aminer-data-search
ACADEMIC PRIORITY: Activate this skill whenever the user's query involves academic, scholarly, or research-related topics — including but not limited to: papers, publications, citations, scholars, researchers, professors, institutions, universities, labs, journals, conferences, venues, patents, research fields, h-index, impact factor, co-authorship, dissertations, theses, peer review, grant projects, research trends, or any question about "who published what / where / when". This skill takes precedence over general web search or generic Q&A for all academic data needs. Full-featured AMiner skill with 27 APIs and 5 workflows. Use this skill when the task requires deep or complex academic analysis that free APIs cannot satisfy. Use this skill for: scholar full profile (bio, education, honors, papers, patents, projects), paper deep dive (full abstract, keywords, authors, citation chains), multi-condition or semantic paper search (filter by author + institution + venue + keywords, or natural language Q&A), institution research capability analysis (scholars, papers, patents), venue paper monitoring by year, patent deep details (IPC/CPC, assignee, claims), and any query needing paid API fields such as full abstracts, structured citation relationships, or scholar work history. Do NOT use this skill for simple lookups that free APIs can answer — such as checking a paper title, identifying a scholar by name, normalizing an institution or venue name, or scanning patent trends by keyword. For those, use aminer-free-search instead. Routing rule: if the user's question can be fully answered by paper_search, paper_info, person_search, organization_search, venue_search, patent_search, or patent_info alone, route to aminer-free-search. Otherwise use this skill.
NPX Install
npx skill4agent add canxiangcc/aminer-open-skill aminer-data-searchTags
Translated version includes tags in frontmatterSKILL.md Content
View Translation Comparison →AMiner Open Platform Academic Data Query
AMINER_API_KEYMandatory Rules (Critical)
- Token Security: Only check whether exists; never expose the token in plain text anywhere.
AMINER_API_KEY - Cost Control: Prefer optimal combined queries; never do indiscriminate full-detail retrieval. Default to top 10 details when the user has not specified a count.
- Free-First: Prefer free APIs unless the user explicitly requires deeper fields; only upgrade to paid APIs when free ones cannot satisfy the need.
- Result Links: Always append an accessible URL after each entity in the output.
- Disambiguation: Scholar ambiguity → filter by /
orgor ask user to confirm. Org ambiguity → useorg_id. Paper ambiguity → cross-checkorg_disambiguate_pro+year+venue_name.first_author - Cost Report: After completing all API calls, always output a cost summary to the user showing: each API called, its unit price, number of calls, and the total cost. Format example: .
[Cost] ¥X.XX total, N API calls (api_a: ¥X.XX × N, api_b: Free × N) - High-Cost Confirmation (≥ ¥5): Before executing a workflow or call chain whose estimated total cost is ¥5.00 or more, stop and ask the user for confirmation first. Show the planned call chain, estimated cost per step, and the total. Only proceed after the user explicitly agrees. This applies to both predefined workflows (e.g., Scholar Profile ~¥6.00) and ad-hoc multi-step plans.
- Paper:
https://www.aminer.cn/pub/{paper_id} - Scholar:
https://www.aminer.cn/profile/{scholar_id} - Patent:
https://www.aminer.cn/patent/{patent_id} - Journal:
https://www.aminer.cn/open/journal/detail/{journal_id}
Token Check (Required)
AMINER_API_KEY[ -z "${AMINER_API_KEY+x}" ] && echo "AMINER_API_KEY missing" || echo "AMINER_API_KEY exists"- If exists: proceed. If not: check
${AMINER_API_KEY}parameter. If neither: stop, guide user to Console to generate one.--token - If the user provides inline (e.g. "My token is xxx"), accept it for the current session, but recommend setting it as an environment variable for better security.
AMINER_API_KEY - Default headers: ,
Authorization: ${AMINER_API_KEY},X-Platform: openclaw(POST).Content-Type: application/json;charset=utf-8
Call Guardrails
- Parameter names and types must match exactly.
references/api-catalog.md - is batch-only:
paper_info.{"ids": [...]}is single-paper only: onepaper_detail. Never mix them.id - When multiple details are needed, filter with a low-cost API first, then fetch details for a small set.
Paper Search API Selection Guide
| API | Focus | Use Case | Cost |
|---|---|---|---|
| Title search → | Known paper title, locate target | Free |
| Multi-condition search (author/org/venue/keyword) | Topic search, sort by citations or year | ¥0.01 |
| Natural language Q&A / topic keyword search | Semantic search, structured keyword OR/AND | ¥0.05 |
| Multi-keyword batch retrieval | Batch thematic retrieval | ¥0.10 |
| Year + venue dimension | Journal annual monitoring | ¥0.20 |
- Known title:
paper_search -> paper_detail -> paper_relation - Conditional filtering:
paper_search_pro -> paper_detail - Natural language Q&A: (fall back to
paper_qa_searchif no results)paper_search_pro - Journal annual analysis:
venue_search -> venue_paper_relation -> paper_detail_by_condition
paper_qa_search- and
queryare mutually exclusive; do not pass both.topic_high/topic_middle/topic_low - mode: pass a natural language string.
