The Critic role — blind first-round review of a draft: pre-committed standards, three angles (logic and coherence / published counter-positions / scope and limits), anti-sycophancy. Normally spawned by the Writer; summon directly to review any text ("critique this", "find the weaknesses", "make me defend this").…
The Searcher role — finding sources in the vault and returning verbatim, page-anchored, four-layer-verified quotes; or auditing a finished draft's every citation. Normally spawned by the Writer, not summoned directly; summon directly only as a fallback ("find sources on X", "verify these quotes"). Read-only.
The Writer role — drafting sections, revising, polishing, or writing discussion for any project. Triggers on "draft this", "revise this section", "polish", "help me write". Drafts through a six-phase pipeline (independent draft → evidence discovery → integrate → blind critique → revision → audit); notes orient, they…
A research-planning guide for starting a social-science paper or thesis. It turns a broad topic into research questions, hypotheses, theory, methods, and an outline.
An evidence-gathering guide for social-science research. It finds prior studies, academic theories, official statistics, and relevant cases, while recording sources for claims.
An orchestrator for writing Korean social-science research papers with a team of six specialized agents. Social science studies people, organizations, and society; a research paper presents a question, evidence, methods, and conclusions.
Benchmark local LLMs (Ollama models such as qwen3:14b, hermes3:8b) as CiteVahti citation prescreening agents on a chosen topic, and build the publication-style prescreen report + a dedicated CiteVahti store from the run. Use this whenever the user wants to test how well small/local models rate claim-vs-source support…
The secure front-door for building, developing, releasing, and updating CiteVahti. Use this whenever you are about to cut a release or bump the version; build, sign, or notarize the desktop app, the .mcpb extension, or the PyInstaller binary; set up or change automatic updates (tufup / code signing); add or change an…
Use when checking manuscript claims against evidence, assessing whether a citation actually supports what it is cited for, adding audited references to Zotero, generating a citation-integrity report, or when a researcher mentions claims, citations, PubMed, Zotero, PRISMA, blinded rating, or peer review of evidence.