
Aminer Free Academic
- 61 installs
- 55 repo stars
- Updated July 23, 2026
- canxiangcc/aminer-open-skill
Refine and polish academic or technical writing
About
Processes and refines academic and technical writing into polished form. Useful during the research and idea phases for documenting findings and structuring papers.
- Text enhancement
- Academic writing
- Content refinement
Aminer Free Academic by the numbers
- 61 all-time installs (skills.sh)
- Ranked #1,551 of 3,282 Productivity & Planning skills by installs in the Skillselion catalog
- Data as of Aug 1, 2026 (Skillselion catalog sync)
npx skills add https://github.com/canxiangcc/aminer-open-skill --skill aminer-free-academicAdd your badge
Show developers this skill is listed on Skillselion. Paste this into your README.
| Installs | 61 |
|---|---|
| repo stars | ★ 55 |
| Last updated | July 23, 2026 |
| Repository | canxiangcc/aminer-open-skill ↗ |
What it does
Refine and polish academic or technical writing
What you get
- refined content
- formatted output
Files
AMiner Free Search
Use this skill for AMiner requests that should stay on the free tier first. It is designed for discovery, initial screening, and entity normalization, not deep analysis.
Scope
This skill uses only the upgraded free interfaces:
paper_searchpaper_infoperson_searchorganization_searchvenue_searchpatent_searchpatent_info
Current free-tier fields emphasized by this skill:
paper_search:venue_name,first_author,n_citation_bucket,yearpaper_info:abstract_slice,year,venue_id,author_countorganization_search:aliases(top 3)venue_search:aliases(top 3),venue_typepatent_search:inventor_name(first),app_year,pub_yearpatent_info:app_year,pub_yearperson_search:interests,n_citation, institution fields
Primary Goal
Use free APIs to help the user answer:
- What is this entity?
- Is it relevant enough to continue?
- Which candidate should I inspect next?
- Can I normalize this institution or venue name?
- Is there enough value to justify upgrading to paid APIs?
Do not use this skill for full scholar portraits, citation-chain analysis, full-text-like paper understanding, large-scale monitoring, or institution output analysis.
Mandatory Rules
1. Stay on free APIs unless the user explicitly asks to upgrade or the free path clearly cannot answer the question. 2. Be explicit about free-tier limits. Say what can be answered now and what would require a paid upgrade. 3. Use free results to narrow candidates before suggesting any paid API. 4. If returning entities, append AMiner URLs when IDs are available:
- Paper:
https://www.aminer.cn/pub/{paper_id} - Scholar:
https://www.aminer.cn/profile/{scholar_id} - Patent:
https://www.aminer.cn/patent/{patent_id} - Venue:
https://www.aminer.cn/open/journal/detail/{venue_id}
Token Check (Required)
Before making any API call, verify that the environment variable AMINER_API_KEY exists. Never output the token in plain text.
if [ -z "${AMINER_API_KEY+x}" ]; then
echo "AMINER_API_KEY does not exist"
else
echo "AMINER_API_KEY exists"
fi- If
${AMINER_API_KEY}exists: proceed with the query. - If
${AMINER_API_KEY}is not set: stop immediately and guide the user to the AMiner Console to generate one. For help, see the Open Platform Documentation. - If the user provides
AMINER_API_KEYinline (e.g. "My token is xxx"), accept it for the current session, but recommend setting it as an environment variable for better security.
Invocation Style
Use direct curl calls by default. A Python wrapper is not required for this skill.
Default headers:
Authorization: ${AMINER_API_KEY}by defaultContent-Type: application/json;charset=utf-8for POST requestsX-Platform: openclawwhen required by the gateway
When To Use
Use this skill when the user asks for:
- free AMiner search
- low-cost academic discovery
- paper screening
- scholar identification
- institution normalization
- venue normalization
- patent trend scanning
- representative results before deeper analysis
Trigger phrases include:
- “先用免费接口”
- “不要走收费接口”
- “先帮我筛一下”
- “先看看值不值得深挖”
- “找几个候选”
- “做一个轻量版 skill”
Free Workflows
1. Paper triage
Use when the user wants to quickly judge whether a paper is relevant.
