Pyreez

C+ 75 completed
Other
unknown / typescript · small
177
Files
33,697
LOC
0
Frameworks
3
Languages

Pipeline State

completed
Run ID
#396694
Phase
done
Progress
1%
Started
Finished
2026-04-13 01:31:02
LLM tokens
0

Pipeline Metadata

Stage
Skipped
Decision
skip_scaffold_dup
Novelty
34.07
Framework unique
Isolation
Last stage change
2026-04-16 18:15:42
Deduplication 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

3/10

Tags

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
Full Security Report AI Fix Prompts SARIF SBOM

Languages

typescript
77.9%
markdown
13.8%
json
8.3%

Frameworks

None detected

Concepts (2)

Analysis by Repobility (https://repobility.com) · MCP-ready
CategoryNameDescriptionConfidence
Repobility · code-quality intelligence platform · https://repobility.com
auto_descriptionProject DescriptionHeterogeneous multi-model deliberation infrastructure exposed as an MCP server.80%
auto_categoryWeb Backendweb-backend70%

Quality Timeline

1 quality score recorded.

View File Metrics

Embed Badge

Add to your README:

![Quality](https://repos.aljefra.com/badge/121056.svg)
Quality BadgeSecurity Badge
Export Quality CSVDownload SBOMExport Findings CSV