This repository archives system prompts and tool schemas extracted from production AI coding assistants. It contains 30,000+ lines of system instructions, tool definitions, and operational constraints extracted from 12+ AI systems including Qoder, Google Antigravity, v0, Same.dev, Windsurf, VSCode Agent, Comet, Lovable, and others.
The repository structure follows a one-directory-per-system organization pattern, with each directory containing prompt.txt files that define the system's identity, tool catalog, communication protocols, and execution constraints.
Primary contents:
*.txt) defining agent behaviorFor AI tool categorization, see page 1.1. For community infrastructure, see page 1.2.
Sources: README.md55 README.md1-124
The repository contains 30,000+ lines organized in a flat directory structure. Each AI system has a dedicated directory containing its system prompt files.
Directory-to-System Mapping
File type distribution:
*/prompt.txt or */*.txt.github/FUNDING.ymlassets/*.png (sponsor logos)README.mdSources: README.md1-124 Qoder/prompt.txt1-377 .github/FUNDING.yml1-4
Systems are organized by deployment model and integration type:
| Category | Systems | Directory Pattern | Documentation Density |
|---|---|---|---|
| IDE-Integrated | Qoder, Windsurf, VSCode Agent, Amp, Claude Code | SystemName/ | Qoder: 377 lines (highest) |
| Web-Based Platforms | v0, Same.dev, Lovable | SystemName/ | Full web app development focus |
| Browser Agents | Comet, Lumo | SystemName/ | Web automation and search |
| Agentic Systems | Antigravity, Trae | SystemName/ | Multi-agent architectures |
| Infrastructure | Funding, Assets | .github/, assets/ | 4 lines YAML, 3 PNG files |
Importance scores (from file edit frequency analysis):
Sources: README.md16-44 High-level architecture diagrams
System prompt files follow a consistent markdown structure with ## section headers. The Qoder prompt file exemplifies this pattern:
Qoder/prompt.txt Section-to-Line Mapping
Common section headers across systems:
Sources: Qoder/prompt.txt1-377 Qoder/prompt.txt3-7 Qoder/prompt.txt9-21 Qoder/prompt.txt22-38 Qoder/prompt.txt59-80 Qoder/prompt.txt82-96 Qoder/prompt.txt98-106 Qoder/prompt.txt121-151 Qoder/prompt.txt153-175 Qoder/prompt.txt234-265 Qoder/prompt.txt292-377
The repository serves three primary purposes:
1. Research and Comparative Analysis
2. Development Reference
3. Security Analysis
The README.md104-110 security notice section explicitly references ZeroLeaks service for AI system vulnerability auditing.
Sources: README.md104-110
The following table maps conceptual system names to their actual file locations in the repository:
| System Name | Primary File Location | Configuration Files | Asset Files |
|---|---|---|---|
| Qoder AI Assistant | Qoder/prompt.txt | - | - |
| Repository Metadata | README.md | - | - |
| Funding Configuration | - | .github/FUNDING.yml | - |
| Tembo Sponsor Assets | - | - | assets/tembo-dark.pngassets/tembo-light.png |
| Latitude Sponsor Assets | - | - | assets/Latitude_logo.png |
Additional systems (Google Antigravity, v0, Same.dev, Windsurf, VSCode Agent, Comet, Lovable, Lumo, Claude Code, Amp, Trae) follow similar organizational patterns in their respective directories.
