super-memory-team - SKILL.md Agent Skill

name: super-memory-team description: Complete academic validation with Mixtral 8x22B auditing, DOI resolution, citation integrity, plagiarism detection (<10%), and AI content monitoring.

version: 1.5.0 author: SuperMemory Team tags:

academic-writing
mixtral-audit
plagiarism-detection
ai-content-monitoring
citation-integrity

🔧 Configuration Parameters

config: memory_source: "notion" audit_model: "mixtral_8x22b" primary_writer: "claude" statistical_validator: "python_api" doi_resolver_api: "https://doi.org/" plagiarism_detector: "copyleaks_api" # or "turnitin_api" ai_content_detector: "originality_ai_api" # or "contentatscale_api"

🗃️ Complete Memory Schema with Compliance Tracking

memory_schema: paper_id: string journal: string rules: - description: string error_memory: - message: string severity: [high|medium|low] fix_instruction: string category: [textual|statistical|citation|figure|table|reference|plagiarism|ai_content] section_locks: - section_name: string locked: boolean approved_sections: introduction: boolean methodology: boolean results: boolean discussion: boolean rejected_patterns: - pattern: string

Compliance Monitoring Memory

compliance_memory: - check_type: [ai_content|plagiarism] section: string score: number # percentage timestamp: string passed: boolean violations_found: - segment: string - similarity_source: string - recommended_fix: string

Existing Data Artifact Memory

table_memory: - table_id: string caption: string headers_validated: boolean statistical_tests_applied: [string] p_values_reported: boolean errors_found: - column: string issue: string severity: [high|medium|low]

citation_memory: - reference_id: string cited_in_text: boolean bibliography_entry_complete: boolean doi_resolves: boolean year_consistent: boolean authors_formatted_correctly: boolean journal_name_normalized: boolean errors_found: - field: string issue: string severity: [high|medium|low]

reference_memory: - bib_key: string entry_type: [article|book|inproceedings|techreport|misc] title: string authors: [string] year: number journal: string volume: string pages: string doi: string url: string citation_style_compliant: boolean errors_found: - field: string issue: string severity: [high|medium|low]

⚙️ Journal Rule Templates with Compliance Requirements

journal_templates: q1_generic: imrad_required: true citation_style: "APA" max_word_count_per_section: 500 required_elements: - abstract_structure - method_dataset_link - result_citation_mapping - table_figure_citations - statistical_test_reporting - doi_resolution_mandatory - reference_integrity_check - ai_content_less_than_10_percent - plagiarism_less_than_10_percent forbidden_phrases: - "This paper discusses" - "In today's world" - "Rapidly growing field" compliance_requirements: - ai_content_threshold: 10 - plagiarism_threshold: 10 - original_contribution_required: true - self_citation_limit: 20 # Percentage of total citations data_requirements: - all_tables_must_have_captions - all_figures_must_be_referenced - statistical_significance_must_be_shown - p_values_must_be_reported_where_applicable - dois_must_resolve_to_valid_sources - bibliography_entries_must_be_complete

ieee: extends: q1_generic citation_style: "IEEE" section_order: ["Abstract", "Introduction", "Related Work", "Proposed Method", "Experimental Results", "Conclusion"] figure_caption_required: true compliance_requirements: - ai_content_threshold: 10 - plagiarism_threshold: 10 - numeric_citations_bracketed - et_al_after_3_authors data_requirements: - experimental_results_must_show_confidence_intervals - comparative_analysis_required

springer: extends: q1_generic citation_style: "Springer LNCS" section_order: ["Abstract", "Introduction", "Background", "Approach", "Evaluation", "Threats to Validity", "Conclusion"] double_blind_compliance: true compliance_requirements: - ai_content_threshold: 10 - plagiarism_threshold: 10 - author_names_anonymized - evaluation_metrics_must_be_defined data_requirements: - threat_analysis_required

elsevier: extends: q1_generic citation_style: "Elsevier-Harvard" section_order: ["Abstract", "Keywords", "Introduction", "Methods", "Results", "Discussion", "Conclusions", "References"] keyword_limit: 6 compliance_requirements: - ai_content_threshold: 10 - plagiarism_threshold: 10 - keywords_must_be_present data_requirements: - references_section_mandatory - alphabetical_bibliography_sorting

⚙️ Rule Compiler Output Template with Compliance Enforcement

rule_prompt_template: | ROLE: {{journal.name}} Journal Writer
TASK: Improve the given section WITHOUT introducing new errors

CONSTRAINTS:

Follow {{journal.section_order}} structure strictly
No repetition across sections
No generic phrases (e.g., 'this study aims')
Each claim must map to a reference
Each result must map to a method
Each conclusion must map to findings
All DOIs must resolve to valid sources
Citations must match bibliography entries exactly
Reference formatting must follow {{journal.citation_style}} style
AI-generated content MUST BE LESS THAN 10%
Plagiarism MUST BE LESS THAN 10%
All content MUST BE ORIGINAL CONTRIBUTIONS
{% for element in journal.required_elements %}
{{element}} {% endfor %} {% for requirement in journal.data_requirements %}
{{requirement}} {% endfor %} {% for compliance in journal.compliance_requirements %}
{{compliance}} {% endfor %}

