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Use when you need to find conceptually related memory blocks, discover forgotten reference files, check what you already know before creating new memory, or search beyond exact keyword matching. Currently supports QMD (local, no API keys).\n---\n\n# MemFS Search\n\nSemantic search over your memory filesystem. Useful when Grep isn't enough — finding conceptually related blocks, discovering forgotten reference files, or answering \"what do I know about X\" across all memory.\n\n## Setup\n\nFirst time only. Run the setup script to create the index and generate embeddings:\n\n```bash\nbash \u003CSKILL_DIR>\u002Fscripts\u002Fmemfs-search.sh setup\n```\n\nThis creates a QMD collection over `$MEMORY_DIR`, adds context annotations, and embeds all `.md` files. First run downloads ~2GB of local GGUF models to `~\u002F.cache\u002Fqmd\u002Fmodels\u002F`.\n\nFor installation, embedding model options, and troubleshooting: [references\u002Fqmd-setup.md](references\u002Fqmd-setup.md).\n\n## Searching\n\nThree tiers. Pick based on what you know about your query:\n\n| You have... | Use | Command | Speed |\n|-------------|-----|---------|-------|\n| An exact term or phrase | **keyword** | `search` | ~0.3s |\n| A vague concept (\"what do I know about X\") | **semantic** | `vsearch` | ~2s cold, \u003C1s warm |\n| No idea, need the best results | **hybrid** | `query` | ~3s cold, \u003C1s warm |\n\n```bash\nS=\"bash \u003CSKILL_DIR>\u002Fscripts\u002Fmemfs-search.sh\"\n\n# Keyword — fast, use first\n$S search \"lettabot architecture\"\n\n# Semantic — conceptual, use when keyword misses\n$S vsearch \"how does the user feel about code reviews\"\n\n# Hybrid — best quality, uses keyword + vectors + reranking\n$S query \"projects cameron is working on\"\n```\n\n**Always start with keyword search.** Only escalate when it misses. Hybrid is 10x slower than keyword.\n\n### Output Formats\n\nAll commands accept output flags forwarded to QMD:\n\n```bash\n$S search \"topic\" --json       # structured (for processing)\n$S search \"topic\" --files      # file paths only (pipe into Read)\n$S search \"topic\" --full       # full document, not snippet\n$S search \"topic\" -n 15        # more results (default: 5)\n```\n\n`--json` returns an array of objects with `file`, `score`, `snippet`, and `context` fields.\n\n### Retrieval\n\nFetch a specific file or batch of files without searching:\n\n```bash\n# Single file\nqmd get \"system\u002Fhuman\u002Fidentity.md\" -c memory --full\n\n# Batch by glob\nqmd multi-get \"reference\u002Fprojects\u002F*\" -c memory\n```\n\n## When to Search Proactively\n\nDon't wait to be asked. Search memory when:\n\n1. **Before creating a new memory file** — check if the topic already exists. `$S search \"topic\" --files` tells you instantly.\n2. **User asks \"do you know about X\"** — search before saying no. Reference files you haven't loaded recently might have it.\n3. **During `\u002Finit` or memory reorg** — verify coverage. Search for key concepts and confirm they're stored somewhere.\n4. **Debugging \"I told you about this\"** — the user thinks you should know something. 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glob\n",{"type":40,"tag":78,"props":728,"children":729},{"class":80,"line":380},[730,734,739,743,748,752,756],{"type":40,"tag":78,"props":731,"children":732},{"style":85},[733],{"type":45,"value":677},{"type":40,"tag":78,"props":735,"children":736},{"style":96},[737],{"type":45,"value":738}," multi-get",{"type":40,"tag":78,"props":740,"children":741},{"style":90},[742],{"type":45,"value":687},{"type":40,"tag":78,"props":744,"children":745},{"style":96},[746],{"type":45,"value":747},"reference\u002Fprojects\u002F*",{"type":40,"tag":78,"props":749,"children":750},{"style":90},[751],{"type":45,"value":325},{"type":40,"tag":78,"props":753,"children":754},{"style":96},[755],{"type":45,"value":701},{"type":40,"tag":78,"props":757,"children":758},{"style":96},[759],{"type":45,"value":760}," memory\n",{"type":40,"tag":54,"props":762,"children":764},{"id":763},"when-to-search-proactively",[765],{"type":45,"value":766},"When