ソース情報
- リポジトリ
- jmagly/aiwg
- ソースの最終更新活動
- 2026年4月30日 21:57
- 検出された SKILL.md の言語
- 英語
- スター
- 178
- フォーク
- 26
インストール方法
デフォルトでは、最初にソースを確認する Prompt が選択されています。直接コマンドに切り替えるか、ローカルコピーをダウンロードすることもできます。
ソースファイルを確認
インストールを決める前に、SKILL.md と SkillsMP に表示されている付属ファイルをお読みください。
メニュー
デフォルトでは、最初にソースを確認する Prompt が選択されています。直接コマンドに切り替えるか、ローカルコピーをダウンロードすることもできます。
インストールを決める前に、SKILL.md と SkillsMP に表示されている付属ファイルをお読みください。
Codex または Claude でインストール この Prompt をコピーして Codex、Claude、または他のアシスタントに貼り付けると、Skill ページを確認してインストールできます。
直接コマンドでは確認用 Prompt が省略されます。実行前にソースを確認してください。
npx skills add https://github.com/jmagly/aiwg --skill research-statusコマンドは1行のまま表示されます。コピー前に横へスクロールして全体を確認してください。
ローカルで確認しますか?SkillsMP が現在取得できるファイルをダウンロードできます。
WCAG accessibility analysis for color palettes including contrast ratios, compliance checking, and remediation suggestions. Use when user needs to verify colors meet accessibility standards.
Generate, analyze, compare, export, and suggest color palettes using color theory. Use when user asks about colors, palettes, color schemes, or needs help choosing colors for a project.
Research current color trends from Pantone, architecture, film, and design. Use when user asks about trending colors, popular palettes, or wants research-backed color inspiration.
SOC 職業分類に基づく
SKILL.md を表示中
| namespace | aiwg |
| name | research-status |
| platforms | ["all"] |
| description | Show research corpus health and statistics |
| commandHint | {"argumentHint":"[--detailed] [--problems-only] [--export json]","category":"research-monitoring"} |
Display comprehensive health check and statistics for the research corpus.
corpus-health / research-status is structural — it checks whether the corpus is well-formed:
For intellectual gap analysis — what topics lack coverage, what claims lack evidence, what contradictions are unresolved — use research-gap instead.
For declarative rule checking (automated, CI-ready), use research-lint which runs the research lint ruleset.
When invoked, analyze corpus health:
Scan Corpus
.aiwg/research/sources/Validate Integrity
Assess Completeness
Analyze Coverage
Check Policy Compliance
Generate Report
--detailed - Show detailed statistics and breakdowns--problems-only - Only show issues requiring attention--export [json|yaml|markdown] - Export report to file--validate-all - Perform deep validation (slower, thorough)--check-citations - Include citation policy validation# Basic status check
/research-status
# Detailed analysis
/research-status --detailed
# Show only problems
/research-status --problems-only
# Full validation with citation check
/research-status --validate-all --check-citations
# Export report
/research-status --detailed --export markdown
Research Corpus Health Check
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Corpus Statistics:
─────────────────────────────────────────────────────────────────────
Papers: 47
Finding Documents: 47 (100%)
Quality Assessments: 45 (96%)
Archival Packages: 42 (89%)
Literature Notes: 38 (81%)
Total Size: 142.8 MB
Oldest Paper: 2018
Newest Paper: 2024
Health Score: 92/100 (GOOD)
─────────────────────────────────────────────────────────────────────
Completeness:
─────────────────────────────────────────────────────────────────────
✓ All papers have finding documents
⚠ 2 papers missing quality assessments (REF-044, REF-045)
⚠ 5 papers missing archival packages (REF-041-045)
✓ Fixity manifest up to date
✓ Provenance records complete
Quality Distribution:
─────────────────────────────────────────────────────────────────────
HIGH: 12 papers (26%) ████████░░░░░░░░░░░░░░░░░░
MODERATE: 18 papers (38%) ███████████████░░░░░░░░░░░
LOW: 14 papers (30%) ████████████░░░░░░░░░░░░░░
VERY LOW: 3 papers (6%) ██░░░░░░░░░░░░░░░░░░░░░░░░
Source Types:
─────────────────────────────────────────────────────────────────────
