Pyreez
C+ 75 completed
Other
unknown / typescript · small
177
Files
33,697
LOC
0
Frameworks
3
Languages
Pipeline State
completedRun ID
#396694Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
SkippedDecision
skip_scaffold_dupNovelty
34.07Framework unique
—Isolation
—Last stage change
2026-04-16 18:15:42Deduplication group #48314
Member of a group with 1 similar repo(s) — canonical #108931 view group →
Top concepts (2)
Project DescriptionWeb Backend
Provenance: Repobility (https://repobility.com) — every score reproducible from /scan/
AI Prompt
Create a system that acts as a heterogeneous multi-model deliberation infrastructure, exposed as an MCP server. I need it to sit between a host agent and multiple LLM providers, handling intelligent routing via a CLASSIFY → PROFILE → SELECT pipeline. The core functionality must include multi-model deliberation with a producer → reviewers → leader consensus loop, and it should track model quality using Bradley-Terry scoring. Please expose tools like `pyreez_route`, `pyreez_ask`, and `pyreez_deliberate` for interacting with various providers like OpenAI, Anthropic, and Google.
typescript mcp llm multi-model orchestration ai-agent deliberation api-server typescript
Generated by gemma4:latest
Catalog Information
Heterogeneous multi-model deliberation infrastructure exposed as an MCP server.
Description
Heterogeneous multi-model deliberation infrastructure exposed as an MCP server.
Novelty
3/10Tags
typescript mcp llm multi-model orchestration ai-agent deliberation api-server typescript
Technologies
anthropic openai zod
Claude Models
claude-opus-4-6
Quality Score
C+
75.1/100
Structure
67
Code Quality
80
Documentation
77
Testing
70
Practices
64
Security
100
Dependencies
60
Strengths
- Good test coverage (90% test-to-source ratio)
- Good security practices \u2014 no major issues detected
- Properly licensed project
Weaknesses
- No CI/CD configuration \u2014 manual testing and deployment
- 1128 duplicate lines detected \u2014 consider DRY refactoring
- 2 'god files' with >500 LOC need decomposition
Recommendations
- Set up CI/CD (GitHub Actions recommended) to automate testing and deployment
- Add a linter configuration to enforce code style consistency
Security & Health
4.8h
Tech Debt (A)
A
OWASP (100%)
PASS
Quality Gate
A
Risk (0)
Repobility's GitHub App fixes findings like these · https://github.com/apps/repobility-bot
MIT
License
3.4%
Duplication
Languages
Frameworks
None detected
Concepts (2)
| Category | Name | Description | Confidence | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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| Repobility · code-quality intelligence platform · https://repobility.com | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_description | Project Description | Heterogeneous multi-model deliberation infrastructure exposed as an MCP server. | 80% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_category | Web Backend | web-backend | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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