academic-research

REVIEW · 62
Registry indexed

Search academic papers, scholarly articles, and research publications through SandBase. Use when asked for literature review, academic citations, scholarly research, paper discovery, or scientific evidence gathering.

Verified installs0
Stars31
Version1.0.0
Quality61/100 · Promising
Trust62/100 · Sandbox only
Audit75/100 · Needs review

Supply asset profile

Research and knowledge work

Deep research, source comparison, literature review, RAG, knowledge search, and reports.

Browse track

Scenario

Research agents

I need my agent to research a topic, compare sources, and produce a concise report.

Agent fit

Claude Code + CLI + Codex

Codex, Claude Code, Cursor, CLI, or custom agents.

Install

Ready

npx skills add sandbaseai/sandbase-skills --skill academic-research

Maintenance

fresh

1d since push

Risk

Needs review

SKILL.md does not explicitly mention that access to the SandBase service is required, which may cause confusion if the agent lacks credentials or API access.

GitHub quality

31

61/100 Quality · 70/100 Trust

Coverage tags

ResearchResearch agentsagent-skill

Review notes

SKILL.md does not explicitly mention that access to the SandBase service is required, which may cause confusion if the agent lacks credentials or API access. · The skill does not provide guidance on handling rate limits or errors from the SandBase API.

Agent adoption scorecard

Trust, audit, and install readiness at a glance

These scores combine public repository metadata, OpenAgentSkill review signals, maintenance freshness, and install readiness. They are a shortlist signal, not a replacement for human review.

Quality

Promising
61

Useful candidate, but compare it with alternatives before adopting.

Trust

Sandbox only
62

Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.

Audit

Needs review
75

A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.

OpenAgentSkill Trust Score v5

Human review before install

Run only in a sandbox and compare close alternatives before using it for real work.

CodexClaude CodeCursorOpenAgentSkill CLI

Stars

31 GitHub stars

Repo activity

31 stars, 3 forks

Maintenance

1d since push

License

Apache-2.0

Install

npx skills add sandbaseai/sandbase-skills --skill academic-research

Install safety

standard package or runtime install path

Permission surface

network or browser access, database access

Agent outcomes

No agent outcome data yet

Docs

Strong README/SKILL.md context

Risk summary

Review before production

  • SKILL.md does not explicitly mention that access to the SandBase service is required, which may cause confusion if the agent lacks credentials or API access.
  • Low GitHub adoption signal
  • Quality score needs review
  • GitHub adoption: 31 GitHub stars

Install readiness

Install path available

  • Install path is available
  • Repository evidence is available
  • License is declared
  • No Agent Proven outcome evidence yet

Agent-readable metadata

Machine-readable decision data for this skill.

Use this block or the embedded JSON to decide whether an agent should install this skill, choose an alternative, or ask for human review first.

Open JSON

Suited tasks

  • Research agents workflows
  • Claude Code teams
  • builders willing to evaluate younger projects
  • Search sources

Suited agents

CodexClaude CodeCursorOpenAgentSkill CLICLI

Install decision

Command
npx skills add sandbaseai/sandbase-skills --skill academic-research
Policy
review
Human review
yes

Trust and risk

Trust
62/100
Audit
75/100
Risk level
Needs review

Outcome loop

Endpoint
/api/agent/outcome
Event ID
resolve
Outcomes
5

Install command

npx skills add sandbaseai/sandbase-skills --skill academic-research

Do not use when

  • teams that need a vendor-supported SLA
  • production agents without a repository review
  • Low GitHub adoption signal
  • SKILL.md does not explicitly mention that access to the SandBase service is required, which may cause confusion if the agent lacks credentials or API access.
  • The skill does not provide guidance on handling rate limits or errors from the SandBase API.

Agent safety v2

59/100 · Review before install

Reviewed with permission notesreview

Usable candidate, but the agent should surface permission and audit notes before installation.

Require human approval before installing into a real workspace.

Resolve via API

medium

Network access

Skill likely fetches remote pages, APIs, repositories, or external services.

medium

Database access

Skill may inspect schemas, query databases, or work with persistent stores.

  • SKILL.md does not explicitly mention that access to the SandBase service is required, which may cause confusion if the agent lacks credentials or API access.

Install targets

Install this skill in your agent workflow

Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.

skill install

OpenAgentSkill CLI

Resolve policy, run the source installer safely, and report a verified install receipt.

$ npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install sandbaseai-academic-research

Agent resolve plan

Let an agent verify fit before installing.

The Resolve API returns the selected skill, alternatives, safety policy, audit notes, install target, and copy-paste prompt an agent can follow without scraping this page.

Open text plan

Agent should check

  • Task fit and alternatives from Resolve API.
  • Audit score, trust score, and safety policy warnings.
  • Install target compatibility for Codex, Claude Code, Cursor, or CLI.

Copy prompt

Task: Use academic-research in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20academic-research%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/sandbaseai-academic-research/install
Install command: npx skills add sandbaseai/sandbase-skills --skill academic-research
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.

Agent handoff

Give an agent the install path, not another directory page.

Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.

Open install API

Agent prompt

Use academic-research for this task. Review https://www.openagentskill.com/api/skills/sandbaseai-academic-research/install, then install with: npx skills add sandbaseai/sandbase-skills --skill academic-research

Registry metadata

Agent-readable profile for automatic skill selection.

This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.

Open manifest

Agent fit

62/100

Research agents

Platforms

Claude Code

Audit report

Needs review · 75/100

A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.

View audit reportView eval report

Agent decision cockpit

Fallback candidate for Research agents

Prototype with this skill first; keep a fallback candidate ready.

62
Readiness
Prototype
Stage

Role in stack

Fallback candidate

Primary fit

Research agents

Trust label

Prototype first

Install path

Command ready

Use when

  • Research agents workflows
  • Claude Code teams
  • builders willing to evaluate younger projects

Evidence

  • recent repository activity
  • install command or GitHub repo available
  • 61/100 quality profile
  • 5 OpenAgentSkill engagement events

review first

  • Low GitHub adoption signal
  • SKILL.md does not explicitly mention that access to the SandBase service is required, which may cause confusion if the agent lacks credentials or API access.

Implementation path

  1. 1Install it in a sandbox agent and run one Research agents task end to end.
  2. 2Compare output quality, latency, and failure behavior against at least one alternative.
  3. 3Promote it into production only after reviewing repository permissions, license, and maintenance signals.

Trust profile

Sandbox only

Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.

62
OpenAgentSkill Trust Score

GitHub adoption

CHECK

31 GitHub stars

Stars/forks activity

CHECK

31 stars, 3 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

1d since push

License clarity

PASS

Apache-2.0

Good signals

  • AI review approved
  • Install path is available
  • Repository evidence is available
  • Recently maintained repository
  • Install command has no obvious high-risk pattern
  • Outcome loop is ready but needs first real agent run

Review before install

  • SKILL.md does not explicitly mention that access to the SandBase service is required, which may cause confusion if the agent lacks credentials or API access.
  • Low GitHub adoption signal
  • Quality score needs review
  • GitHub adoption: 31 GitHub stars
  • Stars/forks activity: 31 stars, 3 forks; issue activity unavailable in current metadata
  • No real agent outcome reports yet
  • Human review required before unattended installation

Recommended action

Run only in a sandbox and compare close alternatives before using it for real work.

Quality profile

Promising candidate for agent workflows

Useful candidate, but compare it with alternatives before adopting.

61
GitHub stars
31
Freshness
1d ago
Install ready
Yes
License
Apache-2.0
Review before install: Low GitHub adoption signal · SKILL.md does not explicitly mention that access to the SandBase service is required, which may cause confusion if the agent lacks credentials or API access.

Workflow fit

Use this skill in these scenarios

Workflow fit

Add it to a complete workflow

Alternative shortlist

Compare before you install

Similar skills that may fit this task.

Compare all

Overview

--- name: academic-research description: Search academic papers, scholarly articles, and research publications through SandBase. Use when asked for literature review, academic citations, scholarly research, paper discovery, or scientific evidence gathering. ---

# Academic Research

Academic paper search and research synthesis through SandBase. Find scholarly articles, search across academic databases, and get AI-powered explanations of findings. Read [the API map](references/sandbase-api-map.md) before selecting a capability.

## Call SandBase capabilities

For every selected tool, call `sandbase_describe_tool` first and use only arguments in its current input schema. Then call `sandbase_call_tool` with the exact `tool_name`.