to Search Proactively",{"type":40,"tag":48,"props":768,"children":769},{},[770],{"type":45,"value":771},"Don't wait to be asked. Search memory when:",{"type":40,"tag":773,"props":774,"children":775},"ol",{},[776,795,805,823],{"type":40,"tag":777,"props":778,"children":779},"li",{},[780,785,787,793],{"type":40,"tag":223,"props":781,"children":782},{},[783],{"type":45,"value":784},"Before creating a new memory file",{"type":45,"value":786}," — check if the topic already exists. ",{"type":40,"tag":74,"props":788,"children":790},{"className":789},[],[791],{"type":45,"value":792},"$S search \"topic\" --files",{"type":45,"value":794}," tells you instantly.",{"type":40,"tag":777,"props":796,"children":797},{},[798,803],{"type":40,"tag":223,"props":799,"children":800},{},[801],{"type":45,"value":802},"User asks \"do you know about X\"",{"type":45,"value":804}," — search before saying no. Reference files you haven't loaded recently might have it.",{"type":40,"tag":777,"props":806,"children":807},{},[808,821],{"type":40,"tag":223,"props":809,"children":810},{},[811,813,819],{"type":45,"value":812},"During ",{"type":40,"tag":74,"props":814,"children":816},{"className":815},[],[817],{"type":45,"value":818},"\u002Finit",{"type":45,"value":820}," or memory reorg",{"type":45,"value":822}," — verify coverage. Search for key concepts and confirm they're stored somewhere.",{"type":40,"tag":777,"props":824,"children":825},{},[826,831],{"type":40,"tag":223,"props":827,"children":828},{},[829],{"type":45,"value":830},"Debugging \"I told you about this\"",{"type":45,"value":832}," — the user thinks you should know something. Search memory before falling back to message history.",{"type":40,"tag":54,"props":834,"children":836},{"id":835},"maintenance",[837],{"type":45,"value":838},"Maintenance",{"type":40,"tag":48,"props":840,"children":841},{},[842,844,849],{"type":45,"value":843},"After bulk memory changes (e.g. after ",{"type":40,"tag":74,"props":845,"children":847},{"className":846},[],[848],{"type":45,"value":818},{"type":45,"value":850},", reorganization, creating many files):",{"type":40,"tag":66,"props":852,"children":854},{"className":68,"code":853,"language":70,"meta":71,"style":71},"bash \u003CSKILL_DIR>\u002Fscripts\u002Fmemfs-search.sh reindex\n",[855],{"type":40,"tag":74,"props":856,"children":857},{"__ignoreMap":71},[858],{"type":40,"tag":78,"props":859,"children":860},{"class":80,"line":81},[861,865,869,873,877,881,885],{"type":40,"tag":78,"props":862,"children":863},{"style":85},[864],{"type":45,"value":70},{"type":40,"tag":78,"props":866,"children":867},{"style":90},[868],{"type":45,"value":93},{"type":40,"tag":78,"props":870,"children":871},{"style":96},[872],{"type":45,"value":99},{"type":40,"tag":78,"props":874,"children":875},{"style":102},[876],{"type":45,"value":105},{"type":40,"tag":78,"props":878,"children":879},{"style":90},[880],{"type":45,"value":110},{"type":40,"tag":78,"props":882,"children":883},{"style":96},[884],{"type":45,"value":115},{"type":40,"tag":78,"props":886,"children":887},{"style":96},[888],{"type":45,"value":889}," reindex\n",{"type":40,"tag":48,"props":891,"children":892},{},[893],{"type":45,"value":894},"Check index health:",{"type":40,"tag":66,"props":896,"children":898},{"className":68,"code":897,"language":70,"meta":71,"style":71},"bash \u003CSKILL_DIR>\u002Fscripts\u002Fmemfs-search.sh