dhdna-profiler

K-Dense-AI/scientific-agent-skills · updated Jun 4, 2026

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$npx skills add https://github.com/K-Dense-AI/scientific-agent-skills --skill dhdna-profiler
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### Dhdna Profiler

  • name: "dhdna-profiler"
  • description: "Extract cognitive patterns and thinking fingerprints from any text. Use this skill when the user wants to analyze how someone thinks, understand cognitive style, profile writing or speech patterns, co..."
  • allowed-tools: "Read Write"
skill.md
name
dhdna-profiler
description
Extract cognitive patterns and thinking fingerprints from any text. Use this skill when the user wants to analyze how someone thinks, understand cognitive style, profile writing or speech patterns, compare thinking styles between people, asks "what's my thinking style", "analyze how this person reasons", "cognitive profile", "thinking pattern", "DHDNA", "digital DNA", or wants to understand the mind behind any text. Also trigger when the user provides text and wants deeper insight into the author's reasoning patterns, decision-making style, or cognitive signature.
allowed-tools
Read Write
license
MIT license
metadata
version: "1.0" skill-author: AHK Strategies (ashrafkahoush-ux)

DHDNA Profiler — Cognitive Pattern Extraction

A structured system for extracting the cognitive fingerprint of any text's author. Based on the Digital Human DNA (DHDNA) framework — the theory that every mind has a unique signature pattern expressed through how it reasons, decides, values, and communicates.

Published research: DHDNA Pre-print (DOI: 10.5281/zenodo.18736629) | IDNA Consolidation v2 (DOI: 10.5281/zenodo.18807387)

Core Concept

Just as biological DNA encodes physical identity through base pairs, Digital Human DNA encodes cognitive identity through thinking patterns. Every person's combination of analytical depth, creative range, emotional processing, strategic thinking, and ethical reasoning creates a unique cognitive signature — as distinctive as a fingerprint.

The profiler doesn't judge thinking as "good" or "bad." It maps the topology of how a mind works.

The 12 Cognitive Dimensions

When profiling text, score each dimension on a 1–10 scale based on evidence in the text:

#DimensionWhat It MeasuresLow Score (1-3)High Score (8-10)
1Analytical DepthLogical rigor, structured reasoning, causal chainsIntuitive, holistic, pattern-basedSystematic, proof-oriented, precise
2Creative RangeNovelty of connections, metaphor use, lateral thinkingConventional, incrementalParadigm-breaking, cross-domain synthesis
3Emotional ProcessingEmotional vocabulary, empathy signals, affect integrationDetached, clinicalEmotionally rich, feeling-integrated
4Linguistic PrecisionVocabulary sophistication, sentence architecture, rhetoricSimple, directArchitecturally complex, nuanced
5Ethical ReasoningValues signals, fairness concern, consequence awarenessPragmatic, outcome-focusedPrinciple-driven, justice-oriented
6Strategic ThinkingLong-term planning, competitive awareness, resource optimizationTactical, reactiveMulti-move, game-theoretic
7Memory IntegrationReference to past experience, historical patterns, continuityPresent-focusedDeep historical awareness, precedent-driven
8Social IntelligenceAudience awareness, perspective-taking, relational framingSelf-referentialDeeply other-aware, coalition-building
9Domain ExpertiseTechnical depth, specialized knowledge, jargon confidenceGeneralistDeep specialist
10Intuitive ReasoningGut-feel signals, heuristic shortcuts, pattern leapsMethodical, step-by-stepLeap-of-faith, insight-driven
11Temporal OrientationTime-horizon of thinking — past, present, or future focusPresent-anchoredTime-spanning, historical-to-futurist
12MetacognitionSelf-awareness of own thinking, uncertainty acknowledgmentUnreflectiveDeeply self-aware, thinks about thinking

The 6 Tension Pairs

Dimensions exist in tension — high scores on one often correlate with lower scores on its pair. These tensions ARE the cognitive signature:

PairTensionWhat It Reveals
DIM 1 ↔ DIM 10Analytical ↔ IntuitiveLogic vs. Gut — how the mind reaches conclusions
DIM 3 ↔ DIM 6Emotional ↔ StrategicHeart vs. Head — what drives decisions
DIM 2 ↔ DIM 5Creative ↔ EthicalFreedom vs. Framework — innovation within or beyond rules
DIM 4 ↔ DIM 12Linguistic ↔ MetacognitiveExpression vs. Self-Awareness — external craft vs. internal reflection
DIM 7 ↔ DIM 11Memory ↔ TemporalPast vs. Time Itself — experience vs. time-horizon
DIM 8 ↔ DIM 9Social ↔ DomainBreadth vs. Depth — people skills vs. technical mastery