Default chain:
paper_search -> paper_info
Return:
- title
- first author
- venue name
- year
- citation bucket
- abstract slice
- paper URL
This can answer:
- Is this probably the right paper?
- Is it recent?
- Is it from a recognizable venue?
- Is it worth opening in detail?
2. Scholar identification
Use when the user wants to know which scholar is the right person.
Default chain:
person_search
Return:
- name
- org
- interests
- citation count
- scholar URL
This can answer:
- Is this the right scholar?
- What interests best describe this person?
- Which institution candidate is the best match?
3. Institution normalization
Use when the user provides an institution string or abbreviation.
Default chain:
organization_search
Return:
- org id
- standard name
- aliases (top 3)
This can answer:
- Is this institution name recognized?
- Which canonical organization should downstream workflows use?
4. Venue normalization and type check
Use when the user provides a conference or journal name.
Default chain:
venue_search
Return:
- venue id
- standard bilingual name
- aliases (top 3)
- venue type
- venue URL
This can answer:
- Is this a conference or a journal?
- What is the standard venue entity?
5. Patent trend scan
Use when the user wants a lightweight view of patents in a topic.
Default chain:
patent_search -> patent_info when IDs need basic enrichment
Return:
- patent title
- first inventor
- app year
- pub year
- patent number and country when
patent_infois added - patent URL
This can answer:
- Is the topic active recently?
- Who appears first in the inventor field?
- Is there recent patent activity worth deeper review?
6. Free entity map
Use when the user wants a quick map of a topic across papers, scholars, venues, institutions, and patents without paying for analysis-grade APIs.
Suggested chain:
- papers:
paper_search -> paper_info - scholars:
person_search - institutions:
organization_search - venues:
venue_search - patents:
patent_search -> patent_info
Return a short cross-entity summary, not a deep report.
Free Skill Examples
1. Paper triage
curl -X GET \
'https://datacenter.aminer.cn/gateway/open_platform/api/paper/search?page=1&size=5&title=Attention%20Is%20All%20You%20Need' \
-H "Authorization: ${AMINER_API_KEY}" \
-H 'X-Platform: openclaw'Then enrich with paper_info:
curl -X POST \
'https://datacenter.aminer.cn/gateway/open_platform/api/paper/info' \
-H 'Content-Type: application/json;charset=utf-8' \
-H "Authorization: ${AMINER_API_KEY}" \
-H 'X-Platform: openclaw' \
-d '{"ids":["<PAPER_ID>"]}'2. Scholar identification
curl -X POST \
'https://datacenter.aminer.cn/gateway/open_platform/api/person/search' \
-H 'Content-Type: application/json;charset=utf-8' \
-H "Authorization: ${AMINER_API_KEY}" \
-H 'X-Platform: openclaw' \
-d '{"name":"Yann LeCun","size":5}'3. Institution normalization
curl -X POST \
'https://datacenter.aminer.cn/gateway/open_platform/api/organization/search' \
-H 'Content-Type: application/json;charset=utf-8' \
-H "Authorization: ${AMINER_API_KEY}" \
-H 'X-Platform: openclaw' \
-d '{"orgs":["MIT CSAIL"]}'4. Venue normalization and type check
curl -X POST \
'https://datacenter.aminer.cn/gateway/open_platform/api/venue/search' \
-H 'Content-Type: application/json;charset=utf-8' \
-H "Authorization: ${AMINER_API_KEY}" \
-H 'X-Platform: openclaw' \
-d '{"name":"tkde"}'5. Patent trend scan
curl -X POST \
'https://datacenter.aminer.cn/gateway/open_platform/api/patent/search' \
-H 'Content-Type: application/json;charset=utf-8' \
-H "Authorization: ${AMINER_API_KEY}" \
-H 'X-Platform: openclaw' \
-d '{"query":"quantum computing chip","page":0,"size":10}'Output Pattern
Prefer this structure:
## Free-tier result
### What we can answer now
- ...
### Top candidates
- ...
### Suggested next step
- Stay free: ...
