens ├ jvm-backend-maintenance: ~60 tokens ├ link-building-router: ~60 tokens ├ local-seo-site-builder: ~60 tokens ├ ralph-loop-force-continuation: ~60 tokens ├ backlink-analyzer: ~60 tokens ├ cracking-private-api: ~60 tokens ├ elementor-expert: ~60 tokens ├ expired-domain-pbn-builder: ~60 tokens ├ git-backed-agent-memory: ~60 tokens ├ git-practical-workflows: ~60 tokens ├ gws-project-manager: ~60 tokens ├ intent-analyzer: ~60 tokens ├ perplexity-research: ~60 tokens ├ semantic-web-foundations: ~60 tokens ├ skill-creator-anthropic: ~60 tokens ├ stateful-agent-evals: ~60 tokens ├ vbnet-maintenance: ~60 tokens ├ ai-video-pipeline: ~60 tokens ├ backup-chats: ~60 tokens ├ brand-assets-setup: ~60 tokens ├ content-variation-engine: ~60 tokens ├ conversion-optimizer: ~60 tokens ├ creatify-custom-avatar: ~60 tokens ├ dataforseo-content-analysis: ~60 tokens ├ dataforseo-onpage: ~60 tokens ├ docker-mastery: ~60 tokens ├ dotnet-csharp-core: ~60 tokens ├ email-sequence: ~60 tokens ├ excel-vba-automation: ~60 tokens ├ faqs-creative-paa-writer: ~60 tokens ├ hindsight-architect: ~60 tokens ├ legacy-web-migration: ~60 tokens ├ office-macro-workflows: ~60 tokens ├ take-the-wheel: ~60 tokens ├ brand-project-master: ~50 tokens ├ cli-hub-meta-skill: ~50 tokens ├ content-ops: ~50 tokens ├ copywriting: ~50 tokens ├ core-web-vitals: ~50 tokens ├ doc-check-agent: ~50 tokens ├ entity-seo: ~50 tokens ├ frontend-design: ~50 tokens ├ gmb-maps-expert: ~50 tokens ├ java-core-language: ~50 tokens ├ keyword-researcher: ~50 tokens ├ node-cli-and-automation: ~50 tokens ├ seo-master-framework: ~50 tokens ├ server-ops-foundations: ~50 tokens ├ tailwind-plus-ui: ~50 tokens ├ clawcontrol: ~50 tokens ├ cloudagent: ~50 tokens ├ cold-sms-engine: ~50 tokens ├ content-gap-analysis: ~50 tokens ├ dom-detailer: ~50 tokens ├ github-actions-mastery: ~50 tokens ├ graphify-windows: ~50 tokens ├ gws-calendar: ~50 tokens ├ hindsight-docs: ~50 tokens ├ javascript-core-language: ~50 tokens ├ local-destroyers-seo: ~50 tokens ├ merlino-magic-blog: ~50 tokens ├ outreach-prospecting: ~50 tokens ├ research-pipeline: ~50 tokens ├ scaffold-app: ~50 tokens ├ schema-stack: ~50 tokens ├ self-improve: ~50 tokens ├ server-hardening: ~50 tokens ├ toneprint: ~50 tokens ├ unix-automation-scripts: ~50 tokens ├ vba-core-automation: ~50 tokens ├ ai-llm-seo: ~50 tokens ├ article-pipeline: ~50 tokens ├ cpanel-expert: ~50 tokens ├ creatify: ~50 tokens ├ dataforseo-gmb: ~50 tokens ├ eeat-audit: ~50 tokens ├ gws-drive-audit: ~50 tokens ├ helpful-content-audit: ~50 tokens ├ internal-linking-optimizer: ~50 tokens ├ scriptwriter: ~50 tokens ├ sql-core-querying: ~50 tokens ├ ui-review: ~50 tokens ├ visual-qa-loop: ~50 tokens ├ wordpress-expert: ~50 tokens ├ cloud-stack: ~50 tokens ├ dataforseo-serp: ~50 tokens ├ diagram-generator: ~50 tokens ├ document-data-modeling: ~50 tokens ├ gmb-image: ~50 tokens ├ html5-core-markup: ~50 tokens ├ nodejs-backend-core: ~50 tokens ├ pr-plan: ~50 tokens ├ rapidapi-tools: ~50 tokens ├ video-seo-sop: ~50 tokens ├ mobile-proxy: ~50 tokens ├ 7-day-content: ~50 tokens ├ ad-designer: ~50 tokens ├ dataforseo-keywords: ~50 tokens ├ gws-meeting-prep: ~50 tokens ├ gws-weekly-report: ~50 tokens ├ koray-semantic-seo-master: ~50 tokens ├ location-page-builder: ~50 tokens ├ long-form-video-seo-2026: ~50 tokens ├ mainwp: ~50 tokens ├ pdf-to-md: ~50 tokens ├ plan: ~50 tokens ├ protonvpn-proxy: ~50 tokens ├ site-polish: ~50 tokens ├ visual-clone: ~50 tokens ├ async-js-patterns: ~50 tokens ├ ctr-ops: ~50 tokens ├ fix: ~50 tokens ├ gws-gmail: ~50 tokens ├ gws-sheets: ~50 tokens ├ mysql-practical: ~50 tokens ├ nano-banana: ~50 tokens ├ radar: ~50 tokens ├ ckm:slides: ~50 tokens ├ sop-site: ~50 tokens ├ yt: ~50 tokens ├ claude-api: ~50 tokens ├ linux-cli-core: ~50 tokens ├ mongodb-practical: ~50 tokens ├ shell-bash-core: ~50 tokens ├ load-bundle: ~50 tokens ├ playwright-cli: ~50 tokens ├ t2s: ~50 tokens ├ resume: ~50 tokens ├ seo-audit: ~50 tokens ├ resume: ~50 tokens ├ gws-daily-standup: ~50 tokens ├ koray-topical-map: ~50 tokens ├ build: ~40 tokens ├ codex-reference: ~40 tokens ├ gws-email-triage: ~40 tokens ├ convex-db: ~40 tokens ├ section-blocks: ~40 tokens ├ powd: ~40 tokens ├ shadcn-blocks: ~40 tokens ├ dev:design-app: ~40 tokens ├ dev:implement-app: ~30 tokens ├ api-tools: ~30 tokens ├ vercel-urls: ~30 tokens ├ implement: < 20 tokens ├ sync: < 20 tokens ├ test: < 20 tokens ├ ralph-prd-executor: < 20 tokens ├ local-seo-builder: < 20 tokens ├ pull_request: < 20 tokens ├ start: < 20 tokens ├ silver-platter: < 20 tokens ├ clean_worktree: < 20 tokens ├ prd-generator: < 20 tokens ├ commit: < 20 tokens ├ yt-transcript: < 20 tokens ├ local-fetch: < 20 tokens ├ backup-chats: < 20 tokens ├ document: < 20 tokens ├ feature: < 20 tokens ├ install: < 20 tokens ├ tools: < 20 tokens ├ gemini-cli: < 20 tokens ├ sop-site: < 20 tokens ├ wrap: < 20 tokens ├ bug: < 20 tokens ├ build: < 20 tokens ├ patch: < 20 tokens ├ youtube: < 20 tokens ├ prime: < 20 tokens ├ review: < 20 tokens └ plan: < 20 tokens Plugin (code-review) └ code-review:code-review: < 20 tokens Plugin (feature-dev) └ feature-dev:feature-dev: ~30 tokens Plugin (frontend-design) └ frontend-design: ~90 tokens Plugin (honcho) ├ honcho:interview: ~40 tokens ├ honcho:setup: ~30 tokens ├ honcho:config: ~20 tokens └ honcho:status: ~20 tokens Plugin (skill-creator) └ skill-creator: ~120 tokens Plugin (supabase) ├ supabase: ~160 tokens └ supabase-postgres-best-practices: ~80 tokens Plugin (superpowers) ├ receiving-code-review: ~90 tokens ├ verification-before-completion: ~90 tokens ├ finishing-a-development-branch: ~80 tokens ├ using-git-worktrees: ~80 tokens ├ brainstorming: ~80 tokens ├ using-superpowers: ~60 tokens ├ dispatching-parallel-agents: ~50 tokens ├ requesting-code-review: ~50 tokens ├ executing-plans: ~40 tokens ├ subagent-driven-development: ~40 tokens ├ systematic-debugging: ~40 tokens ├ writing-skills: ~40 tokens ├ test-driven-development: ~40 tokens └ writing-plans: ~40 tokens Plugin (understand-anything) ├ understand-domain: ~80 tokens ├ understand-knowledge: ~70 tokens ├ understand: ~50 tokens ├ understand-diff: ~50 tokens ├ understand-explain: ~50 tokens ├ understand-chat: ~40 tokens ├ understand-onboard: ~40 tokens └ understand-dashboard: ~40 tokens Plugin (vercel) ├ shadcn: ~110 tokens ├ vercel-firewall: ~110 tokens ├ marketplace: ~100 tokens ├ chat-sdk: ~100 tokens ├ bootstrap: ~100 tokens ├ next-cache-components: ~90 tokens ├ nextjs: ~90 tokens ├ auth: ~90 tokens ├ ai-sdk: ~90 tokens ├ routing-middleware: ~90 tokens ├ react-best-practices: ~80 tokens ├ runtime-cache: ~80 tokens ├ vercel-functions: ~80 tokens ├ workflow: ~80 tokens ├ vercel-sandbox: ~80 tokens ├ next-forge: ~80 tokens ├ vercel-agent: ~80 tokens ├ vercel-cli: ~80 tokens ├ verification: ~70 tokens ├ vercel-storage: ~70 tokens ├ deployments-cicd: ~70 tokens ├ next-upgrade: ~70 tokens ├ deployments-cicd: ~70 tokens ├ next-upgrade: ~70 tokens ├ vercel:bootstrap: ~70 tokens ├ vercel:env: ~60 tokens ├ vercel:env: ~60 tokens ├ turbopack: ~60 tokens ├ ai-gateway: ~60 tokens ├ ai-gateway: ~60 tokens ├ env-vars: ~60 tokens ├ vercel:marketplace: ~60 tokens ├ vercel:deploy: ~50 tokens ├ knowledge-update: ~50 tokens └ vercel:status: ~40 tokens Built-in ├ claude-api: ~250 tokens ├ update-config: ~240 tokens ├ schedule: ~130 tokens ├ loop: ~110 tokens ├ keybindings-help: ~80 tokens ├ fewer-permission-prompts: ~60 tokens ├ simplify: ~30 tokens ├ security-review: ~30 tokens ├ init: ~20 tokens └ review: < 20 tokens