Peer-reviewed Journal: 15 (32%)
Peer-reviewed Conference: 22 (47%)
Preprint: 8 (17%)
Technical Report: 2 (4%)
Topics (Top 5):
─────────────────────────────────────────────────────────────────────
1. agentic-workflows 24 papers
2. llm-evaluation 18 papers
3. human-in-the-loop 14 papers
4. multi-agent-systems 12 papers
5. cognitive-scaffolding 9 papers
Issues Requiring Attention:
─────────────────────────────────────────────────────────────────────
⚠ 2 papers need quality assessment:
- REF-044 (acquired 7 days ago)
- REF-045 (acquired 5 days ago)
⚠ 5 papers need archival:
- REF-041, REF-042, REF-043, REF-044, REF-045
⚠ 9 papers need literature notes
Next Steps:
─────────────────────────────────────────────────────────────────────
1. /research-quality REF-044 REF-045 - Complete quality assessments
2. /research-archive REF-041 REF-042 REF-043 REF-044 REF-045
3. /research-document REF-038 --depth comprehensive --include-notes
Last Corpus Update: 2026-02-03T14:35:25Z (15 minutes ago)
/research-status --detailed
Research Corpus Health Check (Detailed)
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Corpus Statistics:
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Papers by Year:
2024: ███████████ 18 (38%)
2023: ██████████ 15 (32%)
2022: ████ 6 (13%)
2021: ███ 4 (9%)
2020: ██ 3 (6%)
2019: ░ 1 (2%)
Papers by GRADE Level:
HIGH: ████████ 12 (26%)
- Systematic Reviews: 4
- Meta-analyses: 2
- High-quality RCTs: 6
MODERATE: ███████████████ 18 (38%)
- Conference Papers: 12
- Cohort Studies: 6
LOW: ████████████ 14 (30%)
- Case Series: 8
- Limited Evaluation: 6
VERY LOW: ██ 3 (6%)
- Preprints (not peer-reviewed): 2
- Blog Posts: 1
Papers by Source:
ACM Digital Library: 12
IEEE Xplore: 8
arXiv: 15
Nature/Science: 5
Springer: 4
Other: 3
AIWG Relevance:
HIGH: 32 papers (68%) - Direct applicability
MEDIUM: 12 papers (26%) - Tangential relevance
LOW: 3 papers (6%) - Background/context only
Citation Usage:
Total citations across corpus: 347
Average citations per paper: 7.4
Most cited: REF-001 (34 citations)
Least cited: REF-044 (0 citations, new)
Completeness Matrix:
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Artifact Type Count % Status
────────────────────────────────────────────────────────────────────
Source PDFs 47/47 100% ✓ Complete
Finding Documents 47/47 100% ✓ Complete
Quality Assessments 45/47 96% ⚠ 2 missing
Archival Packages 42/47 89% ⚠ 5 missing
Literature Notes 38/47 81% ⚠ 9 missing
Provenance Records 47/47 100% ✓ Complete
Metadata Completeness:
────────────────────────────────────────────────────────────────────
DOI: 44/47 94% ⚠ 3 preprints lack DOI
Authors: 47/47 100% ✓ Complete
Year: 47/47 100% ✓ Complete
Abstract: 46/47 98% ⚠ 1 missing
Keywords: 38/47 81% ⚠ 9 missing
Citation Count: 45/47 96% ⚠ 2 missing
Integrity Checks:
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Fixity Validation: 47/47 100% ✓ All checksums verified
Provenance Chains: 47/47 100% ✓ Complete
Broken References: 0 ✓ None found
Orphaned Files: 0 ✓ None found
Storage Metrics:
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Total Size: 142.8 MB
Source PDFs: 128.4 MB (90%)
Finding Documents: 2.1 MB (1%)
Literature Notes: 0.8 MB (1%)
Quality Assessments: 0.3 MB (<1%)
Archival Packages: 11.2 MB (8%)
Average PDF Size: 2.7 MB
Largest Paper: REF-015 (12.4 MB, book chapter)
Smallest Paper: REF-031 (0.4 MB, short paper)
Topic Coverage:
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
agentic-workflows ████████████████ 24
llm-evaluation ████████████ 18
human-in-the-loop ██████████ 14
multi-agent-systems ████████ 12
cognitive-scaffolding ██████ 9
prompt-engineering ██████ 8
tool-use █████ 7
reproducibility █████ 6
fair-principles ████ 5
test-generation ████ 4
Research Gaps Identified:
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
⚠ Limited coverage of:
- Agent security (2 papers, recommend 5+)
- Cost optimization (1 paper, recommend 5+)
- Real-world case studies (3 papers, recommend 10+)
⚠ Date range gaps:
- 2019-2020: Only 4 papers (consider historical context)
⚠ Source diversity:
- Heavy arXiv reliance (32% preprints)
- Recommend more journal articles for HIGH GRADE sources
Health Score Breakdown:
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Completeness: 18/20 (90%)
Integrity: 20/20 (100%)
Quality: 18/20 (90%)
Coverage: 16/20 (80%)
Policy Compliance: 20/20 (100%)
────────────────────────────────────────────
Overall Health Score: 92/100 (GOOD)
Recommendations:
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
High Priority:
1. Complete quality assessments for REF-044, REF-045
2. Archive recently acquired papers (REF-041-045)
Medium Priority:
3. Add literature notes for 9 papers lacking synthesis
4. Enrich metadata (keywords for 9 papers, abstracts for 1)
5. Fill research gaps: agent security, cost optimization
Low Priority:
6. Add more pre-2020 papers for historical context
7. Increase journal article proportion for HIGH GRADE sources
Maintenance Schedule:
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Weekly:
- Run /research-status --validate-all
- Archive new acquisitions
- Update literature notes
Monthly:
- Citation policy audit
- GRADE reassessment for preprints (check for publication)
- Fixity verification
- Generate synthesis reports
Quarterly:
- Topic coverage review
- Research gap analysis
- Corpus pruning (remove obsolete sources)
/research-status --problems-only
Research Corpus Issues
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
CRITICAL Issues (0):
None found
HIGH Priority Issues (2):
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
⚠ Missing Quality Assessments:
- REF-044 (acquired 7 days ago)
Action: /research-quality REF-044
- REF-045 (acquired 5 days ago)
Action: /research-quality REF-045
MEDIUM Priority Issues (5):
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
⚠ Missing Archival Packages:
- REF-041, REF-042, REF-043, REF-044, REF-045
Action: /research-archive REF-041 REF-042 REF-043 REF-044 REF-045
LOW Priority Issues (9):
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
⚠ Missing Literature Notes:
- REF-012, REF-015, REF-023, REF-028, REF-031, REF-038, REF-041, REF-044, REF-045
Action: /research-document [REF-XXX] --depth comprehensive
INFO Issues (3):
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
ℹ Missing Keywords:
- REF-012, REF-018, REF-023, REF-028, REF-031, REF-038, REF-041, REF-044, REF-045
Action: Update frontmatter manually or re-run metadata extraction
Summary:
Total Issues: 19
Critical: 0
High: 2
Medium: 5
Low: 9
Info: 3
Suggested Actions:
# Fix high priority issues
/research-quality REF-044 REF-045
# Fix medium priority issues
/research-archive REF-041 REF-042 REF-043 REF-044 REF-045
# Address low priority issues (optional)
/research-document REF-012 --depth comprehensive
Health Score = weighted_sum(
completeness_score * 0.25,
integrity_score * 0.25,
quality_score * 0.20,
coverage_score * 0.15,
compliance_score * 0.15
)
Completeness = % artifacts with all required elements
Integrity = % passing fixity/provenance checks
Quality = GRADE distribution (higher is better)
Coverage = Topic diversity and gap analysis
Compliance = Citation policy and standards adherence
Score Ranges:
90-100: EXCELLENT
80-89: GOOD
70-79: FAIR
60-69: NEEDS IMPROVEMENT
<60: CRITICAL
Generate scheduled reports:
# Daily summary
/research-status --export json > .aiwg/research/reports/daily-$(date +%Y%m%d).json
# Weekly detailed
/research-status --detailed --export markdown > .aiwg/research/reports/weekly-$(date +%Y%m%d).md
# Monthly with citation audit
/research-status --validate-all --check-citations --export yaml > .aiwg/research/reports/monthly-$(date +%Y%m%d).yaml