- Upgrade to paid API only if you need: ...Paid Upgrade Boundary
Recommend upgrading only when the user needs one of these:
- full abstract or full paper metadata
- multi-condition or semantic paper search
- citation relationships
- full scholar profile, works, patents, or projects
- institution scholars, papers, patents, or rich profiles
- venue paper lists by year
- full patent details such as IPC/CPC, assignee, description
Suggested paid handoff:
- deeper paper analysis:
paper_search_pro,paper_detail,paper_relation - deeper scholar analysis:
person/detail,person/figure,person/paper/relation - deeper org analysis:
organization/detail,organization/person/relation,organization/paper/relation - deeper venue analysis:
venue/detail,venue/paper/relation - deeper patent analysis:
patent/detail
Product Positioning
This skill is intentionally positioned for:
- first success
- free discovery
- candidate narrowing
- entity normalization
- upgrade qualification
It should not replace the paid skill. It should create demand for it.
Additional Reference
For endpoint parameters and fields, read references/api-catalog.md.
{
"skill_name": "aminer-free-academic",
"evals": [
{
"id": 1,
"prompt": "Help me quickly check whether the paper 'Attention Is All You Need' is worth a deep dive. Use only free AMiner APIs. My token is <YOUR_TOKEN>",
"expected_output": "Run the paper triage workflow: paper_search to locate the paper, then paper_info to enrich with abstract slice, year, venue, and author count. Output a lightweight card with a paper URL.",
"files": [],
"expectations": [
"Called Paper Search API (paper_search) to find the paper by title",
"Called Paper Info API (paper_info) with the returned paper ID",
"Output includes title, first_author, venue_name, year, and n_citation_bucket",
"Output includes abstract_slice from paper_info",
"Output includes a paper URL in the format https://www.aminer.cn/pub/{paper_id}",
"No paid API was called"
]
},
{
"id": 2,
"prompt": "I want to identify which 'Andrew Ng' on AMiner is the Stanford professor. Use only free APIs. My token is <YOUR_TOKEN>",
"expected_output": "Run the scholar identification workflow: person_search with name and optional org filter. Return candidate list with interests, org, and citation count to help the user pick the right one.",
"files": [],
"expectations": [
"Called Scholar Search API (person_search) with name 'Andrew Ng'",
"Output includes multiple candidates with name, org, interests, and n_citation",
"Output includes scholar URLs in the format https://www.aminer.cn/profile/{scholar_id}",
"No paid API was called"
]
},
{
"id": 3,
"prompt": "Normalize the institution name 'MIT CSAIL' using AMiner free APIs. My token is <YOUR_TOKEN>",
"expected_output": "Run the institution normalization workflow: organization_search with the raw institution string. Return the canonical org name, org_id, and aliases.",
"files": [],
"expectations": [
"Called Org Search API (organization_search) with orgs=['MIT CSAIL']",
"Output includes org_id and standardized org_name",
"Output includes aliases list",
"No paid API was called"
]
},
{
"id": 4,
"prompt": "Help me look up recent patents about quantum computing",
"expected_output": "Detect that the user has not provided a token; immediately stop all subsequent API calls and guide the user to obtain a token from the AMiner Console.",
"files": [],
"expectations": [
"Clearly inform the user that a token is currently missing and AMiner API calls cannot continue",
"No API calls were made",
"Provide the console link https://open.aminer.cn/open/board?tab=control",
"Prompt the user to continue after obtaining a token"
]
},
{
"id": 5,
"prompt": "Is 'TKDE' a conference or a journal? Help me normalize it using free AMiner APIs. My token is <YOUR_TOKEN>",
"expected_output": "Run the venue normalization workflow: venue_search with the name string. Return the standard bilingual name, venue_type, aliases, and venue URL.",
"files": [],
"expectations": [
"Called Venue Search API (venue_search) with name 'TKDE'",
