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553f7a4b/Dockerfile ADDED
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1
+ FROM python:3.11-slim
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+
3
+ WORKDIR /app
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+
5
+ COPY requirements.txt .
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+ RUN pip install --no-cache-dir -r requirements.txt
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+
8
+ COPY . .
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+
10
+ EXPOSE 8000
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+
12
+ HEALTHCHECK --interval=30s --timeout=10s --start-period=5s --retries=3 \
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+ CMD python -c "import httpx; httpx.get('http://localhost:8000/health').raise_for_status()"
14
+
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+ CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "8000", "--workers", "2"]
553f7a4b/README.md ADDED
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1
+ # DevOps Infra Stack Recommender API
2
+
3
+ > REST API that recommends optimal DevOps infrastructure stacks based on team size, project type, budget constraints, and cloud provider preference. Input your engineering team profile and get back ranked tool recommendations with justification, cost estimates, migration paths, and integration guides. Covers CI/CD tools (GitHub Actions, GitLab CI, CircleCI, Jenkins), container orchestration (Kubernetes, ECS, Nomad), observability stacks (Prometheus, Grafana, Datadog), IaC tools (Terraform, Pulumi, CDK), and service mesh options. Each recommendation includes TCO analysis, team skill requirements, and step-by-step adoption roadmap. Built with FastAPI, Docker-ready, JWT auth, rate limiting, and full OpenAPI documentation included.
4
+
5
+ ## Features
6
+
7
+ - Full REST API
8
+
9
+ ## Quick Start
10
+
11
+ ```bash
12
+ # 1. Install dependencies
13
+ pip install -r requirements.txt
14
+
15
+ # 2. Configure environment
16
+ cp .env.example .env
17
+ # Edit .env with your settings
18
+
19
+ # 3. Run locally
20
+ uvicorn main:app --reload --port 8000
21
+
22
+ # 4. View interactive docs
23
+ open http://localhost:8000/docs
24
+ ```
25
+
26
+ ## Docker Deployment
27
+
28
+ ```bash
29
+ # Build and run
30
+ docker compose up -d
31
+
32
+ # Check health
33
+ curl http://localhost:8000/health
34
+ ```
35
+
36
+ ## Authentication
37
+
38
+ Get a token first:
39
+ ```bash
40
+ curl -X POST "http://localhost:8000/auth/token?username=admin&password=admin123"
41
+ ```
42
+
43
+ Use the token in subsequent requests:
44
+ ```bash
45
+ curl -H "Authorization: Bearer YOUR_TOKEN" http://localhost:8000/items
46
+ ```
47
+
48
+ ## API Endpoints
49
+
50
+ | Method | Path | Description |
51
+ |--------|------|-------------|
52
+ | GET | `/health` | System health |
53
+ | POST | `/auth/token` | Get JWT token |
54
+ | GET | `/items` | List all items |
55
+ | POST | `/items` | Create item |
56
+ | GET | `/items/{id}` | Get item |
57
+ | PATCH | `/items/{id}` | Update item |
58
+ | DELETE | `/items/{id}` | Delete item |
59
+ | GET | `/stats` | API statistics |
60
+
61
+ Full interactive docs: `http://localhost:8000/docs`
62
+
63
+ ## Rate Limits
64
+
65
+ | Endpoint | Limit |
66
+ |----------|-------|
67
+ | `/auth/token` | 10/minute |
68
+ | `GET /items` | 60/minute |
69
+ | `POST /items` | 30/minute |
70
+ | `DELETE /items` | 20/minute |
71
+
72
+ ## Running Tests
73
+
74
+ ```bash
75
+ pip install pytest httpx
76
+ pytest tests/ -v
77
+ ```
78
+
79
+ ## Production Notes
80
+
81
+ - Change `SECRET_KEY` in `.env` before deploying
82
+ - Replace in-memory `_db` with a real database
83
+ - Add proper user management to `auth.py`
84
+ - Configure `ALLOWED_ORIGINS` for CORS
85
+ - Use Nginx/Traefik as reverse proxy
86
+
87
+ ## License
88
+
89
+ MIT
553f7a4b/auth.py ADDED
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1
+ """
2
+ Simple JWT auth — swap for OAuth2/API keys in production.
