What makes aminer-data-search notable?

3K downloads. Trust evidence available

How should aminer-data-search be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this agent.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

agentCLAWHUBUnverified

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: pap...

OpenClaw

View on ClawHub Homepage

Rank

Safety

Downloads

3.0k

Updated

Oct 9, 2026

Version

1.1.1

Source

CLAWHUB

About

What it does, and when to use it.

Capability contract not published. No trust telemetry is available yet. 3K downloads reported by the source. Last updated 10/9/2026.

Avoid when

Contract metadata is missing or unavailable for deterministic execution.

Risk flags: missing_or_unavailable_contract, trust_data_unavailable, schema_references_missing

Public facts

Every fact links back to the source it came from.

Vendor: Clawhubvendor · observed Oct 9, 2026
Protocol compatibility: OpenClawcompatibility · observed Oct 9, 2026
Adoption signal: 3K downloadsadoption · observed Oct 9, 2026
Latest release: 1.1.1release · observed Mar 25, 2026
Handshake status: UNKNOWNsecurity

Install and run

Setup complexity: low.

clawhub skill install s17831cxpje5h4nt59rdpynnf183jmh2:aminer-open-academic

Install using `clawhub skill install s17831cxpje5h4nt59rdpynnf183jmh2:aminer-open-academic` in an isolated environment before connecting it to live workloads.
No published capability contract is available yet, so validate auth and request/response behavior manually.
Review the upstream CLAWHUB listing at https://clawhub.ai/canxiangcc/aminer-open-academic before using production credentials.

Contract: missing

curl -s "https://www.xpersona.co/api/v1/agents/clawhub-canxiangcc-aminer-open-academic/snapshot"

Documentation

CLAWHUB

145,315 characters of source documentation, loaded on request.

Extracted files

5 files captured from the source.

SKILL.md

---
name: aminer-data-search
version: 1.1.1
author: AMiner
contact: [email protected]
description: >
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.
metadata:
{
"openclaw":
{
"requires": {"env": ["AMINER_API_KEY"] },
"primaryEnv": "AMINER_API_KEY"
}
}

---

# AMiner Open Platform Academic Data Query

27 APIs + 5 workflows. Token required: set `AMINER_API_KEY` env var.
- Docs: https://open.aminer.cn/open/docs | Console: https://open.aminer.cn/open/board?tab=control

---

## Mandatory Rules (Critical)

1. **Token Security**: Only check whether `AMINER_API_KEY` exists; never expose the token in plain text anywhere.
2. **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.
3. **Free-First**: Prefer free APIs unless the user explicitly requires deeper fields; only upgrade to paid APIs when free ones cannot satisfy the need.
4. **Result Links**: Always append an accessible URL after each entity in the output.
5. **Disambiguation**: Scholar ambiguity → filter by `org`/`org_id` or ask user to confirm. Org ambiguity → use `org_disambiguate_pro`. Paper ambiguity → cross-check `year` + `venue_name` + `first_aut

_meta.json

{
  "ownerId": "kn7c22dqbrjkrkvqgr7w0w88x182468m",
  "slug": "aminer-open-academic",
  "version": "1.1.1",
  "publishedAt": 1774422320862
}

references/api-catalog.md

# AMiner Open Platform API Complete Reference

**Base URL**: `https://datacenter.aminer.cn/gateway/open_platform`  
**Authentication**: All endpoints should default to `Authorization: ${AMINER_API_KEY}` and include `X-Platform: openclaw` in the request headers.  
**Token**: Log in to the [Console](https://open.aminer.cn/open/board?tab=control) to generate one, then export it as `AMINER_API_KEY`.

---

## Table of Contents

- [Paper APIs (8)](#paper-apis)
- [Scholar APIs (6)](#scholar-apis)
- [Institution APIs (7)](#institution-apis)
- [Journal APIs (3)](#journal-apis)
- [Patent APIs (3)](#patent-apis)

---

## Paper APIs

### 1. Paper Search

- **URL**: `GET /api/paper/search`
- **Price**: Free
- **Description**: Search by paper title; returns low-cost screening fields such as paper ID, title, DOI, venue, first author, citation bucket, and year.

**Request Parameters:**

| Parameter | Type | Required | Description |
|--------|------|------|------|
| page | number | Yes | Page number (current online definition says it starts at 1) |
| size | number | No | Items per page, maximum 20 |
| title | string | Yes | Paper title |

**Response Fields:**

| Field | Description |
|--------|------|
| id | Paper ID |
| title | Paper title |
| title_zh | Paper title (Chinese) |
| doi | DOI |
| first_author | First author |
| n_citation_bucket | Citation bucket: `0`, `1-10`, `11-50`, `51-200`, `200-1000`, `1000-5000`, `5000+` |
| venue_name | Venue title |
| year | Publication year |
| total | Total count |

**curl Example:**
```bash
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 Search Pro

- **URL**: `GET /api/paper/search/pro`
- **Price**: ¥0.01/call
- **Description**: Multi-condition search; supports filtering by keyword, abstract, author, institution, and journal.

**Request Parameters:**

| Parameter | Type | Required | Description |
|--------|------|------|------|
| page | number | No | Page number (starts at 0) |
| size | number | No | Items per page |
| title | string | No | Title keyword |
| keyword | string | No | Keyword |
| abstract | string | No | Abstract keyword |
| author | string | No | Author name |
| org | string | No | Institution name |
| venue | string | No | Journal name |
| order | string | No | Sort field: `year` (descending by year) or `n_citation` (descending by citations); omit for composite ranking |

**Response Fields:**

| Field | Description |
|--------|------|
| id | Paper ID |
| title | Title (English) |
| title_zh | Title (Chinese) |
| doi | DOI |
| total | Total count |

**curl Example:**
```bash
curl -X GET \
  'https://datacenter.aminer.cn/gateway/open_platform/api/paper/search/pro?title=transformer&author=Vaswani&order=n_citation&page=0&size=5' \
  -H 'Authorization: ${AMINER_API_KEY}' \
  -H 'X-Platform: opencl

skill-card.md

## Description:

AMiner Data Search helps agents answer complex academic data requests by selecting AMiner APIs and workflows for scholars, papers, institutions, venues, and patents.