"Output includes venue_id, standard name (English and/or Chinese), and venue_type",
"Output includes aliases list",
"Output includes a venue URL in the format https://www.aminer.cn/open/journal/detail/{venue_id}",
"No paid API was called"
]
},
{
"id": 6,
"prompt": "Scan recent patent activity in the field of 'autonomous driving lidar' using free APIs only. My token is <YOUR_TOKEN>",
"expected_output": "Run the patent trend scan workflow: patent_search to find patents, optionally enriched by patent_info. Return patent titles, first inventor, app_year, pub_year, and patent URLs.",
"files": [],
"expectations": [
"Called Patent Search API (patent_search) with a query about autonomous driving lidar",
"Output includes patent titles, inventor_name, app_year, and pub_year",
"Output includes patent URLs in the format https://www.aminer.cn/patent/{patent_id}",
"No paid API was called"
]
},
{
"id": 7,
"prompt": "Give me a quick free-tier overview of the topic 'graph neural network' — papers, scholars, institutions, and venues. My token is <YOUR_TOKEN>",
"expected_output": "Run the free entity map workflow: combine paper_search, person_search, organization_search, and venue_search to build a lightweight cross-entity summary.",
"files": [],
"expectations": [
"Called at least paper_search and person_search",
"Output covers multiple entity types (papers, scholars, and optionally institutions/venues)",
"Output includes AMiner URLs for returned entities",
"Clearly states what free-tier can answer and what would require paid upgrade",
"No paid API was called"
]
}
]
}
AMiner Free Search API Catalog
Base URL: https://datacenter.aminer.cn/gateway/open_platform Authentication: All endpoints should default to Authorization: ${AMINER_API_KEY}. In workflow execution, also include X-Platform: openclaw when required by the gateway. Scope: This catalog only documents the free APIs used by aminer-free-academic.
---
Table of Contents
---
Paper APIs
1. Paper Search
- URL:
GET /api/paper/search - Price: Free
- Description: Search papers by title and return low-cost screening fields suitable for fast paper triage.
Request Parameters:
| Parameter | Type | Required | Description |
|---|---|---|---|
| page | number | Yes | Page number. Current online definition says it starts from 1. |
| size | number | No | Page size, maximum 20 |
| title | string | Yes | Paper title |
Response Fields:
| Field | Description |
|---|---|
| id | Paper ID |
| title | Paper title |
| title_zh | Paper title in Chinese |
| doi | DOI |
| first_author | First author |
| venue_name | Venue title |
| n_citation_bucket | Citation bucket: 0, 1-10, 11-50, 51-200, 200-1000, 1000-5000, 5000+ |
| year | Publication year |
| total | Total count |
curl Example:
curl -X GET \
'https://datacenter.aminer.cn/gateway/open_platform/api/paper/search?page=1&size=10&title=Looking+at+CTR+Prediction+Again%3A+Is+Attention+All+You+Need' \
-H "Authorization: ${AMINER_API_KEY}" \
-H 'X-Platform: openclaw'---
2. Paper Info
- URL:
POST /api/paper/info - Price: Free
- Description: Batch query paper basic cards by paper IDs. Suitable for enriching search results with lightweight metadata.
Request Parameters:
| Parameter | Type | Required | Description |
|---|---|---|---|
| ids | []string | Yes | Paper ID list, maximum 100 |
Response Fields:
| Field | Description |
|---|---|
| id | Paper ID |
| title | Paper title |
| abstract_slice | Partial abstract |
| authors | Author array |
| author_count | Total author count |
| issue | Volume / issue field |
| raw | Venue raw name |
| venue | Venue object |
| venue_id | Venue ID |
| year | Publication year |
curl Example:
curl -X POST \
'https://datacenter.aminer.cn/gateway/open_platform/api/paper/info' \
-H 'Content-Type: application/json;charset=utf-8' \
-H "Authorization: ${AMINER_API_KEY}" \
-H 'X-Platform: openclaw' \
-d '{"ids":["5ce2c5a5ced107d4c61c839b"]}'---
Scholar APIs
3. Scholar Search
- URL:
POST /api/person/search - Price: Free
- Description: Search scholar candidates by name and optional institution condition.
