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Creates a Semble collection linking the thread post and all cited sources with notes on what claims they support. Use after posting any thread with cited sources, or when the user asks to track sources on-protocol.\n---\n\n# Semble Source Tracking\n\nAfter posting a thread, create a Semble collection that links the thread and its sources. This makes sourcing publicly auditable on ATProto.\n\n## Workflow\n\n1. Draft a YAML file describing the thread and its sources\n2. Run `cite-sources.ts` to create the Semble collection\n3. Verify at `https:\u002F\u002Fsemble.so\u002Fprofile\u002F{handle}`\n\n## YAML Format\n\n```yaml\ncollection: \"Thread Title — Sources\"\ndescription: \"Source citations for thread on [topic] ([date])\"\nthread:\n  url: https:\u002F\u002Fbsky.app\u002Fprofile\u002F{handle}\u002Fpost\u002F{rkey}\n  note: \"Brief description of the thread's content and claims\"\nsources:\n  - url: https:\u002F\u002Fexample.com\u002Farticle\n    note: \"What specific claim this source supports\"\n    connectionType: SUPPORTS  # optional, defaults to SUPPORTS\n  - url: https:\u002F\u002Fother.com\u002Freport\n    note: \"What specific claim this source supports\"\n    connectionType: OPPOSES   # RELATED | SUPPORTS | OPPOSES | ADDRESSES | HELPFUL | EXPLAINER | LEADS_TO | SUPPLEMENTS\n```\n\n**Important:** Always include the `thread` field. The thread post itself is the anchor — it connects sources to the content they support. Without it, the collection is just a list of links with no context.\n\nEach source `note` should explain what claim it supports, not just describe the article. Good: \"Confirms supply-chain risk designation effective immediately on March 5. Notes designation historically reserved for foreign adversaries (Huawei precedent).\" Bad: \"Reuters article about Anthropic.\"\n\n## Running\n\n```bash\n# From file\nnpx tsx skills\u002Fsemble-sources\u002Fscripts\u002Fcite-sources.ts --input sources.yaml\n\n# From stdin\ncat sources.yaml | npx tsx skills\u002Fsemble-sources\u002Fscripts\u002Fcite-sources.ts\n```\n\nRequires the same env vars as social-cli: `ATPROTO_HANDLE`, `ATPROTO_APP_PASSWORD`, `ATPROTO_PDS`.\n\n## Dependencies\n\n- `@cosmik.network\u002Fsemble-pds-client` (installed in social-cli)\n- `@atproto\u002Fidentity` (peer dep, installed in social-cli)\n\n## Notes\n\n- Collections are publicly visible at `semble.so\u002Fprofile\u002F{handle}`\n- Cards auto-fetch URL metadata (title, description, author, image)\n- The Semble API at `api.semble.so` can query cards and collections programmatically\n- When a `thread` is specified, connections are automatically created from each source → thread using `network.cosmik.connection` records written directly to the PDS\n- Default connection type is `SUPPORTS` — override per-source with `connectionType` in YAML\n- Connection types: RELATED, SUPPORTS, OPPOSES, ADDRESSES, HELPFUL, EXPLAINER, LEADS_TO, SUPPLEMENTS\n- Connections are visible on each card's Semble page under the Connections tab\n",{"data":35,"body":36},{"name":4,"description":6},{"type":37,"children":38},"root",[39,48,54,61,96,102,383,401,414,420,515,543,549,575,581,664],{"type":40,"tag":41,"props":42,"children":44},"element","h1",{"id":43},"semble-source-tracking",[45],{"type":46,"value":47},"text","Semble Source Tracking",{"type":40,"tag":49,"props":50,"children":51},"p",{},[52],{"type":46,"value":53},"After posting a thread, create a Semble collection that links the thread and its sources. 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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":671,"total":830},[672,688,703,715,727,741,753,764,776,792,803,815],{"slug":673,"name":673,"fn":674,"description":675,"org":676,"tags":677,"stars":685,"repoUrl":686,"updatedAt":687},"acquiring-skills","discover and install agent skills","Discover and install skills from Hermes, ClawHub, GitHub, and other registries. Load this skill whenever a user asks for a capability you don't already have — image generation, social media, email, calendar, finance, DevOps, search, browser automation, etc.