A
licenseA
qualityC
maintenanceA local MCP server that packages LLM evaluation gates as reusable CI/CD primitives, enabling AI agents to run datasets against models, score responses, and enforce quality thresholds.
10
MIT
JDD-Agent OS
by amit11-ibm
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@JDD-Agent OStest the latest agent candidates and promote the best one"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
JDD-Agent OS
The MCP-native evolution control plane for AI agents.
JDD discovers what to change in an agent, tests the change, governs it, versions it, and promotes the next better agent. It integrates with the existing LocalLLM-MCP service as its first model substrate without modifying it. It boots in DEMO mode (no real LLM required) and auto-switches to LIVE mode when any LocalLLM-MCP model port is reachable.
Quick Start
# 1. Clone / open the workspace
cd "C:\JDD-Agent OS"
# 2. Install dependencies
pip install -e ".[dev]"
# 3. Configure environment
cp .env.example .env # edit as needed
# 4. Run DB migrations
alembic upgrade head
# 5. Start the backend
uvicorn backend.app.main:app --port 9000 --reload
# 6. Open the API docs
start http://localhost:9000/docsRelated MCP server: nano-vm-mcp
Port Map
Service | Port | Notes |
JDD Backend (FastAPI + MCP server) | 9000 |
|
JDD Frontend (Vite dev) | 5173 |
|
IBM Granite 4.1 3B | 8080 | LocalLLM-MCP (independent MCP server) |
NVIDIA Nemotron-3 Nano 4B | 8081 | LocalLLM-MCP |
Google Gemma-4 4B | 8082 | LocalLLM-MCP |
Alibaba Qwen 2.5 Coder 3B | 8083 | LocalLLM-MCP |
Meta Llama 3.2 3B | 8084 | LocalLLM-MCP |
Key Endpoints
Method | Path | Description |
GET |
| Health check |
GET |
| System status + mode |
GET |
| Interactive Swagger UI |
Project Layout
backend/app/ FastAPI application (config, database, models, schemas, api, …)
backend/tests/ Unit, integration, and e2e tests
frontend/ React 18 + TypeScript + Vite + Tailwind frontend
alembic/ SQLAlchemy migrations
data/ Seed YAML (agents, benchmarks, strategies)
cli/ Click-based CLI (jdd)
docs/ Architecture & design docsDemo Mode
JDD starts in DEMO mode — no real LLM is required. It probes ports 8080–8084 every 30 s; if any LocalLLM-MCP server responds to llm.health, the system automatically switches to LIVE mode. All demo scores are labelled [DEMO - simulated scores] and are never presented as real benchmark results.
Development
# Run tests
pytest backend/tests
# Lint / format
ruff check .
ruff format .
# Generate a new DB migration after changing models
alembic revision --autogenerate -m "describe change"
alembic upgrade headThis server cannot be installed
Maintenance
–Maintainers
–Response time
–Release cycle
–Releases (12mo)
Commit activity
Resources
Unclaimed servers have limited discoverability.
Looking for Admin?
If you are the server author, to access and configure the admin panel.
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- AlicenseAqualityAmaintenanceGoverned agent execution gateway for LLM workflows, providing deterministic FSM-based execution, audit trails, and idempotency guarantees via MCP.5MIT
- Alicense-qualityAmaintenanceMCP server that enables AI agents to run a deterministic orchestration loop with decomposition, subagent execution, and review feedback across multiple LLM backends.53MIT
- Flicense-qualityCmaintenanceMulti-model agent orchestration MCP server that enables plan-code-review-deliver pipelines with configurable providers and models.
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