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USE FOR: starting a new spec-kit project, bootstrapping spec-driven development in an existing repo, installing spec-kit templates\u002Fscripts\u002Fcommands for Copilot. DO NOT USE FOR: managing extensions\u002Fpresets\u002Fbundles of an already-initialized project (use the speckit-extension \u002F speckit-preset \u002F speckit-bundle skills instead).'\nargument-hint: 'project name (or \".\" \u002F --here for current directory)'\n---\n\n# Spec Kit — init\n\nInitialize a spec-driven development project for **GitHub Copilot** with the\n**Specify CLI** (`specify`). This skill exposes the `specify init` command. You (the\nagent) run the CLI on the user's behalf via the shell; the CLI does the scaffolding.\n\nBecause this is the Copilot plugin, **always** scaffold Copilot in **skills mode**:\n\n```\n--integration copilot --integration-options=\"--skills\"\n```\n\nThis installs spec-kit commands (and any extensions added later) as Copilot\n**Agent Skills** — `.github\u002Fskills\u002Fspeckit-\u003Ccmd>\u002FSKILL.md` — rather than the default\n`.github\u002Fagents\u002F*.agent.md` layout. Skills are what Copilot CLI discovers as `SKILL.md`,\nso this keeps the project consistent with how this plugin works. Do not omit\n`--integration-options=\"--skills\"`.\n\n## Prerequisite\n\nThis skill needs the `specify` CLI. Confirm it is available:\n\n```bash\nspecify --version\n```\n\nIf it is missing (`command not found`), use the **speckit-cli-setup** skill to install\nit first, then continue.\n\n## When to use\n\n- The user wants to start a **new** spec-kit project.\n- The user wants to add spec-driven development to the **current** directory.\n\n## How to invoke\n\n`specify init` scaffolds templates, scripts, the spec-kit workflow, shared\ninfrastructure, and the Copilot command files. It runs offline from assets\nbundled in the installed CLI.\n\nCommon forms (always Copilot + skills mode). Pick the `--script` flavor for the\nuser's OS — `sh` on **macOS\u002FLinux**, `ps` on **Windows** (the examples below use\n`sh`; swap in `--script ps` on Windows):\n\n```bash\n# New project directory\nspecify init \u003Cproject-name> --integration copilot --integration-options=\"--skills\" --script sh\n\n# Initialize in the current directory\nspecify init . --integration copilot --integration-options=\"--skills\" --script sh\nspecify init --here --integration copilot --integration-options=\"--skills\" --script sh\n\n# Current directory is non-empty: skip the confirmation prompt\nspecify init --here --integration copilot --integration-options=\"--skills\" --script sh --force\n\n# Install a preset at init time\nspecify init \u003Cproject-name> --integration copilot --integration-options=\"--skills\" --script sh --preset healthcare-compliance\n```\n\nOn Windows, use `--script ps` instead:\n\n```powershell\nspecify init \u003Cproject-name> --integration copilot --integration-options=\"--skills\" --script ps\n```\n\n### Key options\n\n- `--integration copilot` — always use this in the Copilot plugin.\n- `--integration-options=\"--skills\"` — **required**; scaffolds spec-kit commands as Copilot Agent Skills (`SKILL.md`) instead of `.agent.md` files.\n- `--script \u003Csh|ps|py>` — choose the helper script flavor. **Always pass this when\n  running `specify init` for the user.** When stdin is a TTY — which the agent shell\n  allocates — omitting `--script` opens an interactive \"Choose script type\" chooser that\n  blocks the command. (With genuinely non-interactive stdin, e.g. a closed pipe, the CLI\n  instead auto-selects the OS default, but you can't rely on that from a PTY-backed agent\n  session.) Use `sh` on **macOS\u002FLinux**, `ps` on **Windows**; `py` is a cross-platform\n  Python fallback.\n- `--ignore-agent-tools` — skip checks for the agent's CLI tools. **Recommended** for the\n  Copilot plugin so init doesn't fail on missing external agent CLIs.\n- `--here` \u002F `.` — initialize in the current directory instead of creating a new one.