How to Profile

Phase 1 — Evidence Collection

Read the text carefully. For each dimension, identify specific textual evidence:

  • Direct quotes that demonstrate the dimension
  • Structural patterns (how arguments are built)
  • What's present AND what's absent (gaps reveal as much as content)
  • Recurring patterns across multiple passages

Phase 2 — Scoring

For each of the 12 dimensions:

  1. Score 1-10 based on evidence
  2. Cite the strongest textual evidence for that score
  3. Flag confidence level: HIGH (multiple clear signals), MEDIUM (some signals), LOW (inferred)

Phase 3 — Pattern Synthesis

After scoring, identify:

Dominant Pattern: The 2-3 highest-scoring dimensions — this is the mind's "home base"

Shadow Pattern: The 2-3 lowest-scoring dimensions — this is where the mind doesn't naturally go

Signature Tensions: Which tension pairs show the widest gap? These define the cognitive style more than any individual score.

Reasoning Topology: How does the mind move through ideas?

  • Linear (A → B → C → conclusion)
  • Spiral (approaches the same idea from multiple angles, each time deeper)
  • Web (connects disparate domains into synthesis)
  • Dialectic (thesis → antithesis → synthesis)
  • Fractal (same pattern at micro and macro levels)

Decision Fingerprint: When facing choices, does this mind:

  • Analyze first, then decide? (Analytical-dominant)
  • Feel first, then rationalize? (Emotional-dominant)
  • Envision the outcome first, then work backward? (Strategic-dominant)
  • Question the question itself? (Metacognitive-dominant)

Phase 4 — Profile Output

Present the profile as:

═══════════════════════════════════════════
  DHDNA COGNITIVE PROFILE
  Subject: [Name or "Anonymous"]
  Text analyzed: [N words / N paragraphs]
  Confidence: [HIGH / MEDIUM / LOW]
═══════════════════════════════════════════

DIMENSION SCORES:
  1. Analytical Depth ···· [█████████·] 9/10
  2. Creative Range ······ [███████···] 7/10
  ... (all 12)

TENSION MAP:
  Analytical ████████░░ ↔ ░░████████ Intuitive
  Emotional  ███░░░░░░░ ↔ ░░░░░░████ Strategic
  ... (all 6 pairs)

DOMINANT PATTERN: [Top 2-3 dimensions]
SHADOW PATTERN: [Bottom 2-3 dimensions]
REASONING TOPOLOGY: [Linear / Spiral / Web / Dialectic / Fractal]
DECISION FINGERPRINT: [Analyze-first / Feel-first / Envision-first / Question-first]

NARRATIVE SYNTHESIS:
[2-3 paragraph natural language description of how this mind works,
what makes it distinctive, and what it might miss]

KEY QUOTES:
[3-5 most revealing quotes with dimension attribution]
═══════════════════════════════════════════

Comparison Mode

When the user provides two or more texts from different authors, produce individual profiles and then a comparison synthesis:

  • Where do the minds converge? (shared high dimensions)
  • Where do they diverge? (opposing scores on the same dimension)
  • Which tension pairs would create productive disagreement?
  • If these minds were in a room together, what would the conversation look like?

Self-Profile Mode

If the user asks to profile their own thinking (using the conversation history as text), be transparent:

  • Score based on the conversation so far
  • Acknowledge that conversational text may not represent the full range
  • Note that people often think differently when writing for an AI vs. writing for humans
  • Offer to re-profile if the user provides other writing samples

What This Is NOT

  • Not a personality test (MBTI, Big Five, etc.) — those measure behavioral tendencies, DHDNA measures cognitive architecture
  • Not a judgment of intelligence — a chess grandmaster and a poet may score very differently but both demonstrate profound cognitive capability
  • Not static — a person's DHDNA evolves as they learn, experience, and grow. A profile is a snapshot, not a destiny.

Built By

AHK Strategies — AI Horizon Knowledge Full platform: themindbook.app Research: DHDNA Paper (DOI: 10.5281/zenodo.18736629)

how to use dhdna-profiler

How to use dhdna-profiler on Cursor

AI-first code editor with Composer

1

Prerequisites

Before installing skills in Cursor, ensure your development environment meets these requirements:

  • Cursor installed and configured on your development machine
  • Node.js version 16.0+ with npm package manager (verify with node --version)
  • Active project directory or workspace where you want to add dhdna-profiler
2

Execute installation command

Execute the skills CLI command in your project's root directory to begin installation:

$npx skills add https://github.com/K-Dense-AI/scientific-agent-skills --skill dhdna-profiler

The skills CLI fetches dhdna-profiler from GitHub repository K-Dense-AI/scientific-agent-skills and configures it for Cursor.