status\n",[899],{"type":40,"tag":74,"props":900,"children":901},{"__ignoreMap":71},[902],{"type":40,"tag":78,"props":903,"children":904},{"class":80,"line":81},[905,909,913,917,921,925,929],{"type":40,"tag":78,"props":906,"children":907},{"style":85},[908],{"type":45,"value":70},{"type":40,"tag":78,"props":910,"children":911},{"style":90},[912],{"type":45,"value":93},{"type":40,"tag":78,"props":914,"children":915},{"style":96},[916],{"type":45,"value":99},{"type":40,"tag":78,"props":918,"children":919},{"style":102},[920],{"type":45,"value":105},{"type":40,"tag":78,"props":922,"children":923},{"style":90},[924],{"type":45,"value":110},{"type":40,"tag":78,"props":926,"children":927},{"style":96},[928],{"type":45,"value":115},{"type":40,"tag":78,"props":930,"children":931},{"style":96},[932],{"type":45,"value":933}," status\n",{"type":40,"tag":54,"props":935,"children":937},{"id":936},"when-not-to-use",[938],{"type":45,"value":939},"When NOT to Use",{"type":40,"tag":941,"props":942,"children":943},"ul",{},[944,949,954,959,972],{"type":40,"tag":777,"props":945,"children":946},{},[947],{"type":45,"value":948},"Exact string matching — use Grep.",{"type":40,"tag":777,"props":950,"children":951},{},[952],{"type":45,"value":953},"Finding files by name\u002Fpattern — use Glob.",{"type":40,"tag":777,"props":955,"children":956},{},[957],{"type":45,"value":958},"Reading a file you already know the path to — use Read.",{"type":40,"tag":777,"props":960,"children":961},{},[962,964,970],{"type":45,"value":963},"Searching message history — use the ",{"type":40,"tag":74,"props":965,"children":967},{"className":966},[],[968],{"type":45,"value":969},"searching-messages",{"type":45,"value":971}," skill.",{"type":40,"tag":777,"props":973,"children":974},{},[975],{"type":45,"value":976},"The query is a single word that would match literally — keyword Grep is faster.",{"type":40,"tag":978,"props":979,"children":980},"style",{},[981],{"type":45,"value":982},"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":984,"total":1102},[985,1001,1018,1037,1052,1073,1083],{"slug":986,"name":986,"fn":987,"description":988,"org":989,"tags":990,"stars":23,"repoUrl":24,"updatedAt":1000},"1password","manage secrets with 1Password CLI","Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app integration, signing in (single or multi-account), or reading\u002Finjecting\u002Frunning secrets via op.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[991,994,997],{"name":992,"slug":993,"type":16},"Authentication","authentication",{"name":995,"slug":996,"type":16},"CLI","cli",{"name":998,"slug":999,"type":16},"Security","security","2026-07-13T06:24:39.504387",{"slug":1002,"name":1002,"fn":1003,"description":1004,"org":1005,"tags":1006,"stars":23,"repoUrl":24,"updatedAt":1017},"agent-slack","automate Slack messaging and workflows","Slack automation CLI — read\u002Fsend\u002Fsearch messages, browse threads and channels, manage channels, download attachments, look up users, and run workflows.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1007,1010,1011,1014],{"name":1008,"slug":1009,"type":16},"Automation","automation",{"name":995,"slug":996,"type":16},{"name":1012,"slug":1013,"type":16},"Messaging","messaging",{"name":1015,"slug":1016,"type":16},"Slack","slack","2026-07-13T06:23:51.908511",{"slug":1019,"name":1019,"fn":1020,"description":1021,"org":1022,"tags":1023,"stars":23,"repoUrl":24,"updatedAt":1036},"ai-news","fetch and summarize AI news","Fetch and summarize recent AI news from curated RSS feeds (Hugging Face, VentureBeat, The Verge, OpenAI, Anthropic, DeepMind, etc.) and YouTube channels (Yannic Kilcher, Two Minute Papers, AI Explained, etc.). Also fetches full transcripts for specific YouTube videos. Use when the user asks about recent AI news, what's happened in AI lately, summaries of AI research or product announcements, or wants a digest of what's going on in the AI space.