Agent skill Kalaris Labs
Research Agent Skills (Kalaris Labs): systematic-review guidance
A research-skills collection with a documented systematic-review guide linking protocol, search, deduplication, screening, appraisal, synthesis and PRISMA reporting.
L2Research workflow (workflow level, not a quality rating) Source: Repository-documented Outcome: Not empirically evaluated here
Research applicability
Explicit academic review and research-writing guidance, with a concrete source-described systematic-review method.
Getting started
Untested editorial guidance: read the pinned documentation and source limitations, choose an appropriate public/synthetic example, and plan source/output checks before any separately authorised trial. No trial was executed.
Maintenance
Repository commit and primary documentation observed2026-10-19; current service availability/long-term support not established.
License
README/notices state MIT with third-party notices and separately governed templates/software; licence compliance not audited.
Workflow & human oversight
Intended L2 for the selected systematic-review guide: protocol, search records, deduplication, independent screening, appraisal, appropriate synthesis and reporting. AI-assisted screening must be validated and never the sole reviewer. No universal level for the collection, independent invention of adapted skills, verified script enforcement or research-gain claim.
Workflow level is not an evidence score; higher is not better evidence.
Approach
The selected guide specifies protocol and search records, two independent screening reviewers, design-matched appraisal and appropriate synthesis. AI-assisted screening must be validated and never be the sole reviewer. These are documented instructions, not demonstrated compliance or an executed review. Scope is the selected systematic-review guidance, not independent invention or a second listing of adapted K-Dense/Orchestra skills; their source provenance remains explicit.
Limitations
Selected README introduction, research tasks, benchmark context, security/FAQ/citation/licence sections plus full systematic-review guide and third-party notices read; not all collection entries/code/benchmarks audited. Notices list159 adapted K-Dense and98 Orchestra skills; counts are source claims and adaptations do not establish official upstream affiliation or separate research gains. Small author benchmark/pilot claims are not independently adjudicated and no performance/savings figures are promoted. Security/signature/test claims are unverified. Tools run with user permissions. L2 applies to the selected guide, not all280+ skills. AI editorial source review only; no installation, source code execution, provider/model calls or outcome reproduction.
Reproducibility
Primary documents and exact commit preserved; source code, models and claimed outcomes were not executed/reproduced.
Adoption requirements
A compatible agent harness and relevant database/data rights; inspect selected instructions/scripts and provider/data handling before use. Installer alternatives and future-release limitations are documentation statements; none were run.
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