Sources: README.md16-44 .github/FUNDING.yml1-4
The main documentation file organizes information in the following sections:
| Line Range | Content Type | Key Elements |
|---|---|---|
| 1-10 | Funding links | Solana CA: DEffWzJyaFRNyA4ogUox631hfHuv3KLeCcpBh2ipBAGS |
| 16-44 | Sponsor table | Tembo (lines 18-31), Latitude (lines 33-42) |
| 48-50 | Community | Discord invite: discord.gg/NwzrWErdMU |
| 55 | Scale metric | "30,000+ lines" |
| 58-59 | Status badges | CloudBack, DeepWiki |
| 63-76 | Donation methods | BTC: bc1q7zldmzjwspnaa48udvelwe6k3fef7xrrhg5625Patreon: patreon.com/luckniteKo-fi: ko-fi.com/lucknite |
| 92 | Last update | 08/01/2026 |
| 96-100 | Contact info | Twitter: @NotLuckniteDiscord: x1xhlolEmail: [email protected] |
| 104-110 | Security notice | ZeroLeaks: zeroleaks.ai |
| 115-121 | Star history | GitHub star chart |
Sources: README.md1-124
The repository maintains several key metadata elements:
| Metric | Value | Location | Purpose |
|---|---|---|---|
| Total Lines of Content | 30,000+ | README.md55 | Scale indicator |
| Latest Update | 08/01/2026 | README.md92 | Freshness timestamp |
| Primary Discord | LeaksLab Discord | README.md48-50 | Community hub |
| Tracking Badge | Trendshift #14084 | README.md53 | Popularity metric |
| Backup Status | CloudBack badge | README.md58 | Data redundancy |
| Documentation Tool | DeepWiki badge | README.md59 | AI-powered docs |
Sources: README.md53-59 README.md92
The README.md file references multiple external services:
Service Categories
| Service Type | URLs/Identifiers | Line References |
|---|---|---|
| Cryptocurrency | Solana CA: DEffWzJyaFRNyA4ogUox631hfHuv3KLeCcpBh2ipBAGSBTC: bc1q7zldmzjwspnaa48udvelwe6k3fef7xrrhg5625LTC: LRWgqwEYDwqau1WeiTs6Mjg85NJ7m3fsdQETH: 0x3f844B2cc3c4b7242964373fB0A41C4fdffB192A | 2-9, 69-72 |
| Sponsors | tembo.io (UTM: github/readme/prompt_repo_sponsorship)latitude.so/developers (same UTM params) | 19-28, 33-39 |
| Community | discord.gg/NwzrWErdMUx.com/NotLucknite[email protected] | 48, 98, 100 |
| Funding | patreon.com/luckniteko-fi.com/lucknite | 73-74 |
| Security | zeroleaks.ai | 109 |
| Tracking | trendshift.io/repositories/14084app.cloudback.itdeepwiki.com | 53, 58, 59 |
Sources: README.md2-9 README.md16-44 README.md48-50 README.md53-59 README.md69-74 README.md96-100 README.md104-110
The repository documents tool schemas and execution constraints. Example from Qoder:
| Section | Lines | Code Elements | Constraints |
|---|---|---|---|
| Identity and Role | 3-7 | System name: "Qoder" | Identity disclosure: prohibited |
| Communication Guidelines | 9-21 | Link syntax: `symbolName` | Terminal commands: use run_in_terminal tool |
| Planning Approach | 22-38 | Threshold: 3 steps → direct execution | Tools: add_tasks, update_tasks |
| Tool Calling Rules | 59-69 | Parallel execution: allowed for independent ops | Exceptions: file edits, terminal commands |
| Parallel Tool Calls | 72-80 | Parallel-safe: read_file, list_dir, search_codebase | Sequential-only: run_in_terminal, file edits |
| Testing Guidelines | 82-96 | Validation: one file at a time | Tool: get_problems (mandatory) |
| Web App Guidelines | 98-106 | Defaults: React, vite, next.js | Testing: curl via run_in_terminal |
| Code Change Instructions | 121-151 | Line limit: 600 per operation | Primary: search_replace, Fallback: edit_file |
| Memory Management | 153-175 | Categories: user_prefer, project_info, project_specification, experience_lessons | Scopes: workspace, global |
| Critical Reminders | 234-265 | Penalty: $100000000 | Violation: using edit_file when search_replace applicable |
| Available Tools | 292-377 | Count: 20+ tools, 7 categories | Schemas: full parameter definitions |
Tool categories:
search_codebase, grep_code, search_fileread_file, create_file, search_replace, edit_file, delete_filerun_in_terminal, get_terminal_outputget_problemsadd_tasks, update_tasksupdate_memory, search_memoryfetch_content, search_web, run_previewSources: Qoder/prompt.txt3-7 Qoder/prompt.txt9-21 Qoder/prompt.txt22-38 Qoder/prompt.txt59-69 Qoder/prompt.txt72-80 Qoder/prompt.txt82-96 Qoder/prompt.txt98-106 Qoder/prompt.txt121-151 Qoder/prompt.txt153-175 Qoder/prompt.txt234-265 Qoder/prompt.txt292-377
The repository provides technical specifications for:
1. System Prompt Extraction
2. Tool Schema Definitions
search_replace, add_tasks, update_memory, get_problems3. Constraint Documentation
$100000000 penalty in Qoder/prompt.txt238)4. Cross-System Patterns
get_problems, run_linter)user_prefer, project_info, project_specification, experience_lessons)5. Security Analysis
Sources: README.md55 README.md104-110 Qoder/prompt.txt238 Qoder/prompt.txt292-377
The repository operates as an open collection with specific access characteristics:
Sources: README.md48-50 README.md63-76 README.md92 README.md104-110
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