## Operating principles

- Distinguish peer-reviewed sources from preprints and working papers. - Cite papers with title, authors, year, and source. - Use academic search for evidence-based claims; use web search for current context. - Note publication recency — older papers may not reflect current consensus.

## Workflow

### 1. Search academic literature

Use `scholar_search_scholar` for pure academic/scholarly results. Use `scholar_search_web` for broader web-inclusive academic search. Use `scholar_search_mixed` for combined academic + web results (best default).

### 2. Analyze and explain

Use `scholar_explain` to get AI-powered confidence-scored explanations of research findings.

## Output

Return: paper citations (title, authors, year, source), key findings, methodology notes, evidence strength, and research gaps.

## Example tasks

- "Find recent academic papers about [topic] published in the last 2 years." - "What does the research say about [question]? Cite the key studies." - "Find papers comparing [approach A] vs [approach B] in [field]." - "Literature review on [topic] — give me the top 10 papers with summaries." - "What's the current scientific consensus on [claim]?"

Technical details

Version
1.0.0
License
Apache-2.0
Last updated
Aug 21, 2026
Published
Aug 21, 2026

Decision snapshot

Fallback candidate

62
Ready
Prototype
Stage

recent repository activity

Audit

Install review

Install and adoption review

75
Needs review
Security
78/100
Maintenance
100/100
Install
92/100
Open full auditView eval report

Agent-proven evidence

Agent-proven evidence

Outcome reports after resolve, review, install, and one narrow run.

0
Proven
Needs first agent runAuto-install: review firstLast: Unknown
Success rate
Recent failure
Outcomes
0
Output quality
Failed
0
Not relevant
0
Installs
0
Risk blocked
0
Setup needed
0
Production
0

No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.

Install

Add to agent workflow

Free and open source. Review the report before installing into production agents.

Growth loop

Share kit

X

Scenario-led draft for academic-research, ready for a manual X post.

Curator note
A practical pick for source-backed research:

academic-research: Search academic papers, scholarly articles, and research publications through SandBase. Use when asked for literature revie...

31 stars

https://www.openagentskill.com/skills/sandbaseai-academic-research?ref=x
Open X draft
Optional reply with install command
Listing + install path for academic-research:
https://www.openagentskill.com/skills/sandbaseai-academic-research?ref=x

Install: npx skills add sandbaseai/sandbase-skills --skill academic-research

Listing source

Registry indexed

Claimable

This listing was indexed from public sources and is not marked official until a maintainer claim is approved.

Creator
sandbaseai
Indexed by
OpenAgentSkill community index

Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.

Claim this skill

Owner claim

Claim this skill listing

This Registry indexed listing is attributed to sandbaseai but is not marked official yet. Claim it to add a verified owner signal and make future launch, install, and audit updates easier to trust.

Creator backlink kit

Add the evidence badges to your README

Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.

[![Listed on OpenAgentSkill](https://www.openagentskill.com/api/badge/sandbaseai-academic-research?metric=listed&label=Listed)](https://www.openagentskill.com/skills/sandbaseai-academic-research)
[![OpenAgentSkill Trust](https://www.openagentskill.com/api/badge/sandbaseai-academic-research?metric=trust&label=Trust)](https://www.openagentskill.com/skills/sandbaseai-academic-research)
[![OpenAgentSkill Audit](https://www.openagentskill.com/api/badge/sandbaseai-academic-research?metric=audit&label=Audit)](https://www.openagentskill.com/skills/sandbaseai-academic-research/audit)
[![Agent Proven](https://www.openagentskill.com/api/badge/sandbaseai-academic-research?metric=proven&label=Agent%20Proven)](https://www.openagentskill.com/skills/sandbaseai-academic-research)

Author

S

sandbaseai

@sandbaseai

Platform fit

Health signals

GitHub stars
31
Quality score
34/100
Last GitHub push
Aug 21, 2026
Framework hints
Unknown
OpenAgentSkill views
5
Install copies
0
Outbound clicks
0

Community signal

Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.

Trust & safety

Sandbox only

62
  • GitHub adoption31 GitHub starsCHECK
  • Stars/forks activity31 stars, 3 forks; issue activity unavailable in current metadataCHECK
  • Recent maintenance1d since pushPASS
  • License clarityApache-2.0PASS
  • README/SKILL.md completenessMetadata includes enough usage and workflow contextPASS
  • Dependency/runtime risknetwork or browser surfacePASS