smithery.ai

searching-academic-outputs-with-dimensions

Search for academic literature, empirical evidence, and scholarly research using the Dimensions database. Use when seeking research papers to support product decisions, find empirical studies, conduct literature reviews, explore funding patterns, validate hypotheses with academic sources, or discover research trends. Supports publications, grants, patents, clinical trials, and researcher profiles. Triggers on requests for "academic evidence", "empirical research", "find studies", "literature se…

First seen Apr 27, 2026

Installation

$ npx skills add https://smithery.ai

Summary

  • Search for academic literature, empirical evidence, and scholarly research using the Dimensions database.
  • Use when seeking research papers to support product decisions, find empirical studies, conduct literature reviews, explore funding patterns, validate hypotheses with academic sources, or discover research trends.
  • Supports publications, grants, patents, clinical trials, and researcher profiles.
  • Triggers on requests for "academic evidence", "empirical research", "find studies", "literature search", or "research to support decisions".

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More details

Agent compatibility

Declared targets from SKILL.md / docs. Unmarked agents are not listed — the skill may still install via the CLI.

Claude Code Not declared
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Codex Not declared
GitHub Copilot Not declared
Windsurf Not declared
Gemini CLI Not declared
Cline Not declared
OpenCode Not declared

Package contents

Files included with this skill beyond the listing page.

  • skill md SKILL.md 5,906 B
  • docs SUMMARY.md 591 B

History

  1. First seen on skills.sh
  2. First recorded snapshot · 1 installs

SKILL.md

Overview

Query the Dimensions academic database to find publications, grants, patents, clinical trials, and researchers using the shortwing CLI.

Queries use the Dimensions Search Language (DSL) piped to shortwing.

Reference Documentation:

  • [dsl-reference.md](dsl-reference.md) — Full DSL syntax, operators, fields, and example queries

Authentication: Requires API key from https://app.dimensions.ai/account/tokens. Configure credentials in ~/.dimensions/dsl.ini or use environment variables (DIMENSIONSKEY, DIMENSIONSENDPOINT). See Authentication section in [dsl-reference.md](dsl-reference.md) for details.

Quick Start

# Search publications
echo 'search publications for "machine learning" return publications limit 10' | shortwing

# Search grants
echo 'search grants for "artificial intelligence" return grants[title+funding_usd] limit 10' | shortwing

# Find researchers
echo 'search researchers for "John Smith" return researchers[first_name+last_name+current_research_org] limit 10' | shortwing

Query Structure

search <source> [for "<terms>"] [where <filters>] return <result> [limit N]

Available Sources

Source Description
publications Research papers, articles, books
grants Research funding awards
patents Patent applications and grants
clinical_trials Clinical trial records
researchers Researcher profiles
datasets Research datasets

Common Query Patterns

Task Query
Search by keyword search publications for "CRISPR" return publications limit 20
Filter by year search publications where year=2024 return publications limit 10
Search title only search publications in title_only for "climate change" return publications limit 10
Highly cited papers search publications for "AI" where timescited>100 return publications sort by timescited desc limit 10
Grants by funder search grants where funders.name~"NIH" return grants[title+funding_usd] limit 10
Recent patents search patents where filing_year>=2023 return patents[title+assignees] limit 10
Clinical trials search clinicaltrials for "diabetes" return clinicaltrials[title+phase] limit 10
Aggregations search publications for "robotics" return research_orgs aggregate count sort by count desc limit 10

Return Specific Fields

Use + to combine fields:

echo 'search publications for "quantum" return publications[id+title+doi+year+times_cited] limit 10' | shortwing

Filter Operators

Operator Example
= equals year=2024
> greater than times_cited>100
~ contains journal.title~"Nature"
in range year in [2020:2024]
and/or combine year=2024 and type="article"

Boolean Search Operators

Boolean operators in search terms must be UPPERCASE and inside the quotes:

Pattern Example
AND (both required) for "machine learning AND healthcare"
OR (either matches) for "python OR java"
NOT (exclude) for "AI NOT robotics"
Grouped for "(cancer OR tumor) AND treatment"
Exact phrase for "\"peer feedback\"" (escaped quotes)
Proximity for "\"formal model\"~10" (within 10 words)

Important: Lowercase and/or in the where clause combines filters, but search terms require UPPERCASE AND/OR/NOT.

Tips for Precise Results

  1. Use targeted search indexes for relevant results:

```bash # Most specific - title only echo 'search publications in title_only for "machine learning" return publications limit 20' | shortwing

# Good balance - title and abstract echo 'search publications in titleabstractonly for "peer feedback AND writing" return publications limit 20' | shortwing ```

  1. Use phrase searches for exact multi-word terms:

``bash echo 'search publications in titleabstractonly for "\"formative assessment\" AND \"higher education\"" return publications limit 20' | shortwing ``

  1. Combine search with filters to narrow scope:

``bash echo 'search publications in titleabstractonly for "\"peer review\"" where year>=2020 and timescited>10 return publications[title+doi+timescited+year] limit 20' | shortwing ``

  1. Filter by citation count to find influential papers:

``bash echo 'search publications for "cognitive load" where timescited>50 return publications sort by timescited desc limit 10' | shortwing ``

General Tips

  • Always use double quotes around search terms: for "search term"
  • Use ~ for partial string matching: where journal.title~"Nature"
  • Use limit to control result size
  • See [dsl-reference.md](dsl-reference.md) for complete syntax and all available fields

Error Handling

Error Solution
shortwing not found Install from ~/aves/shortwing: cd ~/aves/shortwing && uv pip install .
Configuration error (exit code 2) Set DIMENSIONS_KEY env var or create ~/.dimensions/dsl.ini
Invalid credentials Get new key from https://app.dimensions.ai/account/tokens
Query syntax error (exit code 1) Check DSL syntax in [dsl-reference.md](dsl-reference.md)