[Editor Content] File Edit Selection View Go Run Terminal Help VIDEO-TOOLS - ranking-reels - .gitignore - blob-omegaindexer-v2-nanobanana-classic-2026-05-15.json - all-urls-2026-05-15.json TERMINAL Claude Code A - Every render returned ["Not enough credits"] - Creatify API balance critically low - Resume: top up Creatify re-run Other terminals: - BMM dashboards + invite flow (brand-media-manager/) - Ranking Reels review-dashboard (avatars/discover/picks pages) - Dawood/DWS audit page (Clive at https://dawood-rankingreels-audit.vercel.app/) Which lane do you want me on? 1. Resume lane 2. OmegaIndexer Pass 3 (full-frame face + Hormozi captions) 3. Dawood demo pack (15 reels) 4. Restart gallery server (port 8765) 5. Different lane / new task

[SUGGESTED_QUERY] VS Code project lane management

[SUGGESTED_QUERY] Dawood ranking reels audit page

[SUGGESTED_QUERY] Creatify API balance and rendering tasks

[Command-Line Output] Decisions needed before either Codex terminal touches this repo: 1. Is codex/supermemory-openai still the active build branch, or has it been abandoned? 2. Do the 5 new scripts/ingest_*.py and scripts/fanout_*.py belong on this branch, or split to a new one? 3. Should the OpenClaw repair docs (.continue-here.md + docs/openclaw-ava-oscar-repair-2026-05-12.md) be cherry-picked to a separate branch? 4. Add tmp-*/ and .codex-work/ to .gitignore? 5. Push the branch to origin after cleanup, or rebase on master first? Branch: codex/supermemory-openai Status: 5 commits ahead of master, local-only. Modified, not committed: - .continue-here.md - docs/openclaw-ava-oscar-repair-2026-05-12.md Untracked: - scripts/fanout_sops_to_chroma.py - scripts/fanout_sops_to_other_backends.py - scripts/ingest_byterover_sop.py - scripts/ingest_lmstudio_sop.py - scripts/ingest_supermemory_sop.py - .codex-work/ - tmp-ava-skills-training/ - tmp-openclaw-hubstaff/

[SUGGESTED_QUERY] master-brain repository git status

[SUGGESTED_QUERY] codex/supermemory-openai branch cleanup

Tag: supermemory-openai Source: CLOUD_LLM

Tag: git-branch-management Source: CLOUD_LLM

[Chat Transcript] Brian Hong (DM) - Merlino Marketing Decisions needed before either Codex terminal touches this repo: 1. Is codex/ supermemory-openai still the active build branch, or has it been abandoned? 2. Do the 5 new scripts/ ingest_*.py and scripts/ fanout_*.py belong on this branch, or split? 3. Should the OpenClaw repair docs (.continue-here.md + docs/openclaw-ava-oscar-repair-2026-05-12.md) be cherry-picked to a separate branch since they have nothing to do with Supermemory? 4. Add tmp-*/ and .codex-work/ to .gitignore? 5. Push the branch to origin after cleanup, or rebase on master first? Check on the other terminal: are either of you actively working in this repo right now, or is the work happening elsewhere (Mac OpenClaw, Hermes, etc.)? Confirm before any commit/push. Copy that, drop it in both Codex windows, and have them report back what they're each doing and whether they have local changes on top of this state. [honcho] response -4 saved response (2681 chars) L Stop says: * Cooked for 26s x recap: We're checking the state of the 'codex/ supermemory-openai' branch in master-brain to figure out where work actually stands. Next: decide what to do with the 5 untracked ingest scripts and the unrelated OpenCLaw repair docs sitting on this branch.

[SUGGESTED_QUERY] git repository cleanup and branch rebase decisions

[SUGGESTED_QUERY] OpenClaw repair documentation branch management

[SUGGESTED_QUERY] codex/supermemory-openai branch cleanup status

Tag: branch-management Source: CLOUD_LLM

Tag: repository-cleanup Source: CLOUD_LLM

[Chat Transcript] I need my setup to fill a lot of gaps from the right hand side here: LAUNCH TEAMS of agents to research github, x.com, reddit, and all reliable sources for each topic here. There are 13 and how many agents should be created or which EXACT agents will cover these things: Matteo, Knox, frannkie (Front end) who is our apis and back end logic person (sounds like an Agent - Logic). Database and storage: good enough to have ALL that merged into one agent? Or Danny the Database guy. Auth and permission seems like "security"? Hosting and deployment, cloud and compute? Now what is CI/CD version control? And who would do that? Seems very important like something should have hooks and automation in place. Security and RLS, rate limiting? Caching and CDN? Load balancing and scaling? Error tracking and logs (wow so important), availability and recovery? Please give me a plan here, let's discuss before you do anything. Make sure you are referencing my agentic systems and confirm it is set up HERE like claude with 24 of my AGENTS.

[SUGGESTED_QUERY] system design for automated research agents

[SUGGESTED_QUERY] AI agent team roles and responsibilities

[SUGGESTED_QUERY] Codex agent architecture planning

Person: frannkie

[Chat Transcript] Brian Hong (DM) - Merlino Marketing Full-Stack Development Components: - Frontend - Backend - APIs & Backend Logic - Database & Storage - Auth & permissions - Hosting & Deployment - Cloud & compute - CI/CD & Version control - Security & TLS - Rate Limiting - Caching & CDN - Load Balancing & scaling - Error Tracking & Logs - Availability & Recovery @Michael Merlino

[SUGGESTED_QUERY] Michael Merlino technical planning notes