Cognitive Calibration Frameworks Prompt Engineering Tools
Meta-level prompt systems that align AI behavior with human cognition, intent, and institutional critique through structural constraints, recursive reasoning patterns, and accountability mechanisms. Does NOT include task-specific workflows, general prompt templates, or tools without explicit focus on human-AI cognitive alignment.
There are 63 cognitive calibration frameworks tools tracked. 1 score above 50 (established tier). The highest-rated is para-droid-ai/scratchpad at 50/100 with 181 stars.
Get all 63 projects as JSON
curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=prompt-engineering&subcategory=cognitive-calibration-frameworks&limit=20"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
| # | Tool | Score | Tier |
|---|---|---|---|
| 1 |
para-droid-ai/scratchpad
This framework works as a form of user/machine calibration, with a focus on... |
|
Established |
| 2 |
TomasHer/prompting-blueprints
Your guide to the Agentic AI evolution. **Prompting Blueprints** offers a... |
|
Emerging |
| 3 |
NeoVertex1/SuperPrompt
SuperPrompt is an attempt to engineer prompts that might help us understand... |
|
Emerging |
| 4 |
sin2664-collab/alignor
A markdown file that scores your AI outputs against your mission |
|
Emerging |
| 5 |
entrepeneur4lyf/engineered-meta-cognitive-workflow-architecture
Meta-Cognitive Workflow Architecture |
|
Emerging |
| 6 |
OJB-Quantum/Critical-Questions
Keywords & questions that can be used as a limited framework for idea/... |
|
Emerging |
| 7 |
gauravs19/archpilot
Enterprise Architecture Standards and Principles |
|
Emerging |
| 8 |
SirSalty1st/Nexus-Alpha
This system is protected by a 'Moral Kernel.' If you can convince the AI to... |
|
Emerging |
| 9 |
skrikx/SROS-Self-Compiler-Chat-OSS
Chat-first compiler that outputs receipt-driven sr8_prompt packages (XML). |
|
Emerging |
| 10 |
Michael-A-Kuykendall/sorcery
A 9-symbol notation for compressing architectural intent into transmissible... |
|
Experimental |
| 11 |
YangXiaoguang/prompt
Building a high-quality prompt universe for analysis, creativity, research,... |
|
Experimental |
| 12 |
emulable/kita
System prompt / custom instructions framework that replaces AI hedging with... |
|
Experimental |
| 13 |
chaosmethod/HPF-MDEA-Theory-Registry
AI prompt engine that evaluates physics theories for legality and execution... |
|
Experimental |
| 14 |
denysporynets/DS-Nexus
A meta-prompt framework for calibrating AI collaboration to your cognitive... |
|
Experimental |
| 15 |
thewhyman/prompt-engineering-in-action
Prompt engineering techniques that work in practice. Co-Dialectic: your AI... |
|
Experimental |
| 16 |
Kuonirad/KullAILABS-MCOP-Framework-2.0
Adaptive Optimization Framework 2.0 – A recursive meta-cognitive system for... |
|
Experimental |
| 17 |
beogip/echo-protocol
A structured execution protocol for echoes in AI systems. It includes a... |
|
Experimental |
| 18 |
aditsuru/structured-ai-prompt
A minimal, highly structured system prompt template that forces LLMs to... |
|
Experimental |
| 19 |
Deep-Process/deep-process
Structured workflows that make LLMs think instead of guess — verification,... |
|
Experimental |
| 20 |
Ardyyyyyyyy/The-Zero-Trust-Advocacy-Prompt-A-Framework-for-Civic-Engagement
🛡️ Verify civic engagement with the Zero Trust Advocacy Prompt, a framework... |
|
Experimental |
| 21 |
lhy818/prompt-wizard
Transform user requirements into effective prompts using best practices from... |
|
Experimental |
| 22 |
fdidonato/moralstack
Auditable AI governance, by design |
|
Experimental |
| 23 |
m727ichael/PromptOS
Information Architecture for High-Reliability AI Reasoning. |
|
Experimental |
| 24 |
lwedel/PersonaArchitect
Structured Expert Prompting (SEP) — a methodology and 5-file deployment... |
|
Experimental |
| 25 |
xlrepotestaa/prompt-engineering-models
📋 Create effective prompts for AI-assisted software development, focusing on... |
|
Experimental |
| 26 |
chrismichaelps/grammar
A practical reference of how different languages, frameworks, and libraries... |
|
Experimental |
| 27 |
agentprompt/prompts.ag
The agent prompt format's home at prompts.ag |
|
Experimental |
| 28 |
Vematriq/Veiled-Prime-
Veiled Prime — A recursive constraint framework for persona persistence and... |
|
Experimental |
| 29 |
ali5ter/anti-engagement-ai-system-prompt
🌱 A system prompt for LLMs designed to eliminate simulated empathy and ... |
|
Experimental |
