Career Coordination Mcp

C+ 77 completed
Ai Ml
containerized / cpp · small
298
Files
18,984
LOC
0
Frameworks
8
Languages

Pipeline State

completed
Run ID
#370645
Phase
done
Progress
1%
Started
Finished
2026-04-13 01:31:02
LLM tokens
0

Pipeline Metadata

Stage
Cataloged
Decision
proceed
Novelty
69.29
Framework unique
Isolation
Last stage change
2026-05-10 03:35:24
Deduplication group #52244
Member of a group with 2 similar repo(s) — this repo is canonical view group →
Top concepts (2)
Project DescriptionDevOps/Infrastructure
Provenance: Repobility (https://repobility.com) — every score reproducible from /scan/

AI Prompt

Create a reference implementation for a governance-first career coordination engine using C++20. I need this engine to expose its functionality via the Model Context Protocol (MCP). The core features should include matching structured job opportunities against immutable experience atoms, composing resumes constitutionally, enforcing outreach state machine rules, and maintaining a complete interaction audit log. Crucially, the system must include a Constitutional Validation Engine (CVE) that runs deterministic rule packs and validates all outputs to prevent ungrounded claims. Please structure the project to handle these complex, deterministic coordination tasks.
cpp cpp20 mcp governance career-coordination engine deterministic state-machine cpp-project
Generated by gemma4:latest

Catalog Information

This project, career-coordination-mcp, is a C++20 reference implementation of a governance-first career coordination engine exposed via the Model Context Protocol (MCP), designed to match structured opportunities against immutable experience atoms and enforce outreach state machine rules.

Description

Career Coordination MCP is a deterministic inference enhanced job search coordination system. It's a C++20 reference implementation of a governance-first career coordination engine exposed via the Model Context Protocol (MCP). The system is structured around five core domains: Experience Atoms, Opportunities, Resume Composition, Outreach State Machine, and Constitutional Validation Engine (CVE).

الوصف

مكتبات التوجيه المهني هي نظام توجيه مهني مُتحدد بشكل مسبق لتنسيق البحث الوظيفي. هو Implementation مرجعية C++20 لمحرك توجيه مهني أولوياتي يُعرض عبر بروتوكول السياق النموذجي (MCP). النظام مصمم حول خمسة مجالات أساسية: ذرات الخبرة، الفرص، تركيب السيرة الذاتية، جهاز الحالة الخارجية، ومحرك التحقق الدستوري.

Novelty

7/10

Tags

job-search-coordination deterministic-inference governance-first-career-coordination-engine model-context-protocol

Claude Models

claude-sonnet-4.6

Quality Score

C+
76.8/100
Structure
75
Code Quality
94
Documentation
71
Testing
50
Practices
74
Security
90
Dependencies
60

Strengths

  • Consistent naming conventions (snake_case)
  • Low average code complexity \u2014 well-structured code
  • Good security practices \u2014 no major issues detected
  • Containerized deployment (Docker)
  • Properly licensed project

Weaknesses

  • No CI/CD configuration \u2014 manual testing and deployment
  • Potential hardcoded secrets in 1 files
  • 914 duplicate lines detected \u2014 consider DRY refactoring

Recommendations

  • Set up CI/CD (GitHub Actions recommended) to automate testing and deployment
  • Add a linter configuration to enforce code style consistency
  • Move hardcoded secrets to environment variables or a secrets manager

Security & Health

10.1h
Tech Debt (B)
A
OWASP (100%)
PASS
Quality Gate
A
Risk (1)
Repobility · code-quality intelligence platform · https://repobility.com
Apache-2.0
License
10.8%
Duplication
Full Security Report AI Fix Prompts SARIF SBOM

Languages

cpp
57.7%
markdown
29.7%
c
9.8%
text
1.2%
shell
1.2%
sql
0.3%
yaml
0.2%
json
0.1%

Frameworks

None detected

Concepts (2)

Open methodology · Repobility · https://repobility.com/research/
CategoryNameDescriptionConfidence
Generated by Repobility's multi-pass static-analysis pipeline (https://repobility.com)
auto_descriptionProject DescriptionDeterministic inference enhanced job search coordination.80%
auto_categoryDevOps/Infrastructuredevops-infra70%

Quality Timeline

1 quality score recorded.

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