3
+ """
4
+ import os
5
+ from datetime import datetime, timedelta, timezone
6
+ from typing import Optional
7
+ from fastapi import Depends, HTTPException, status
8
+ from fastapi.security import HTTPBearer, HTTPAuthorizationCredentials
9
+ from jose import JWTError, jwt
10
+ from passlib.context import CryptContext
11
+
12
+ SECRET_KEY = os.getenv("SECRET_KEY", "changeme-in-production-please")
13
+ ALGORITHM = os.getenv("ALGORITHM", "HS256")
14
+ EXPIRE_MINUTES = int(os.getenv("ACCESS_TOKEN_EXPIRE_MINUTES", "30"))
15
+
16
+ pwd_context = CryptContext(schemes=["bcrypt"], deprecated="auto")
17
+ security = HTTPBearer()
18
+
19
+ # Demo users — replace with real DB lookup
20
+ USERS: dict[str, str] = {
21
+ "admin": pwd_context.hash("admin123"),
22
+ "demo": pwd_context.hash("demo123"),
23
+ }
24
+
25
+
26
+ def verify_password(username: str, password: str) -> bool:
27
+ hashed = USERS.get(username)
28
+ if not hashed:
29
+ return False
30
+ return pwd_context.verify(password, hashed)
31
+
32
+
33
+ def create_access_token(data: dict) -> str:
34
+ to_encode = data.copy()
35
+ expire = datetime.now(timezone.utc) + timedelta(minutes=EXPIRE_MINUTES)
36
+ to_encode["exp"] = expire
37
+ return jwt.encode(to_encode, SECRET_KEY, algorithm=ALGORITHM)
38
+
39
+
40
+ def get_current_user(credentials: HTTPAuthorizationCredentials = Depends(security)) -> str:
41
+ token = credentials.credentials
42
+ try:
43
+ payload = jwt.decode(token, SECRET_KEY, algorithms=[ALGORITHM])
44
+ username: Optional[str] = payload.get("sub")
45
+ if not username:
46
+ raise HTTPException(status_code=401, detail="Invalid token payload")
47
+ return username
48
+ except JWTError:
49
+ raise HTTPException(
50
+ status_code=status.HTTP_401_UNAUTHORIZED,
51
+ detail="Invalid or expired token",
52
+ headers={"WWW-Authenticate": "Bearer"},
53
+ )
553f7a4b/docker-compose.yml ADDED
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1
+ version: '3.8'
2
+ services:
3
+ api:
4
+ build: .
5
+ ports:
6
+ - "8000:8000"
7
+ env_file: .env
8
+ restart: unless-stopped
9
+ volumes:
10
+ - ./data:/app/data
553f7a4b/main.py ADDED
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1
+ """
2
+ DevOps Infra Stack Recommender API — REST API Service
3
+ REST API that recommends optimal DevOps infrastructure stacks based on team size, project type, budget constraints, and cloud provider preference. Input your engineering team profile and get back ranked tool recommendations with justification, cost estimates, migration paths, and integration guides. Covers CI/CD tools (GitHub Actions, GitLab CI, CircleCI, Jenkins), container orchestration (Kubernetes, ECS, Nomad), observability stacks (Prometheus, Grafana, Datadog), IaC tools (Terraform, Pulumi, CDK), and service mesh options. Each recommendation includes TCO analysis, team skill requirements, and step-by-step adoption roadmap. Built with FastAPI, Docker-ready, JWT auth, rate limiting, and full OpenAPI documentation included.