| 30 |
fabriciopsouza/metacognition-framework
Universal prompt engineering framework for critical AI validation |
|
Experimental |
| 31 |
jevierra/prompt-architecture-patterns
Design patterns for production prompt engineering, modeled after Gang of... |
|
Experimental |
| 32 |
dr-gareth-roberts/Powerful-Prompts
Deep dives on a single keyword? Impressive Fermi estimations? Struggling to... |
|
Experimental |
| 33 |
XwhyZ-WHYLD/upif-specs
Specification-first protocol for pre-inference prompt governance in... |
|
Experimental |
| 34 |
nikhil-ai-insights/master-prompt-framework
A structured and professional prompt engineering framework to get accurate,... |
|
Experimental |
| 35 |
MohamedAlezabi/Reverse-Prompting-Protocol
A cognitive-science metacognition framework llm psychology... |
|
Experimental |
| 36 |
Seanhong0818/Echo-Mode
Echo Mode – A semantic resonance protocol for LLM tone control |
|
Experimental |
| 37 |
ivarada/gpd
Generative Productive Dialogue |
|
Experimental |
| 38 |
Phi-losophe/MetaEthicAI
Cognitive meta-prompt for AI/human co-creation dedicated to collective... |
|
Experimental |
| 39 |
dhirajxai/prompt-engineering-foundations
Developer-first prompt engineering patterns for grounded, testable, and... |
|
Experimental |
| 40 |
Sarb-jot/system-prompt-research
🔍 Analyze system prompts in large language models to understand design... |
|
Experimental |
| 41 |
RunMintOn/No-Pleasing-prompt
Don’t please first. Understand first. Not for flattery. For clarity. ... |
|
Experimental |
| 42 |
robertomisuraca-blip/PED-Pro-Misuraca-V4
The Official Zero Entropy Standard for AI Editorial Plans. Compatible with... |
|
Experimental |
| 43 |
ccllsscls/podcast-deepmap-coach
A structured prompt framework that turns podcast insights into verifiable... |
|
Experimental |
| 44 |
Liziloo/jeeves-prompts
Governance prompts for AI use where incorrect inference is worse than refusal. |
|
Experimental |
| 45 |
n0iia/Prompted-Behavioral-Architecture
A framework for shaping identity-aware cognition in language models using... |
|
Experimental |
| 46 |
AETHER-ENGINEERS/AETHER-ENGINEERS
These files also serve as model prompts to help them understand what this... |
|
Experimental |
| 47 |
xavieraringeling/ECHO
Modular prompt architecture for AI alignment, reuse, and governance. |
|
Experimental |
| 48 |
kvyb/prompt-agent
AI agent that helps you create, test, and iterate on LLM prompts. Saves... |
|
Experimental |
| 49 |
Melnus/The-Zero-Trust-Advocacy-Prompt-A-Framework-for-Civic-Engagement
An open-source prompt framework to empower citizens. It uses a 'Zero Trust'... |
|
Experimental |
| 50 |
jakenjarvis/OOPD
Object-Oriented Prompt Design (OOPD): オブジェクト指向型汎用プロンプト用語定義 (Object-Oriented... |
|
Experimental |
| 51 |
the-wildwood-valley/the-covenant
The covenant between human and LLM-based AI |
|
Experimental |
| 52 |
MDalamin5/Agentic-AI-Math-Tutor-with-Adaptive-Prompting-Long-Term-Memory
An AI-based adaptive math tutor that provides personalized step-by-step... |
|
Experimental |
| 53 |
Varietyz/meta-prompt-engineering
These frameworks are entirely fictional. You may experiment with them to see... |
|
Experimental |
| 54 |
Ricardo-Mendoza-Rodriguez/prompt-engineering-playbook
Practical prompt engineering frameworks, patterns, and examples |
|
Experimental |
| 55 |
kang-minseo-1218/U-Type-Prompt-CoreKit
Natural language-based prompt structure for GPT/Gemini control — U-Type... |
|
Experimental |
| 56 |
AINAchemi/prompt-auditor-auditor
Recursive governance framework for auditing prompt auditors. |
|
Experimental |
| 57 |
asharkekambas/meta-prompting-directive
Meta Prompting Directive (MPD): a system-level workflow for AI-generated... |
|
Experimental |
| 58 |
YUZU-DDL/DDL-Thought-Process-Logs
A dataset of raw thought process logs from LLMs, generated using a novel... |
|
Experimental |
| 59 |
micheledalsanto/Prompt-Playground
Prompt Playground: hands-on Prompt Engineering exercises with ChatGPT,... |
|
Experimental |
| 60 |
jacob-kraniak/Prompt-Engineering
A place for me to store and document useful prompts I've developed for AI Agents. |
|
Experimental |
| 61 |
ardinpo/Recursive-Frame-Performance-Engine
A prompt-shaping system that lets anyone invoke reflective reasoning within... |
|
Experimental |
| 62 |
d39n97/AISCRA
Semantic Compression Protocol for AI prompt engineering |
|
Experimental |
| 63 |
iSMP14/AIQueryLang
AIQueryLang es un lenguaje diseñado para simplificar y estructurar la... |
|
Experimental |