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1024,1027,1030,1033],{"name":1025,"slug":1026,"type":16},"Communications","communications",{"name":1028,"slug":1029,"type":16},"LLM","llm",{"name":1031,"slug":1032,"type":16},"Research","research",{"name":1034,"slug":1035,"type":16},"Summarization","summarization","2026-07-13T06:24:20.520223",{"slug":1038,"name":1038,"fn":1039,"description":1040,"org":1041,"tags":1042,"stars":23,"repoUrl":24,"updatedAt":1051},"creating-letta-code-channels","build and debug Letta Code channels","Builds and debugs Letta Code channels, including first-party channel adapters and dynamic user channel plugins under ~\u002F.letta\u002Fchannels. Use when adding Telegram, WhatsApp, Bluesky, Slack, Discord, or custom channel support; testing channel routing, pairing, MessageChannel, runtime dependencies, or channel plugin manifests.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1043,1046,1049,1050],{"name":1044,"slug":1045,"type":16},"Agents","agents",{"name":1047,"slug":1048,"type":16},"API Development","api-development",{"name":1012,"slug":1013,"type":16},{"name":1015,"slug":1016,"type":16},"2026-07-13T06:25:55.843495",{"slug":1053,"name":1053,"fn":1054,"description":1055,"org":1056,"tags":1057,"stars":23,"repoUrl":24,"updatedAt":1072},"datadog","query Datadog observability data","Query Datadog observability data (logs, metrics, monitors, dashboards, hosts) via direct API. Use when investigating production issues, checking monitors, searching logs, or accessing Datadog data.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1058,1060,1063,1066,1069],{"name":1059,"slug":1053,"type":16},"Datadog",{"name":1061,"slug":1062,"type":16},"Logs","logs",{"name":1064,"slug":1065,"type":16},"Metrics","metrics",{"name":1067,"slug":1068,"type":16},"Monitoring","monitoring",{"name":1070,"slug":1071,"type":16},"Observability","observability","2026-07-13T06:24:27.990605",{"slug":1074,"name":1074,"fn":1075,"description":1076,"org":1077,"tags":1078,"stars":23,"repoUrl":24,"updatedAt":1082},"discord","automate Discord server and channel tasks","Discord automation CLI — send\u002Fread\u002Fsearch messages, manage channels and servers, react, create threads, pin messages, and look up users.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1079,1080,1081],{"name":1008,"slug":1009,"type":16},{"name":995,"slug":996,"type":16},{"name":1012,"slug":1013,"type":16},"2026-07-13T06:24:26.62387",{"slug":1084,"name":1084,"fn":1085,"description":1086,"org":1087,"tags":1088,"stars":23,"repoUrl":24,"updatedAt":1101},"doc","create and edit Word documents","Use when the task involves reading, creating, or editing `.docx` documents, especially when formatting or layout fidelity matters; prefer `python-docx` plus the bundled `scripts\u002Frender_docx.py` for visual checks.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1089,1092,1095,1098],{"name":1090,"slug":1091,"type":16},"Documents","documents",{"name":1093,"slug":1094,"type":16},"DOCX","docx",{"name":1096,"slug":1097,"type":16},"Office","office",{"name":1099,"slug":1100,"type":16},"Word","word","2026-07-13T06:23:44.299568",45,{"items":1104,"total":1259},[1105,1119,1134,1146,1158,1172,1182,1193,1205,1221,1232,1244],{"slug":1106,"name":1106,"fn":1107,"description":1108,"org":1109,"tags":1110,"stars":1116,"repoUrl":1117,"updatedAt":1118},"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},[1111,1112,1113],{"name":1044,"slug":1045,"type":16},{"name":1008,"slug":1009,"type":16},{"name":1114,"slug":1115,"type":16},"GitHub","github",2831,"https:\u002F\u002Fgithub.com\u002Fletta-ai\u002Fletta-code","2026-07-13T06:22:58.45767",{"slug":1120,"name":1121,"fn":1122,"description":1123,"org":1124,"tags":1125,"stars":1116,"repoUrl":1117,"updatedAt":1133},"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},[1126,1127,1130],{"name":1044,"slug":1045,"type":16},{"name":1128,"slug":1129,"type":16},"AI