4
+
5
+ Features:
6
+
7
+ """
8
+ import os
9
+ from contextlib import asynccontextmanager
10
+ from typing import Optional, List
11
+ from datetime import datetime, timezone
12
+
13
+ from fastapi import FastAPI, Depends, HTTPException, Request, status
14
+ from fastapi.middleware.cors import CORSMiddleware
15
+ from fastapi.responses import JSONResponse
16
+ from slowapi import Limiter
17
+ from slowapi.util import get_remote_address
18
+ from slowapi.errors import RateLimitExceeded
19
+ from dotenv import load_dotenv
20
+
21
+ from models import ItemCreate, ItemUpdate, ItemResponse, HealthResponse
22
+ from auth import get_current_user, create_access_token, verify_password
23
+
24
+ load_dotenv()
25
+
26
+ limiter = Limiter(key_func=get_remote_address)
27
+ _db: dict = {} # In-memory store — swap for real DB in production
28
+
29
+
30
+ @asynccontextmanager
31
+ async def lifespan(app: FastAPI):
32
+ print(f"{app.title} starting up...")
33
+ yield
34
+ print(f"{app.title} shutting down...")
35
+
36
+
37
+ app = FastAPI(
38
+ title="DevOps Infra Stack Recommender API",
39
+ description="REST API that recommends optimal DevOps infrastructure stacks based on team size, project type, budget constraints, and cloud provider preference. Input your engineering team profile and get back ranked tool recommendations with justification, cost estimates, migration paths, and integration guides. Covers CI/CD tools (GitHub Actions, GitLab CI, CircleCI, Jenkins), container orchestration (Kubernetes, ECS, Nomad), observability stacks (Prometheus, Grafana, Datadog), IaC tools (Terraform, Pulumi, CDK), and service mesh options. Each recommendation includes TCO analysis, team skill requirements, and step-by-step adoption roadmap. Built with FastAPI, Docker-ready, JWT auth, rate limiting, and full OpenAPI documentation included.",
40
+ version="1.0.0",
41
+ lifespan=lifespan,
42
+ docs_url="/docs",
43
+ redoc_url="/redoc",
44
+ openapi_url="/openapi.json",
45
+ )
46
+
47
+ app.state.limiter = limiter
48
+
49
+ app.add_middleware(
50
+ CORSMiddleware,
51
+ allow_origins=os.getenv("ALLOWED_ORIGINS", "*").split(","),
52
+ allow_credentials=True,
53
+ allow_methods=["*"],
54
+ allow_headers=["*"],
55
+ )
56
+
57
+
58
+ @app.exception_handler(RateLimitExceeded)
59
+ async def rate_limit_handler(request: Request, exc: RateLimitExceeded):
60
+ return JSONResponse(
61
+ status_code=status.HTTP_429_TOO_MANY_REQUESTS,
62
+ content={"error": "Rate limit exceeded", "detail": str(exc)},
63
+ )
64
+
65
+
66
+ @app.exception_handler(Exception)
67
+ async def global_exception_handler(request: Request, exc: Exception):
68
+ return JSONResponse(
69
+ status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
70
+ content={"error": "Internal server error", "detail": str(exc)},
71
+ )
72
+
73
+
74
+ # ── Health ────────────────────────────────────────────────────────────────────
75
+
76
+ @app.get("/health", response_model=HealthResponse, tags=["System"])
77
+ async def health():
78
+ return {
79
+ "status": "healthy",
80
+ "service": "DevOps Infra Stack Recommender API",
81
+ "version": "1.0.0",
82
+ "timestamp": datetime.now(timezone.utc).isoformat(),
83
+ "items_count": len(_db),
84
+ }
85
+
86
+
87
+ # ── Auth ──────────────────────────────────────────────────────────────────────
88
+
89
+ @app.post("/auth/token", tags=["Auth"], summary="Get API token")
90
+ @limiter.limit("10/minute")
91
+ async def login(request: Request, username: str, password: str):
92
+ if not verify_password(username, password):
93
+ raise HTTPException(status_code=401, detail="Invalid credentials")
94
+ token = create_access_token({"sub": username})
95
