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- Mixedbread Ai
- Bernd
- Research
research_skill
- TypeScript
6
GitHub Stars
1
Bundled Files
2 months ago
Catalog Refreshed
4 months ago
First Indexed
Readme & install
Copy the install command, review bundled files from the catalogue, and read any extended description pulled from the listing source.
Installation
Preview and clipboard use veilstrat where the catalogue uses aiagentskills.
npx veilstrat add skill mixedbread-ai/bernd --skill research- skill.md1.7 KB
Overview
This skill performs deep research on a topic by combining targeted web search and memory-driven synthesis. It produces concise, sourced summaries, highlights key findings, and captures follow-up actions for future use. The output is organized to support decision-making, reporting, or further investigation.
How this skill works
The skill clarifies the query and scope, runs a layered web search from broad to specific, and cross-references multiple reputable sources. Findings are synthesized into categorized insights, uncertainties are flagged, and important results are saved to memory for later retrieval and continuity.
When to use it
- Preparing a briefing or executive summary on a new topic.
- Validating claims, statistics, or competing perspectives.
- Scoping market, competitor, or academic literature reviews.
- Gathering evidence for policy, product, or investment decisions.
- Compiling background material before interviews, meetings, or talks.
Best practices
- Provide clear goals and constraints (timeframe, geography, source types).
- Ask for preferred depth: quick overview vs. exhaustive report.
- Request citations format you need (links, academic style, or inline).
- Flag any existing notes or prior findings to integrate from memory.
- Review flagged uncertainties and ask follow-up questions to resolve gaps.
Example use cases
- Create a 2-3 paragraph executive summary with 5 key citations for a board meeting.
- Compare features, pricing, and market position for three competitor products.
- Synthesize academic and industry sources to evaluate a new technology’s readiness.
- Validate a chain of claims with primary sources and note contradictions.
- Produce a prioritized list of next research steps and stakeholders to contact.
FAQ
Turnaround depends on depth: quick overviews can take minutes, while detailed syntheses with exhaustive sourcing may take hours. Specify deadline up front.
Can you use only peer-reviewed or specific source types?
Yes. I can restrict searches to academic databases, news outlets, government sites, or other source classes if you specify your preferences.