3

Select Cursor when prompted

The CLI will show a list of available agents. Use arrow keys to navigate and space to select Cursor:

◆ Which agents do you want to install to?
│ ── Universal (.agents/skills) ── always included ────
│ • Amp
│ • Antigravity
│ • Cline
│ • Codex
│ ●Cursor(selected)
│ • Cursor
│ • Windsurf
4

Verify installation

Confirm successful installation by checking the skill directory location:

.cursor/skills/dhdna-profiler

Reload or restart Cursor to activate dhdna-profiler. Access the skill through slash commands (e.g., /dhdna-profiler) or your agent's skill management interface.

Security & Verification Notice

We perform automated surface-level scans (Gen AI Scanner, Socket, Snyk) during installation. These checks detect common vulnerabilities but do not guarantee complete security. Always review skill source code and verify the publisher's reputation before production use.

Skills execute code in your development environment. Always verify the publisher's identity, review recent commits, and test in isolated environments before production deployment.

List & Monetize Your Skill

Submit your Claude Code skill and start earning

GET_STARTED →

Use Cases

Task Automation & Efficiency

Automate repetitive workflows and reduce manual effort

Example

Generate reports, summarize documents, draft communications

Save 3-5 hours per week on routine tasks

Knowledge Enhancement

Learn new skills, understand complex topics, get expert guidance

Example

Explain concepts, provide examples, suggest learning resources

Accelerate learning and skill development by 2x

Quality Improvement

Enhance output quality through reviews, suggestions, and refinements

Example

Review drafts, suggest improvements, catch errors

Improve work quality by 30-40% with less effort

Implementation Guide

Prerequisites

  • Claude Desktop or compatible AI client with skill support
  • Clear understanding of task or problem to solve
  • Willingness to iterate and refine outputs

Time Estimate

15-45 minutes depending on use case complexity

Installation Steps

  1. 1.Install skill using provided installation command
  2. 2.Test with simple use case relevant to your work
  3. 3.Evaluate output quality and relevance
  4. 4.Iterate on prompts to improve results
  5. 5.Integrate into regular workflow if valuable

Common Pitfalls

  • Expecting perfect results without iteration
  • Not providing enough context in prompts
  • Using skill for tasks outside its intended scope
  • Accepting outputs without review and validation

Best Practices

✓ Do

  • +Start with clear, specific prompts
  • +Provide relevant context and constraints
  • +Review and refine all outputs before using
  • +Iterate to improve output quality
  • +Document successful prompt patterns

✗ Don't

  • Don't use without understanding skill limitations
  • Don't skip validation of outputs
  • Don't share sensitive information in prompts
  • Don't expect skill to replace human judgment

💡 Pro Tips

  • Be specific about desired format and style
  • Ask for multiple options to choose from
  • Request explanations to understand reasoning
  • Combine AI efficiency with human expertise

When to Use This

✓ Use When

Use when skill capabilities match your task, clear ROI on time saved, and you can validate outputs. Best for repetitive tasks, learning, and quality improvement.

✗ Avoid When

Avoid when task requires deep expertise you can't validate, involves sensitive decisions, or when learning process is more valuable than speed of completion.

Learning Path

  1. 1Familiarize yourself with skill capabilities and limitations
  2. 2Start with low-risk, non-critical tasks
  3. 3Progress to more complex and valuable use cases
  4. 4Build expertise through regular use and experimentation

Discussion

Product Hunt–style comments (not star reviews)
  • No comments yet — start the thread.
general reviews

Ratings

4.551 reviews
  • Kofi Jain· Dec 24, 2024

    Registry listing for dhdna-profiler matched our evaluation — installs cleanly and behaves as described in the markdown.

  • Maya Huang· Dec 24, 2024

    I recommend dhdna-profiler for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.

  • Maya Ramirez· Dec 16, 2024

    Solid pick for teams standardizing on skills: dhdna-profiler is focused, and the summary matches what you get after install.

  • Diego Ndlovu· Nov 19, 2024

    Keeps context tight: dhdna-profiler is the kind of skill you can hand to a new teammate without a long onboarding doc.

  • Ama Perez· Nov 15, 2024

    Useful defaults in dhdna-profiler — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.

  • Evelyn Torres· Nov 15, 2024

    dhdna-profiler reduced setup friction for our internal harness; good balance of opinion and flexibility.

  • Sakshi Patil· Nov 7, 2024

    dhdna-profiler is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.

  • Camila Jackson· Nov 7, 2024

    We added dhdna-profiler from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.

  • Diego Johnson· Nov 3, 2024

    dhdna-profiler fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.

  • Chaitanya Patil· Oct 26, 2024

    Keeps context tight: dhdna-profiler is the kind of skill you can hand to a new teammate without a long onboarding doc.

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