This skill is ready for commercial/non-commercial use.

## Publisher:

[canxiangcc](https://clawhub.ai/user/canxiangcc)

### License/Terms of Use:

MIT-0

## Use Case:

Developers and research-focused agents use this skill to compose AMiner Open Platform calls for complex scholarly search, paper deep dives, scholar profiles, institution analysis, venue monitoring, and patent lookups.

### Deployment Geography for Use:

Global

## Known Risks and Mitigations:

Risk: The skill can use paid AMiner API credits.

Mitigation: Review planned call chains before execution, require explicit confirmation for high-cost workflows, and prefer free AMiner APIs or the free AMiner skill for simple lookups.

Risk: Academic queries, scholar names, organization names, venue names, and patent searches may be sent to AMiner.

Mitigation: Avoid submitting sensitive or confidential research queries unless AMiner use is approved for that data.

Risk: The bundled client does not enforce the skill's promised high-cost confirmation by itself.

Mitigation: Have the agent or reviewer manually enforce cost confirmation and inspect cost summaries before running expensive workflows.

Risk: AMINER_API_KEY is required for live API use.

Mitigation: Provide the token through an environment variable or secret manager and avoid pasting credentials into chat or command-line arguments.

## Reference(s):

- [AMiner Open Platform API Catalog](artifact/references/api-catalog.md)
- [AMiner Open Platform Documentation](https://open.aminer.cn/open/docs)
- [AMiner API Console](https://open.aminer.cn/open/board?tab=control)
- [ClawHub Skill Page](https://clawhub.ai/canxiangcc/skills/aminer-open-academic)

## Skill Output:

**Output Type(s):** [text, markdown, code, shell commands, configuration, guidance]

**Output Format:** [Markdown with API call plans, shell commands, JSON snippets, academic result summaries, entity links, and cost reports]

**Output Parameters:** [1D]

**Other Properties Related to Output:** [Requires AMINER_API_KEY for live AMiner calls; cost-aware workflows should report API usage and total estimated or incurred cost.]

## Skill Version(s):

1.1.1 (source: frontmatter and server release evidence)

## Ethical Considerations:

Users should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.

evals/evals.json

{
  "skill_name": "aminer-data-search",
  "evals": [
    {
      "id": 1,
      "prompt": "I'd like to understand Andrew Ng's complete academic profile, including his research interests, important papers he has published, any patents, and research projects he has participated in. Please use the AMiner API to look this up for me. My token is <YOUR_TOKEN>",
      "expected_output": "The estimated cost (~¥6.00) exceeds the ¥5 threshold. Before executing, display the planned call chain and cost breakdown, and ask the user for confirmation. After the user confirms, run the scholar_profile workflow. After completion, output a cost summary.",
      "files": [],
      "expectations": [
        "Displayed the planned call chain with estimated cost BEFORE making paid API calls",
        "Estimated total cost exceeds ¥5, so asked the user for confirmation before proceeding",
        "After user confirmation, called Scholar Search, Scholar Details, Scholar Portrait, Scholar Papers, etc.",
        "Output contains the selected.name field with value Andrew Ng",
        "Output contains a cost summary showing each API called and total cost"
      ]
    },
    {
      "id": 2,
      "prompt": "Help me deep-dive into the paper 'Attention Is All You Need' — find it, retrieve its full details (abstract, authors, year), and then see what references it cites. My AMiner token is <YOUR_TOKEN>",
      "expected_output": "Run the paper_deep_dive workflow: search for the paper → retrieve details → retrieve citation relationships. Output the paper abstract, author list, DOI, and list of cited papers.",
      "files": [],
      "expectations": [
        "Called a Paper Search API to locate the target paper",
        "Called the Paper Details API (paper_detail) to retrieve the abstract",
        "Called the Paper Citations API (paper_relation) to retrieve the citation list",
        "Output contains the detail field with an abstract sub-field",
        "Output contains the citations_count or citations_preview field"
      ]
    },
    {
      "id": 3,
      "prompt": "I need to analyze MIT's research strength — I'd like to know which prominent scholars are affiliated with them, what papers they have published, and what patents they hold. Please use the AMiner API to compile a report for me. Token: <YOUR_TOKEN>",
      "expected_output": "Run the org_analysis workflow: use Org Disambiguation Pro to find MIT's institution ID, then fetch institution details, scholar list, and paper list in parallel, and compile into a report.",
      "files": [],
      "expectations": [
        "Called the Org Disambiguation Pro API (org_disambiguate_pro) to obtain the institution ID",
        "Called the Org Details API (org_detail) to retrieve MIT's description",
        "Called the Org Scholars API (org_person_relation) to retrieve the scholar list",
        "Called the Org Papers API (org_paper_relation) to retrieve the paper list",
        "Output contains the org_id field",
        "Outpu

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