Swamp
C 66 completed
Other
unknown / typescript · medium
510
Files
83,403
LOC
0
Frameworks
7
Languages
Pipeline State
completedRun ID
#384647Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
CatalogedDecision
proceedNovelty
55.00Framework unique
—Isolation
—Last stage change
2026-05-10 03:35:10Deduplication group #48314
Member of a group with 1 similar repo(s) — this repo is canonical view group →
Top concepts (1)
Project Description
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AI Prompt
Create a command-line interface (CLI) tool, similar to Swamp, for AI-native automation. I need it to allow users to define operational workflows that are reviewable and shareable. The system should support defining 'Models' for external systems, using YAML files for 'Definitions' that can incorporate CEL expressions. It must be able to orchestrate 'Workflows' by executing model methods, managing versioned 'Data' artifacts, and securely storing secrets in 'Vaults'. The CLI should initialize a project structure in a `.swamp/` directory and support tagging for data and definitions.
typescript cli automation ai-agent workflow yaml shell devops
Generated by gemma4:latest
Catalog Information
AI Native Automation, built for agents - Welcome to Swamp.
Description
AI Native Automation, built for agents - Welcome to Swamp.
Novelty
3/10Tags
typescript cli automation ai-agent workflow yaml shell devops
Claude Models
claude-opus-4-6
Quality Score
C
66.4/100
Structure
68
Code Quality
70
Documentation
68
Testing
65
Practices
59
Security
65
Dependencies
60
Strengths
- CI/CD pipeline configured (github_actions)
- Good test coverage (71% test-to-source ratio)
- Consistent naming conventions (snake_case)
- Properly licensed project
Weaknesses
- Potential hardcoded secrets in 1 files
- 5633 duplicate lines detected \u2014 consider DRY refactoring
- 7 'god files' with >500 LOC need decomposition
Recommendations
- Add a test suite \u2014 start with critical path integration tests
- Add a linter configuration to enforce code style consistency
- Move hardcoded secrets to environment variables or a secrets manager
- Address 37 TODO/FIXME items \u2014 consider tracking them as issues
Security & Health
13.3h
Tech Debt (A)
A
OWASP (100%)
PASS
Quality Gate
A
Risk (0)
Repobility · MCP-ready · https://repobility.com
AGPL-3.0
License
19.7%
Duplication
Languages
Frameworks
None detected
Concepts (1)
| Category | Name | Description | Confidence | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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| Repobility's GitHub App fixes findings like these · https://github.com/apps/repobility-bot | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_description | Project Description | AI Native Automation, built for agents - Welcome to Swamp. | 80% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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