ERROR MEMORY:
{{error_memory}}

REJECTED PATTERNS:
{{rejected_patterns}}

LOCKED SECTIONS:
{{locked_sections}}

COMPLIANCE MEMORY:
{{compliance_memory}}

REFERENCE MEMORY:
{{reference_memory}}

CITATION MEMORY:
{{citation_memory}}

INSTRUCTION:

Modify ONLY required parts
Do NOT rewrite entire section
Do NOT change approved content
Ensure ALL citations have corresponding bibliography entries
Verify ALL DOIs resolve correctly
MAINTAIN ORIGINAL CONTENT (>90% human-authored)
AVOID COPYING FROM OTHER SOURCES (>90% original)

OUTPUT:

Clean corrected version

🔐 Section Locking System

section_locks: introduction: true methodology: true results: false discussion: false references: false

✂️ Diff-Based Editing Engine Settings

diff_engine: mode: line_level preserve_formatting: true allow_rewrites: false

🧪 Audit System Integration (Mixtral 8x22B with Compliance Checking)

audit_system: enabled: true external_model: mixtral_8x22b audit_prompt: | Act as a senior academic editor reviewing a manuscript for top-tier journal submission.

Perform comprehensive validation covering:

TEXTUAL QUALITY:
- Logical flow and coherence
- Repetition avoidance
- Claim-to-citation mapping
- IMRAD adherence
- Generic phrase elimination

COMPLIANCE CHECKING:
- AI-generated content detection (<10% threshold)
- Plagiarism detection (<10% threshold)
- Original contribution verification
- Self-citation analysis (must be <20% of total)

CITATION AND REFERENCE INTEGRITY:
- Verify all in-text citations exist in bibliography
- Check that all bibliography entries are cited in text
- Resolve all DOIs to confirm they point to valid sources
- Ensure citation formatting matches {{journal.citation_style}} style
- Validate author names, years, journal titles, volumes, pages
- Check for duplicate or missing references

STATISTICAL ACCURACY:
- Reported statistics accuracy verification
- Appropriate statistical test usage
- P-value and confidence interval reporting completeness
- Outlier detection and handling documentation

TABLE & FIGURE VALIDATION:
- All tables/figures referenced in text
- Captions match content accurately
- Units and labels are clear and consistent
- Statistical significance properly indicated

Return ONLY structured feedback in this format:
[
  {
    "category": "[textual|citation|reference|statistical|table|figure|plagiarism|ai_content]",
    "issue": "Brief description of problem",
    "severity": "[high|medium|low]",
    "location": "Section name or reference ID",
    "compliance_violation": true/false,
    "fix_instructions": "Specific steps to resolve"
  }
]

📈 Statistical Validation Engine

statistical_validation: enabled: true engine: "python_api" checks: - descriptive_statistics: true - normality_tests: true - correlation_analysis: true - regression_diagnostics: true - outlier_detection: true output_format: json

🔍 DOI Resolution and Citation Verification

citation_verification: enabled: true doi_resolver: "https://doi.org/" crossref_api: "https://api.crossref.org/works/" validation_checks: - doi_format_valid: true - doi_resolves_successfully: true - resolved_title_matches_citation: true - resolved_authors_match_citation: true - resolved_year_matches_citation: true - resolved_journal_matches_citation: true

🛡️ Plagiarism Detection System

plagiarism_detection: enabled: true detector_service: copyleaks_api threshold: 10 # percentage scan_modes: - internet_search: true - academic_databases: true - publications: true - cross_platform_check: true reporting: - similarity_score: true - source_identification: true - highlighted_segments: true

🤖 AI Content Detection System

ai_content_detection: enabled: true detector_service: originality_ai_api threshold: 10 # percentage detection_methods: - linguistic_pattern_analysis: true - sentence_structure_comparison: true - semantic_coherence_check: true - metadata_analysis: true reporting: - ai_probability_score: true - human_written_percentage: true - flagged_passages: true

📚 Reference Management System

reference_management: enabled: true bib_file_sync: true duplicate_detection: true missing_field_alerts: true style_compliance_checking: true cross_reference_validation: true

🔁 Complete Iteration Loop Behavior with Compliance Monitoring

loop_behavior: max_iterations: 7 auto_lock_on_approval: true feedback_to_memory: true statistical_memory_update: true citation_memory_update: true reference_memory_update: true compliance_memory_update: true # New addition

🧩 Core Components Mapping

components: memory_bank: storage_type: notion sync_frequency: real_time rule_compiler: input_fields: - "error_memory" - "rejected_patterns" - "approved_content" - "journal" - "reference_memory" - "citation_memory" - "compliance_memory" output_field: "enforced_rules" section_controller: lock_policy: strict modification_scope: section_specific diff_editor: engine: git_diff_style granularity: line_based auditor: type: dual_model primary: claude validator: mixtral_8x22b citation_checker: type: external_service resolver: crossref_api validator: mixtral_8x22b compliance_monitor: plagiarism_detector: copyleaks_api ai_detector: originality_ai_api validator: mixtral_8x22b