Skill Claude CodeCodex
Automatic quality auditor and continuous improvement engine for the scholar-skill suite. Four modes: (1) OBSERVE — post-skill output audit (run after any skill); (2) AUDIT — skill-suite structural health check; (3) IMPROVE — propose and apply fixes to skill definitions; (4) EVOLVE — cross-session pattern analysis and…
Skill Claude CodeCodex
Stable, deterministic social-science research-paper pipeline from idea or data to verified manuscript, citations, replication package, and final md/docx/tex/pdf outputs. Use when the user wants a reliable end-to-end auto-research chain that avoids the evolving scholar-full-paper workflow.
Agent Claude Code
Independent correctness reviewer report. The planned scripts, tests, and model specifications were checked before execution. No critical defect remains for this role.
Agent Claude Code
Independent datahandling reviewer report. The planned scripts, tests, and model specifications were checked before execution. No critical defect remains for this role.
Agent Claude Code
Independent reproducibility reviewer report. The planned scripts, tests, and model specifications were checked before execution. No critical defect remains for this role.
Agent Claude Code
Independent robustness reviewer report. The planned scripts, tests, and model specifications were checked before execution. No critical defect remains for this role.
Agent Claude Code
Independent statistical reviewer report. The planned scripts, tests, and model specifications were checked before execution. No critical defect remains for this role.
Agent Claude Code
Independent styleaipatterns reviewer report. The planned scripts, tests, and model specifications were checked before execution. No critical defect remains for this role.
Skill Claude CodeCodex
Generate research questions from existing materials — codebooks, survey questionnaires, datasets, or published papers/abstracts. Three modes: DATA (data files with safety scan + empirical signal tests), MATERIALS (codebook/questionnaire only with theory-driven ranking), PAPER (published paper/abstract → follow-up…
Skill Claude CodeCodex
Comprehensive causal inference toolkit for social science research. Covers DAG construction, method selection, and thirteen identification strategies (OLS, DiD, RD, IV, FE, matching/reweighting, synthetic control, causal mediation, staggered DiD, DML/causal forests, bunching estimation, shift-share/Bartik instruments…
Skill Claude CodeCodex
Full citation management for social science manuscripts. Eight modes: (1) INSERT — add in-text citations to uncited claims; (2) AUDIT — find orphans, missing refs, year/author mismatches, duplicates; (3) CONVERT-STYLE — convert between styles (ASA, APA, numbered, author-date); (4) FULL-REBUILD — inventory claims →…
Skill Claude CodeCodex
Systematic multi-agent code review of all analysis scripts produced in a project. 6 specialized agents review for: (1) correctness & logic errors, (2) robustness & defensive coding, (3) statistical implementation fidelity, (4) reproducibility & replication readiness, (5) code style & AI-generated anti-patterns, (6)…
Skill Claude CodeCodex
Multi-author research collaboration management. Covers CRediT role assignment, task delegation and tracking, co-author communication templates, contribution documentation, version management, conflict resolution, mentoring frameworks for student collaborators, and team coordination for multi-site or multi-PI projects.…
Skill Claude CodeCodex
Design and execute computational social science analyses across 11 modules: text-as-data/NLP (STM, BERTopic, Wordfish, BERT, conText embedding regression, LLM annotation + DSL bias correction, XLM-R/mBERT); ML (supervised, Double ML, Causal Forests, Bayesian brms/Stan, conformal prediction); network analysis (ERGMs…
Skill Claude CodeCodex
Build original theoretical frameworks and produce publication-quality conceptual diagrams for social science research. Two modes: (1) THEORIZE — construct new theories from empirical puzzles using typology construction (property-space analysis), process theorizing, mechanism specification (Coleman's boat, Hedström…
Skill Claude CodeCodex
Comprehensive open data directory (100+ datasets across 14 categories) with auto-fetch capability, plus data collection instrument design, variable dictionaries, data management, IRB materials, and web/digital data collection for social science studies. Covers GSS, PSID, ACS, CPS, ESS, WVS, Afrobarometer…
Skill Claude CodeCodex
Plan a rigorous research design, run power analysis, specify variables, select an analytic strategy, design computational studies (NLP/ML/networks/ABM), write a pre-analysis plan, and draft the Data and Methods section for social science research. Produces a design blueprint saved to disk. Use after…
Skill Claude CodeCodex
Conduct exploratory data analysis (EDA) before hypothesis testing. Run when the user has a dataset and needs to load data, build the analytic sample, diagnose missing data, inspect distributions, visualize relationships, check collinearity, and produce a publication-ready Table 1 and pre-analysis memo. Produces…
Skill Claude CodeCodex
Research ethics toolkit for social scientists. Covers (1) AI tool data privacy audit — document and report how data was handled when using tools like Claude Code, Codex, or ChatGPT, and produce journal-required AI use disclosures; (2) plagiarism check — self-plagiarism, text recycling, AI-generated text detection…
Skill Claude CodeCodex
Develop theoretically grounded hypotheses and draft publication-ready Theory sections. Covers puzzle framing (5 types: anomaly, contradiction, extension, mechanism, scope), framework selection from 25+ sociological/linguistic theories (stratification, networks, culture, institutional, life course, analytical sociology…
Skill Claude CodeCodex
Explore broad social science ideas and convert them into formal, researchable questions. Use when the user has an early-stage topic, puzzle, or rough question and wants sharper research questions, candidate mechanisms, scope conditions, testable hypotheses, and feasible study directions.
Skill Claude CodeCodex
Initialize a new research project directory for open-scholar-skill. Creates the standard layout (data/raw, data/interim, data/processed, materials, output, .claude, logs), copies or symlinks raw files and materials into place, runs a local safety scan on every ingested file, and writes .claude/safety-status.json so…
Skill Claude CodeCodex
Format, select, and prepare a manuscript for journal submission. 5 modes: FULL-PACKAGE (structure audit + checklist + cover letter + open science), FORMAT-CHECK (audit against journal requirements), COVER-LETTER (journal-calibrated draft), SELECT-JOURNAL (score against 18 journals, ranked list + journal ladder)…
Skill Claude CodeCodex
User-scoped, cross-project knowledge graph that persists extracted intellectual content (findings, mechanisms, theories, paper relationships) across projects and sessions. Layers on top of Zotero with richer content than raw bibliographic metadata. Eight modes: (1) INGEST — add papers from Zotero, PDF, lit-review…