sciatlas-trend-report

# SciAtlas Trend Report Use this skill to build a trend report from `search-papers` evidence only. ## Operating Contract - Do not call any SciAtlas downstream command. The only SciAtlas retrieval command allowed is `search-papers`. - Own the end-to-end novice flow: install or locate the CLI, guide registration, configure environment variables, run retrieval, inspect artifacts, and write the trend report. - Ask the user only for email, verification code, token, or the desired time range if it is essential. - Do not ask the user to run shell commands when tool access is available. - Do not reveal the full token. ## Zero-Start Bootstrap 1. Check whether the `sciatlas` executable exists without invoking a SciAtlas command: use `Get-Command sciatlas -ErrorAction SilentlyContinue` on Windows PowerShell or `command -v sciatlas` on macOS/Linux. Install if needed with `python -m pip install -e ./sciatlas` or `python -m pip install "git+https://github.com/zjunlp/SciAtlas.git#subdirectory=sciatlas"`. 2. If there is no `SCIATLAS_API_KEY`, guide registration at `http://sciatlas.openkg.cn/register`, asking for email/code/token only when needed. 3. Configure: ```powershell $env:SCIATLAS_API_BASE_URL = "http://sciatlas.openkg.cn" $env:SCIATLAS_API_KEY = "<token>" setx SCIATLAS_API_BASE_URL "http://sciatlas.openkg.cn" setx SCIATLAS_API_KEY "<token>" ``` ```bash export SCIATLAS_API_BASE_URL="http://sciatlas.openkg.cn" export SCIATLAS_API_KEY="<token>" ``` 4. Use `search-papers --top-k 1` as the only token smoke test if needed. ## Search Plan Run only `search-papers`. Use a time range whenever possible: ```bash sciatlas search-papers --retrieval-mode hybrid --query "<topic>" --time-range "<start-end>" --keyword "high:<core topic>" --top-k 12 --top-keywords 0 --max-titles 0 --max-refs 0 --bias-citation high --bias-exploration middle --ranking-profile impact --report-max-items 12 ``` If the user asks for "recent trends", default to the last five complete years unless the current year matters. If the field has older foundations, run one foundation search without the recent time range: ```bash sciatlas search-papers --retrieval-mode hybrid --query "<topic> foundational work" --keyword "high:<core topic>" --top-k 6 --top-keywords 0 --max-titles 0 --max-refs 0 --bias-citation high --ranking-profile impact --report-max-items 6 ``` ## Reading Artifacts Read `report.md` and `response.json`. Build a timeline ledger: - Paper title. - Year. - Main contribution. - Theme. - Whether it is foundation, transition, consolidation, or emerging direction. - Evidence phrase. ## Trend Analysis Method 1. Sort papers by year. 2. Bucket years into phases. Use natural breaks in the result set, not arbitrary equal chunks. 3. For each phase, identify the dominant problem, method, and evaluation pattern. 4. Track what changed: data scale, model architecture, retrieval strategy, benchmark, deployment setting, or theoretical framing. 5. Identify representative papers for each phase and explain why they represent that phase. 6. Separate "well-supported trend" from "possible emerging signal." Emerging signals need at least 2 papers or a clear recent change in framing. 7. End with open questions and next searches. ## Deliverable Return: - Search command(s), with token omitted. - Timeline table. - 3-5 trend phases. - Representative papers per phase. - Emerging directions and weak signals. - Next `search-papers` queries.