\n- `--force` — skip the confirmation when `--here` targets a non-empty directory.\n- `--preset \u003Cid>` — install a preset during initialization.\n\n## Notes\n\n- Prefer non-interactive flags so the command does not block on prompts.\n- **Always pass `--script`** (`sh` on macOS\u002FLinux, `ps` on Windows, `py` anywhere).\n  When `specify init` runs with a TTY on stdin — as it does in a PTY-backed agent\n  session — omitting `--script` opens an interactive \"Choose script type\" chooser that\n  blocks. (`--integration copilot` already suppresses the *integration* chooser, but the\n  *script-type* chooser still appears.) 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Also use when memory doesn't match calculations, quantization didn't help, or nodes crash during recovery.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1202,1205,1206,1209,1210],{"name":1203,"slug":1204,"type":15},"Cost Optimization","cost-optimization",{"name":1170,"slug":1171,"type":15},{"name":1207,"slug":1208,"type":15},"Observability","observability",{"name":1192,"slug":1193,"type":15},{"name":1173,"slug":1174,"type":15},"2026-04-18T04:46:01.525023",{"slug":1213,"name":1213,"fn":1214,"description":1215,"org":1216,"tags":1217,"stars":1175,"repoUrl":1176,"updatedAt":1225},"qdrant-minimize-latency","minimize Qdrant query latency","Guides Qdrant query latency optimization. Use when someone asks 'search is slow', 'how to reduce latency', 'p99 is too high', 'tail latency', 'single query too slow', 'how to make search faster', or 'latency spikes'.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1218,1219,1220,1221,1222],{"name":1164,"slug":1165,"type":15},{"name":1170,"slug":1171,"type":15},{"name":1192,"slug":1193,"type":15},{"name":1173,"slug":1174,"type":15},{"name":1223,"slug":1224,"type":15},"Search","search","2026-04-18T04:46:10.126667",{"slug":1227,"name":1227,"fn":1228,"description":1229,"org":1230,"tags":1231,"stars":1175,"repoUrl":1176,"updatedAt":1239},"qdrant-monitoring-debugging","debug Qdrant production issues with metrics","Diagnoses Qdrant production issues using metrics and observability tools. Use when someone reports 'optimizer stuck', 'indexing too slow', 'memory too high', 'OOM crash', 'queries are slow', 'latency spike', or 'search was fast now it's slow'. Also use when performance degrades without obvious config changes.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1232,1233,1236,1237,1238],{"name":1101,"slug":1102,"type":15},{"name":1234,"slug":1235,"type":15},"Monitoring","monitoring",{"name":1207,"slug":1208,"type":15},{"name":1192,"slug":1193,"type":15},{"name":1173,"slug":1174,"type":15},"2026-04-18T04:46:06.450784",{"slug":1241,"name":1241,"fn":1242,"description":1243,"org":1244,"tags":1245,"stars":1175,"repoUrl":1176,"updatedAt":1253},"qdrant-monitoring-setup","set up Qdrant monitoring and alerting","Guides Qdrant monitoring setup including Prometheus scraping, health probes, Hybrid Cloud metrics, alerting, and log centralization. Use when someone asks 'how to set up monitoring', 'Prometheus config', 'Grafana dashboard', 'health check endpoints', 'how to scrape Hybrid Cloud', 'what alerts to set', 'how to centralize logs', or 'audit logging'.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1246,1247,1248,1249,1250],{"name":1161,"slug":1162,"type":15},{"name":1234,"slug":1235,"type":15},{"name":1207,"slug":1208,"type":15},{"name":1173,"slug":1174,"type":15},{"name":1251,"slug":1252,"type":15},"SRE","sre","2026-04-18T04:46:05.217192",{"slug":1255,"name":1255,"fn":1256,"description":1257,"org":1258,"tags":1259,"stars":1175,"repoUrl":1176,"updatedAt":1265},"qdrant-scaling-data-volume","scale Qdrant data volume","Guides Qdrant data volume scaling decisions. Use when someone asks 'data doesn't fit on one node', 'too much data', 'need more storage', 'vertical or horizontal scaling', 'tenant scaling', 'time window rotation', or 'data growth exceeds capacity'.