kw-distiller
01Agent
Distills a Layer-1 paper reading into abstract, transferable Layer-2 principle records (first-principles), capturing problem-signature ↔ mechanism ↔ rationale.
82 tagged research tools, measured the same way as everything else here.
Browse within: academic-research 38literature-review 38reproducible-research 38adversarial-testing 20paper-audit 20python 20scientific-writing 20research-assistant 9expert-systems 6knowledge-distillation 6active-learning 5knowledge-management 5llm-agents 5methodology 5
Agent
Distills a Layer-1 paper reading into abstract, transferable Layer-2 principle records (first-principles), capturing problem-signature ↔ mechanism ↔ rationale.
Agent
Acquires ONE paper PDF into paper/ .pdf via a robust multi-source open-access fallback chain, validates it is a real PDF, and registers a pending index entry. Use to fetch a paper before kw-reader reads it. Never reads/abstracts the paper.
Agent
Independent quality/integrity reviewer for memory records. Checks SCHEMA invariants, provenance resolution, L1 faithfulness, L2 abstraction. Never produces records — review lane only.
Agent
Experiment agent that implements reproducible baselines and proposed methods, runs controlled local or validated-remote trials, records every run, and promotes formal evidence.
Agent
Research Assistant that classifies paper routes, inspects evidence, dispatches specialists including independent Review, acceptance-reviews artifacts, performs authorized remote experiment preflight, and advances within existing authority without creating specialist artifacts or running experiments.
Agent
Writing agent that applies empirical or survey readiness, drafts and revises the authoritative Markdown manuscript, verifies citations, creates LaTeX, and compiles the PDF.
zi-yue-1129/research-lab-skills
Agent
Writes the full paper draft section by section from the structured outline and Paper Configuration Record.
zi-yue-1129/research-lab-skills
Agent
Formats the final manuscript output to target journal style requirements.
zi-yue-1129/research-lab-skills
Agent
Orchestrates the full multi-skill academic research pipeline and manages agent handoffs across phases.
Spark-To-Paper-Skills/paper-wiki
Agent
Adversarial reviewer. Finds holes, overclaims, unjustified assumptions, and missing counter-evidence in compiled wiki content. Replaces the Codex CLI "挑漏洞·找反例" role.
Spark-To-Paper-Skills/paper-wiki
Agent
Grounded research ideator. Discovers method-problem combinations from the wiki and prepares targeted verification requests for the coordinator.
Spark-To-Paper-Skills/paper-wiki
Agent
Searches arXiv and the web for recent papers on a given research topic. Returns a structured list of candidates to import into raw/. Replaces the Gemini CLI "联网验证·搜最新论文" role.
Agent Claude Code
FIND lens (Round 2) — refutes the claim that every promise in the abstract/summary is delivered, in matching strength, by the body.
Agent Claude Code
FIND lens (Round 5) — refutes the claim that the prose is free of AI-generated verbal tics that signal unedited machine writing.
Agent Claude Code
FIND lens (Round 1 / release gate) — refutes every number in the artifact by RECOMPUTING it from canonical data. Reading a summary is never verification.
Agent
Council Pilot — Research specialist. Discovers expert candidates via web search, collects source URLs, evaluates source tier quality, and produces candidate dossiers ready for distillation.
Agent
Council Pilot — Coverage gap analyst. Analyzes scoring reports and expert coverage matrices to identify missing expertise, knowledge gaps, and recommendations for new expert candidates or build focus areas.
Agent
Council Pilot — Profile filling specialist. Reads source dossiers and fills expert profile contracts using LLM-driven distillation. Produces complete expert profiles with reasoning kernels, critique styles, and knowledge bases.