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[678,681,682],{"name":679,"slug":680,"type":16},"Agents","agents",{"name":18,"slug":19,"type":16},{"name":683,"slug":684,"type":16},"GitHub","github",2831,"https:\u002F\u002Fgithub.com\u002Fletta-ai\u002Fletta-code","2026-07-13T06:22:58.45767",{"slug":689,"name":690,"fn":691,"description":692,"org":693,"tags":694,"stars":685,"repoUrl":686,"updatedAt":702},"context-doctor","Context Doctor","repair system prompt and memory degradation","Identify and repair degradation in system prompt, external memory, and skills preventing you from following instructions or remembering information as well as you should.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[695,696,699],{"name":679,"slug":680,"type":16},{"name":697,"slug":698,"type":16},"AI Context","ai-context",{"name":700,"slug":701,"type":16},"Debugging","debugging","2026-07-13T06:22:50.151002",{"slug":704,"name":704,"fn":705,"description":706,"org":707,"tags":708,"stars":685,"repoUrl":686,"updatedAt":714},"converting-mcps-to-skills","connect MCP servers to create skills","Connect to MCP (Model Context Protocol) servers and create skills for repeated use. Load when a user wants to use an MCP server, connect to external tools via MCP, or when they mention MCP, model context protocol, or specific MCP servers.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[709,710,711],{"name":679,"slug":680,"type":16},{"name":18,"slug":19,"type":16},{"name":712,"slug":713,"type":16},"MCP","mcp","2026-07-13T06:23:37.646079",{"slug":716,"name":716,"fn":717,"description":718,"org":719,"tags":720,"stars":685,"repoUrl":686,"updatedAt":726},"creating-mods","create and edit Letta Code mods","Creates and edits trusted local Letta Code mods, including tools, slash commands, local-only model providers, lifecycle\u002Fturn events, scoped conversation helpers, panels, and capability-gated behavior. Use when asked to make a mod, add an agent-callable tool, add a slash command, add a local provider\u002Fmodel adapter, transform turns, react to app events, or add lightweight mod UI outside the dedicated \u002Fstatusline flow.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[721,722,723],{"name":679,"slug":680,"type":16},{"name":18,"slug":19,"type":16},{"name":724,"slug":725,"type":16},"Coding","coding","2026-07-23T05:42:38.133565",{"slug":728,"name":728,"fn":729,"description":730,"org":731,"tags":732,"stars":685,"repoUrl":686,"updatedAt":740},"creating-skills","create and update agent skills","Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Letta Code's capabilities with specialized knowledge, workflows, or tool integrations.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[733,734,737],{"name":679,"slug":680,"type":16},{"name":735,"slug":736,"type":16},"Documentation","documentation",{"name":738,"slug":739,"type":16},"Plugin Development","plugin-development","2026-07-13T06:22:56.998659",{"slug":742,"name":742,"fn":743,"description":744,"org":745,"tags":746,"stars":685,"repoUrl":686,"updatedAt":752},"customizing-commands","create and manage Letta slash commands","Creates, edits, and enables Letta Code mod-provided slash commands. Use when the user asks to add a custom \u002Fcommand, slash command, command shortcut, scoped conversation-backed command, or command-driven panel behavior.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[747,748,749],{"name":679,"slug":680,"type":16},{"name":18,"slug":19,"type":16},{"name":750,"slug":751,"type":16},"CLI","cli","2026-07-13T06:23:18.266798",{"slug":754,"name":754,"fn":755,"description":756,"org":757,"tags":758,"stars":685,"repoUrl":686,"updatedAt":763},"customizing-statusline","customize Letta Code statusline mods","Creates, edits, and migrates Letta Code statusline mods. Use when handling the \u002Fstatusline command or continuing work started by \u002Fstatusline.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[759,760],{"name":750,"slug":751,"type":16},{"name":761,"slug":762,"type":16},"Engineering","engineering","2026-07-13T06:23:27.465985",{"slug":765,"name":765,"fn":766,"description":767,"org":768,"tags":769,"stars":685,"repoUrl":686,"updatedAt":775},"dispatching-coding-agents","dispatch stateless coding agents","Dispatch stateless coding agents (Claude Code or Codex) via Bash. Use when you're stuck, need a second opinion, or need parallel research on a hard problem. They have no memory — you must provide all context.