Context","ai-context",{"name":1131,"slug":1132,"type":16},"Debugging","debugging","2026-07-13T06:22:50.151002",{"slug":1135,"name":1135,"fn":1136,"description":1137,"org":1138,"tags":1139,"stars":1116,"repoUrl":1117,"updatedAt":1145},"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},[1140,1141,1142],{"name":1044,"slug":1045,"type":16},{"name":1008,"slug":1009,"type":16},{"name":1143,"slug":1144,"type":16},"MCP","mcp","2026-07-13T06:23:37.646079",{"slug":1147,"name":1147,"fn":1148,"description":1149,"org":1150,"tags":1151,"stars":1116,"repoUrl":1117,"updatedAt":1157},"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},[1152,1153,1154],{"name":1044,"slug":1045,"type":16},{"name":1008,"slug":1009,"type":16},{"name":1155,"slug":1156,"type":16},"Coding","coding","2026-07-23T05:42:38.133565",{"slug":1159,"name":1159,"fn":1160,"description":1161,"org":1162,"tags":1163,"stars":1116,"repoUrl":1117,"updatedAt":1171},"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},[1164,1165,1168],{"name":1044,"slug":1045,"type":16},{"name":1166,"slug":1167,"type":16},"Documentation","documentation",{"name":1169,"slug":1170,"type":16},"Plugin Development","plugin-development","2026-07-13T06:22:56.998659",{"slug":1173,"name":1173,"fn":1174,"description":1175,"org":1176,"tags":1177,"stars":1116,"repoUrl":1117,"updatedAt":1181},"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},[1178,1179,1180],{"name":1044,"slug":1045,"type":16},{"name":1008,"slug":1009,"type":16},{"name":995,"slug":996,"type":16},"2026-07-13T06:23:18.266798",{"slug":1183,"name":1183,"fn":1184,"description":1185,"org":1186,"tags":1187,"stars":1116,"repoUrl":1117,"updatedAt":1192},"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},[1188,1189],{"name":995,"slug":996,"type":16},{"name":1190,"slug":1191,"type":16},"Engineering","engineering","2026-07-13T06:23:27.465985",{"slug":1194,"name":1194,"fn":1195,"description":1196,"org":1197,"tags":1198,"stars":1116,"repoUrl":1117,"updatedAt":1204},"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},[1199,1200,1201],{"name":1044,"slug":1045,"type":16},{"name":1155,"slug":1156,"type":16},{"name":1202,"slug":1203,"type":16},"Multi-Agent","multi-agent","2026-07-26T05:46:56.388845",{"slug":1206,"name":1206,"fn":1207,"description":1208,"org":1209,"tags":1210,"stars":1116,"repoUrl":1117,"updatedAt":1220},"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},[1211,1214,1217],{"name":1212,"slug":1213,"type":16},"Configuration","configuration",{"name":1215,"slug":1216,"type":16},"Desktop","desktop",{"name":1218,"slug":1219,"type":16},"Themes","themes","2026-07-13T06:23:41.407811",{"slug":1222,"name":1222,"fn":1223,"description":1224,"org":1225,"tags":1226,"stars":1116,"repoUrl":1117,"updatedAt":1231},"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},[1227,1228],{"name":1044,"slug":1045,"type":16},{"name":1229,"slug":1230,"type":16},"Management","management","2026-07-16T06:02:17.297841",{"slug":1233,"name":1233,"fn":1234,"description":1235,"org":1236,"tags":1237,"stars":1116,"repoUrl":1117,"updatedAt":1243},"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},[1238,1239,1242],{"name":1044,"slug":1045,"type":16},{"name":1240,"slug":1241,"type":16},"AI Infrastructure","ai-infrastructure",{"name":1212,"slug":1213,"type":16},"2026-07-13T06:23:08.838181",{"slug":1245,"name":1245,"fn":1246,"description":1247,"org":1248,"tags":1249,"stars":1116,"repoUrl":1117,"updatedAt":1258},"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},[1250,1253,1256],{"name":1251,"slug":1252,"type":16},"Creative","creative",{"name":1254,"slug":1255,"type":16},"Graphics","graphics",{"name":1257,"slug":1245,"type":16},"Image Generation","2026-07-13T06:23:06.189403",69]