System Prompts and Models of AI Tools — Detailed Introduction
Overview
This GitHub repository is a large, community-curated collection of system prompts, model settings, and related configuration snippets for numerous AI tools and developer-focused AI products. The README advertises "30,000+ lines" of insights and enumerates many commercial and open-source services (examples named in the README include Claude, Perplexity, Replit, VSCode Agent, NotionAI, Junie, Cursor, Comet, and many others). The project positions itself as a research/resource hub for prompt engineering and internal-model/tool configuration analysis.
What it contains
- Aggregated system prompts and example instructions used by various AI tools and coding assistants.
- Notes and examples mapping how different products structure prompts, model parameters, and internal tool flows.
- Meta information such as sponsor links, donation addresses, contact handles (X/Discord/email), and a security notice aimed at AI startups.
- Metrics and repository metadata in the README (star history badge, build/status badges, "Latest Update" line).
Use cases and audience
- Prompt engineers and researchers who want examples of real-world system prompts and prompt patterns across products.
- Engineers auditing or hardening AI deployments (the repo includes a security warning and points to services for leak detection/audits).
- Developers building integrations or comparative studies of assistant behaviour across platforms.
Notable repository metadata
- Created on: 2025-03-05 (repository creation timestamp included in provided context).
- Stars (as provided in context): 103,485 — indicates large visibility or interest (per the collected metadata).
- README notes a "Latest Update" entry dated 02/12/2025.
Important considerations and caveats
- The repository aggregates prompts and configurations that may originate from many third-party systems. The provenance and licensing of individual items may vary or be unclear; treat usages with caution.
- Some content may expose sensitive or proprietary patterns; the README itself warns AI startups about leak risks and recommends security audits.
- Ethical and legal considerations: do not assume that all examples are permitted for reuse — some items could be proprietary or copyrighted.
How to approach this resource
- Use it as a reference for prompt structure, style, and common system-level instructions across tools.
- Verify the origin and license of any snippet before reusing in production.
- Treat security-related examples as case studies rather than drop-in configurations; consult security best practices before applying to real systems.
Contact & sponsorship
The README includes author/contact handles (GitHub owner: x1xhlol), promotional links (e.g., Latitude sponsorship), and donation/payment addresses. There are links to social/contact channels (X, Discord, email) for support or sponsorship inquiries.
Note: This description is derived from the repository README and supplied metadata. For current contents, license, or changes since the provided snapshot, check the repository directly (the official_url field is empty because no separate project homepage was provided in the collected metadata).