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1260,1261,1262,1263,1264],{"name":1161,"slug":1162,"type":15},{"name":1164,"slug":1165,"type":15},{"name":1167,"slug":1168,"type":15},{"name":1170,"slug":1171,"type":15},{"name":1173,"slug":1174,"type":15},"2026-04-18T04:46:07.684464",{"slug":1267,"name":1267,"fn":1268,"description":1269,"org":1270,"tags":1271,"stars":1175,"repoUrl":1176,"updatedAt":1277},"qdrant-scaling-qps","scale Qdrant query throughput","Guides Qdrant query throughput (QPS) scaling. Use when someone asks 'how to increase QPS', 'need more throughput', 'queries per second too low', 'batch search', 'read replicas', or 'how to handle more concurrent queries'.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1272,1273,1274,1275,1276],{"name":1161,"slug":1162,"type":15},{"name":1164,"slug":1165,"type":15},{"name":1170,"slug":1171,"type":15},{"name":1192,"slug":1193,"type":15},{"name":1173,"slug":1174,"type":15},"2026-04-18T04:46:08.905219",{"slug":1279,"name":1279,"fn":1280,"description":1281,"org":1282,"tags":1283,"stars":1175,"repoUrl":1176,"updatedAt":1289},"qdrant-scaling-query-volume","scale Qdrant query volume and pagination","Guides Qdrant query volume scaling. Use when someone asks 'query returns too many results', 'scroll performance', 'large limit values', 'paginating search results', 'fetching many vectors', or 'high cardinality results'.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1284,1285,1286,1287,1288],{"name":1164,"slug":1165,"type":15},{"name":1170,"slug":1171,"type":15},{"name":1192,"slug":1193,"type":15},{"name":1173,"slug":1174,"type":15},{"name":1223,"slug":1224,"type":15},"2026-04-18T04:46:11.371326",{"slug":1291,"name":1291,"fn":1292,"description":1293,"org":1294,"tags":1295,"stars":1175,"repoUrl":1176,"updatedAt":1305},"qdrant-search-quality-diagnosis","diagnose Qdrant search quality issues","Diagnoses Qdrant search quality issues. Use when someone reports 'results are bad', 'wrong results', 'not relevant results', 'missing matches', 'recall is low', 'approximate search worse than exact', 'which embedding model', or 'quality dropped after quantization'. Also use when search quality degrades without obvious changes.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1296,1299,1302,1303,1304],{"name":1297,"slug":1298,"type":15},"Analytics","analytics",{"name":1300,"slug":1301,"type":15},"Data Quality","data-quality",{"name":1101,"slug":1102,"type":15},{"name":1173,"slug":1174,"type":15},{"name":1223,"slug":1224,"type":15},"2026-04-18T04:46:17.579894",{"slug":1307,"name":1307,"fn":1308,"description":1309,"org":1310,"tags":1311,"stars":1175,"repoUrl":1176,"updatedAt":1317},"qdrant-search-speed-optimization","optimize Qdrant search speed","Diagnoses and fixes slow Qdrant search. Use when someone reports 'search is slow', 'high latency', 'queries take too long', 'low QPS', 'throughput too low', 'filtered search is slow', or 'search was fast but now it's slow'. Also use when search performance degrades after config changes or data growth.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1312,1313,1314,1315,1316],{"name":1297,"slug":1298,"type":15},{"name":1170,"slug":1171,"type":15},{"name":1192,"slug":1193,"type":15},{"name":1173,"slug":1174,"type":15},{"name":1223,"slug":1224,"type":15},"2026-04-18T04:46:03.987332",{"slug":1319,"name":1319,"fn":1320,"description":1321,"org":1322,"tags":1323,"stars":1175,"repoUrl":1176,"updatedAt":1329},"qdrant-search-strategies","select optimal Qdrant search strategies","Guides Qdrant search strategy selection. Use when someone asks 'should I use hybrid search?', 'BM25 or sparse vectors?', 'how to rerank?', 'results are not relevant', 'I don't get needed results from my dataset but they're there', 'retrieval quality is not good enough', 'results too similar', 'need diversity', 'MMR', 'relevance feedback', 'recommendation API', 'discovery API', 'ColBERT reranking', or 'missing keyword matches'",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1324,1325,1326,1327,1328],{"name":1161,"slug":1162,"type":15},{"name":1297,"slug":1298,"type":15},{"name":1164,"slug":1165,"type":15},{"name":1173,"slug":1174,"type":15},{"name":1223,"slug":1224,"type":15},"2026-04-18T04:46:18.812306",45]