Request Parameters:
| Parameter | Type | Required | Description |
|---|---|---|---|
| name | string | No | Scholar name |
| offset | number | No | Starting position (fixed at 0; pagination not supported) |
| org | string | No | Institution name |
| size | number | No | Number of results, maximum 10 |
| org_id | []string | No | Institution entity ID list |
Response Fields:
| Field | Description |
|---|---|
| id | Scholar ID |
| interests | Research interests |
| n_citation | Citation count |
| name | Name |
| name_zh | Chinese name |
| org | Institution in English |
| org_id | Institution ID |
| org_zh | Institution in Chinese |
| total | Total count |
curl Example:
curl -X POST \
'https://datacenter.aminer.cn/gateway/open_platform/api/person/search' \
-H 'Content-Type: application/json;charset=utf-8' \
-H "Authorization: ${AMINER_API_KEY}" \
-H 'X-Platform: openclaw' \
-d '{"name":"王曙","offset":0,"org":"Shanghai Jiaotong","size":10}'---
Institution APIs
4. Org Search
- URL:
POST /api/organization/search - Price: Free
- Description: Search institution IDs and standard names from institution keywords.
Request Parameters:
| Parameter | Type | Required | Description |
|---|---|---|---|
| orgs | []string | No | Institution names |
Response Fields:
| Field | Description |
|---|---|
| aliases | Alias list, partial and typically top 3 |
| org_id | Institution ID |
| org_name | Institution name |
| total | Total count |
curl Example:
curl -X POST \
'https://datacenter.aminer.cn/gateway/open_platform/api/organization/search' \
-H 'Content-Type: application/json;charset=utf-8' \
-H "Authorization: ${AMINER_API_KEY}" \
-H 'X-Platform: openclaw' \
-d '{"orgs":["清华大学"]}'---
Venue APIs
5. Venue Search
- URL:
POST /api/venue/search - Price: Free
- Description: Search venue IDs and standard names by venue keyword, including aliases and venue type.
Request Parameters:
| Parameter | Type | Required | Description |
|---|---|---|---|
| name | string | No | Venue name |
Response Fields:
| Field | Description |
|---|---|
| id | Venue ID |
| name_en | Venue English name |
| name_zh | Venue Chinese name |
| aliases | Alias list, partial and typically top 3 |
| venue_type | Venue type: journal or conference |
| total | Total count |
curl Example:
curl -X POST \
'https://datacenter.aminer.cn/gateway/open_platform/api/venue/search' \
-H 'Content-Type: application/json;charset=utf-8' \
-H "Authorization: ${AMINER_API_KEY}" \
-H 'X-Platform: openclaw' \
-d '{"name":"tkde"}'---
Patent APIs
6. Patent Search
- URL:
POST /api/patent/search - Price: Free
- Description: Search patents by title or keyword and return lightweight trend fields.
Request Parameters:
| Parameter | Type | Required | Description |
|---|---|---|---|
| query | string | Yes | Query text such as patent title or keywords |
| page | number | Yes | Page number |
| size | number | Yes | Page size |
Response Fields:
| Field | Description |
|---|---|
| id | Patent ID |
| title | Patent title in English |
| title_zh | Patent title in Chinese |
| inventor_name | First inventor name |
| app_year | Application year |
| pub_year | Publication year |
curl Example:
curl -X POST \
'https://datacenter.aminer.cn/gateway/open_platform/api/patent/search' \
-H 'Content-Type: application/json;charset=utf-8' \
-H "Authorization: ${AMINER_API_KEY}" \
-H 'X-Platform: openclaw' \
-d '{"page":0,"query":"Si02","size":20}'---
7. Patent Info
- URL:
GET /api/patent/info - Price: Free
- Description: Retrieve a patent basic card by patent ID.
Request Parameters:
| Parameter | Type | Required | Description |
|---|---|---|---|
| id | string | Yes | Patent ID |
Response Fields:
| Field | Description |
|---|---|
| id | Patent ID |
| title / en | Patent title |
| app_num | Application number |
| pub_num | Publication number |
| pub_kind | Publication kind |
| inventor | Inventor |
| country | Country |
| sequence | Sequence |
| app_year | Application year |
| pub_year | Publication year |
curl Example:
curl -X GET \
'https://datacenter.aminer.cn/gateway/open_platform/api/patent/info?id=<PATENT_ID>' \
-H "Authorization: ${AMINER_API_KEY}" \
-H 'X-Platform: openclaw'