Swamp

C 66 completed
Other
unknown / typescript · medium
510
Files
83,403
LOC
0
Frameworks
7
Languages

Pipeline State

completed
Run ID
#384647
Phase
done
Progress
1%
Started
Finished
2026-04-13 01:31:02
LLM tokens
0

Pipeline Metadata

Stage
Cataloged
Decision
proceed
Novelty
55.00
Framework unique
Isolation
Last stage change
2026-05-10 03:35:10
Deduplication group #48314
Member of a group with 1 similar repo(s) — this repo is canonical view group →
Top concepts (1)
Project Description
Want this analysis on your repo? https://repobility.com/scan/

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

3/10

Tags

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
Full Security Report AI Fix Prompts SARIF SBOM

Languages

typescript
86.6%
markdown
11.3%
yaml
0.7%
shell
0.7%
python
0.4%
text
0.2%
json
0.1%

Frameworks

None detected

Concepts (1)

Source: Repobility analyzer (https://repobility.com)
CategoryNameDescriptionConfidence
Repobility's GitHub App fixes findings like these · https://github.com/apps/repobility-bot
auto_descriptionProject DescriptionAI Native Automation, built for agents - Welcome to Swamp.80%

Quality Timeline

1 quality score recorded.

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