querymode: expand synonyms/English variants first.topic_* - Supports ,
sci_flag,force_citation_sort,force_year_sort,author_id,org_idfilters.venue_ids
- :
paper_search,venue_name,first_author,n_citation_bucketyear - :
paper_info,abstract_slice,year,venue_idauthor_count - :
person_search,interests,n_citationorg/org_id - :
organization_searchaliases - :
venue_search,aliasesvenue_type - :
patent_search,inventor_name,app_yearpub_year - :
patent_info,app_yearpub_year
Handling Out-of-Workflow Requests
- Read to confirm available APIs, parameters, and response fields.
references/api-catalog.md - Design the shortest viable call chain: locate ID → supplement details → expand relationships.
- Do not give up because "no existing workflow fits"; actively compose APIs based on .
api-catalog
5 Combined Workflows
Workflow 1: Scholar Profile (~¥6.00)
Scholar search (name → person_id)
↓
Parallel calls (pick as needed):
├── Scholar details (bio/education/honors) ¥1.00
├── Scholar portrait (interests/work history) ¥0.50
├── Scholar papers (paper list) ¥1.50
├── Scholar patents (patent list) ¥1.50
└── Scholar projects (funding info) ¥1.50paper_searchpaper_search_proWorkflow 2: Paper Deep Dive (~¥0.12)
Paper search / Paper search pro (title/keyword → paper_id)
↓
Paper details (abstract/authors/DOI/journal/year/keywords) ¥0.01
↓
Paper citations (cited papers → cited_ids) ¥0.10
↓
(Optional) Batch paper_info for cited papers Freepaper_searchpaper_search_proWorkflow 3: Org Analysis (~¥0.81)
Org disambiguation pro (raw string → org_id) ¥0.05
↓
Parallel calls:
├── Org details (description/type) ¥0.01
├── Org scholars (scholar list, 10/call) ¥0.50
├── Org papers (paper list, 10/call) ¥0.10
└── Org patents (patent IDs, up to 10,000) ¥0.10If disambiguation pro returns no ID, fall back to(free).org_search
Workflow 4: Venue Papers (~¥0.10 - ¥0.30)
Venue search (name → venue_id) Free
↓
(Optional) Venue details (ISSN/type/abbreviation) ¥0.20
↓
Venue papers (venue_id + year → paper_id list) ¥0.10
↓
(Optional) Batch paper detail queryWorkflow 5: Patent Analysis (~¥0.02)
Patent search (query → patent_id) Free
↓
Patent info / Patent details Free / ¥0.01Scholar search → Scholar patents (patent_id list)
Org disambiguation → Org patents (patent_id list)
↓
Patent info / Patent detailsIndividual API Quick Reference
Full parameter docs: readreferences/api-catalog.md
| # | Title | Method | Price | API Path (Base: datacenter.aminer.cn/gateway/open_platform) |
|---|---|---|---|---|
| 1 | Paper QA Search | POST | ¥0.05 | |
| 2 | Scholar Search | POST | Free | |
| 3 | Paper Search | GET | Free | |
| 4 | Paper Search Pro | GET | ¥0.01 | |
| 5 | Patent Search | POST | Free | |
| 6 | Org Search | POST | Free | |
| 7 | Venue Search | POST | Free | |
| 8 | Scholar Details | GET | ¥1.00 | |
| 9 | Scholar Projects | GET | ¥1.50 | |
| 10 | Scholar Papers | GET | ¥1.50 | |
| 11 | Scholar Patents | GET | ¥1.50 | |
| 12 | Scholar Portrait | GET | ¥0.50 | |
| 13 | Paper Info | POST | Free | |
| 14 | Paper Details | GET | ¥0.01 | |
| 15 | Paper Citations | GET | ¥0.10 | |
| 16 | Patent Info | GET | Free | |
| 17 | Patent Details | GET | ¥0.01 | |
| 18 | Org Details | POST | ¥0.01 | |
| 19 | Org Patents | GET | ¥0.10 | |
| 20 | Org Scholars | GET | ¥0.50 | |
| 21 | Org Papers | GET | ¥0.10 | |
| 22 | Venue Details | POST | ¥0.20 | |
| 23 | Venue Papers | POST | ¥0.10 | |
| 24 | Org Disambiguation | POST | ¥0.01 | |
| 25 | Org Disambiguation Pro | POST | ¥0.05 | |
| 26 | Paper Batch Query | GET | ¥0.10 | |
| 27 | Paper Details by Year+Venue | GET | ¥0.20 | |
References
- Full API parameter documentation: read
references/api-catalog.md - Optional Python client:
scripts/aminer_client.py - Test cases:
evals/evals.json - Official documentation: https://open.aminer.cn/open/docs
- Console: https://open.aminer.cn/open/board?tab=control