bounded-researcherBounded evidence-first research workflow for software agents. Use when an agent should reduce uncertainty, localize issues, validate outputs, or summarize ev...
Install via ClawdBot CLI:
clawdbot install Leslie-ller/bounded-researcherGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Mar 22, 2026
A customer reports a performance issue in a cloud-based application. The bounded-researcher skill is used to analyze logs, identify candidate files causing slowdowns, and summarize findings for the engineering team to prioritize a fix without making code changes.
After a security scan flags a potential vulnerability, this skill helps narrow down the exact code modules affected, gather evidence from documentation, and outline next steps for developers to patch the issue while avoiding architecture decisions.
During app testing, a new feature fails integration tests. The skill runs validation checks, summarizes pass/fail results, and highlights remaining failures for the QA team to address, ensuring the agent does not edit production code.
A healthcare software update requires verification against regulatory standards. The skill summarizes relevant compliance docs, notes unknowns, and recommends a bounded step for legal review without making final decisions on adoption.
Agencies use this skill to efficiently triage client issues, localize bugs, and validate outputs during projects, reducing uncertainty for developers and speeding up delivery without overstepping into implementation.
Consultants apply the skill for incident response, summarizing evidence from system logs and runbooks to hand off clear next steps to engineering teams, optimizing for quick resolution in managed services.
Large organizations integrate the skill into internal support workflows to validate software updates, summarize documentation, and escalate complex issues, improving efficiency in maintenance contracts.
💬 Integration Tip
Integrate this skill into existing CI/CD pipelines or ticketing systems to automate initial triage and validation steps, ensuring agents only handle evidence gathering without code edits.
Scored Apr 19, 2026
Use this skill when users need to search academic papers, download research documents, extract citations, or gather scholarly information. Triggers include: requests to "find papers on", "search research about", "download academic articles", "get citations for", or any request involving academic databases like arXiv, PubMed, Semantic Scholar, or Google Scholar. Also use for literature reviews, bibliography generation, and research discovery. Requires OpenClawCLI installation from clawhub.ai.
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