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[770,771,772],{"name":679,"slug":680,"type":16},{"name":724,"slug":725,"type":16},{"name":773,"slug":774,"type":16},"Multi-Agent","multi-agent","2026-07-26T05:46:56.388845",{"slug":777,"name":777,"fn":778,"description":779,"org":780,"tags":781,"stars":685,"repoUrl":686,"updatedAt":791},"editing-letta-code-desktop-preferences","edit Letta Code Desktop preferences","Edits Letta Code Desktop (LCD) preferences by safely reading and updating ~\u002F.letta\u002Fdesktop_preferences.json. Use only when the user asks to change current Desktop\u002FLCD settings such as theme, default working directory, remote access preference, or remote environment name via the preferences JSON.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[782,785,788],{"name":783,"slug":784,"type":16},"Configuration","configuration",{"name":786,"slug":787,"type":16},"Desktop","desktop",{"name":789,"slug":790,"type":16},"Themes","themes","2026-07-13T06:23:41.407811",{"slug":793,"name":793,"fn":794,"description":795,"org":796,"tags":797,"stars":685,"repoUrl":686,"updatedAt":802},"finding-agents","locate and manage agents on server","Find other agents on the same server. Use when the user asks about other agents, wants to migrate memory from another agent, or needs to find an agent by name or tags.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[798,799],{"name":679,"slug":680,"type":16},{"name":800,"slug":801,"type":16},"Management","management","2026-07-16T06:02:17.297841",{"slug":804,"name":804,"fn":805,"description":806,"org":807,"tags":808,"stars":685,"repoUrl":686,"updatedAt":814},"generating-mod-envs","generate Letta mod learning environments","Generates and reviews mod learning env JSON files for Letta Code local mods. Use when asked to teach, learn, or optimize a mod behavior; create, draft, validate, improve, or explain envs for `\u002Fmods learn --env`; or design evaluation scenarios, memory fixtures, requiredResultMarkers, requiredTraceMarkers, negative controls, and candidate diversity hints.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[809,810,813],{"name":679,"slug":680,"type":16},{"name":811,"slug":812,"type":16},"AI Infrastructure","ai-infrastructure",{"name":783,"slug":784,"type":16},"2026-07-13T06:23:08.838181",{"slug":816,"name":816,"fn":817,"description":818,"org":819,"tags":820,"stars":685,"repoUrl":686,"updatedAt":829},"image-generation","generate images from text prompts","Generate images from text prompts (and optionally edit\u002Fremix input images). Use when the user asks to create, generate, draw, render, or edit an image, illustration, logo, icon, diagram, or photo.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[821,824,827],{"name":822,"slug":823,"type":16},"Creative","creative",{"name":825,"slug":826,"type":16},"Graphics","graphics",{"name":828,"slug":816,"type":16},"Image Generation","2026-07-13T06:23:06.189403",69,{"items":832,"total":174},[833,849,855],{"slug":834,"name":834,"fn":835,"description":836,"org":837,"tags":838,"stars":23,"repoUrl":24,"updatedAt":848},"blog","publish markdown blog posts","Publish long-form markdown content to GreenGale (ATProtocol-native blogging). Use when asked to publish a blog post, write an article, or post long-form content.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[839,842,845],{"name":840,"slug":841,"type":16},"Content Creation","content-creation",{"name":843,"slug":844,"type":16},"Markdown","markdown",{"name":846,"slug":847,"type":16},"Writing","writing","2026-07-13T06:26:02.81621",{"slug":4,"name":4,"fn":5,"description":6,"org":850,"tags":851,"stars":23,"repoUrl":24,"updatedAt":25},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[852,853,854],{"name":18,"slug":19,"type":16},{"name":21,"slug":22,"type":16},{"name":14,"slug":15,"type":16},{"slug":856,"name":856,"fn":857,"description":858,"org":859,"tags":860,"stars":23,"repoUrl":24,"updatedAt":869},"social-conduct","manage social media conduct and engagement","Social conduct and norms for AI agents operating on Bluesky and X through social-cli. Hard rules, platform-specific norms, and engagement principles. Load this before any posting, replying, following, liking, or DM behavior — especially from a new account or on a new network.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[861,862,863,866],{"name":679,"slug":680,"type":16},{"name":750,"slug":751,"type":16},{"name":864,"slug":865,"type":16},"Communications","communications",{"name":867,"slug":868,"type":16},"Social Media","social-media","2026-07-13T06:26:08.537565"]