+ return {"access_token": token, "token_type": "bearer"}
96
+
97
+
98
+ # ── CRUD ──────────────────────────────────────────────────────────────────────
99
+
100
+ @app.get("/items", response_model=List[ItemResponse], tags=["Items"])
101
+ @limiter.limit("60/minute")
102
+ async def list_items(
103
+ request: Request,
104
+ skip: int = 0,
105
+ limit: int = 50,
106
+ search: Optional[str] = None,
107
+ current_user: str = Depends(get_current_user),
108
+ ):
109
+ items = list(_db.values())
110
+ if search:
111
+ items = [i for i in items if search.lower() in i.get("name", "").lower()]
112
+ return items[skip : skip + limit]
113
+
114
+
115
+ @app.post("/items", response_model=ItemResponse, status_code=201, tags=["Items"])
116
+ @limiter.limit("30/minute")
117
+ async def create_item(
118
+ request: Request,
119
+ item: ItemCreate,
120
+ current_user: str = Depends(get_current_user),
121
+ ):
122
+ item_id = f"item_{len(_db) + 1:06d}"
123
+ record = {
124
+ "id": item_id,
125
+ **item.model_dump(),
126
+ "created_by": current_user,
127
+ "created_at": datetime.now(timezone.utc).isoformat(),
128
+ "updated_at": datetime.now(timezone.utc).isoformat(),
129
+ }
130
+ _db[item_id] = record
131
+ return record
132
+
133
+
134
+ @app.get("/items/{item_id}", response_model=ItemResponse, tags=["Items"])
135
+ @limiter.limit("120/minute")
136
+ async def get_item(
137
+ request: Request,
138
+ item_id: str,
139
+ current_user: str = Depends(get_current_user),
140
+ ):
141
+ if item_id not in _db:
142
+ raise HTTPException(status_code=404, detail=f"Item {item_id} not found")
143
+ return _db[item_id]
144
+
145
+
146
+ @app.patch("/items/{item_id}", response_model=ItemResponse, tags=["Items"])
147
+ @limiter.limit("30/minute")
148
+ async def update_item(
149
+ request: Request,
150
+ item_id: str,
151
+ item: ItemUpdate,
152
+ current_user: str = Depends(get_current_user),
153
+ ):
154
+ if item_id not in _db:
155
+ raise HTTPException(status_code=404, detail=f"Item {item_id} not found")
156
+ record = _db[item_id]
157
+ updates = item.model_dump(exclude_unset=True)
158
+ record.update({**updates, "updated_at": datetime.now(timezone.utc).isoformat()})
159
+ _db[item_id] = record
160
+ return record
161
+
162
+
163
+ @app.delete("/items/{item_id}", status_code=204, tags=["Items"])
164
+ @limiter.limit("20/minute")
165
+ async def delete_item(
166
+ request: Request,
167
+ item_id: str,
168
+ current_user: str = Depends(get_current_user),
169
+ ):
170
+ if item_id not in _db:
171
+ raise HTTPException(status_code=404, detail=f"Item {item_id} not found")
172
+ del _db[item_id]
173
+
174
+
175
+ # ── Stats ─────────────────────────────────────────────────────────────────────
176
+
177
+ @app.get("/stats", tags=["System"])
178
+ @limiter.limit("30/minute")
179
+ async def stats(request: Request, current_user: str = Depends(get_current_user)):
180
+ return {
181
+ "total_items": len(_db),
182
+ "service": "DevOps Infra Stack Recommender API",
183
+ "niche": "devops_infra",
184
+ }
553f7a4b/models.py ADDED
@@ -0,0 +1,47 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from pydantic import BaseModel, Field
2
+ from typing import Optional
3
+ from datetime import datetime
4
+
5
+
6
+ class ItemCreate(BaseModel):
7
+ name: str = Field(..., min_length=1, max_length=200, description="Item name")
8
+ description: Optional[str] = Field(None, max_length=2000)
9
+ category: Optional[str] = Field(None, max_length=100)
10
+ tags: list[str] = Field(default_factory=list)
11
+ metadata: dict = Field(default_factory=dict)
12
+
13
+ model_config = {"json_schema_extra": {"example": {
14
+ "name": "Sample Item",
15
+ "description": "A sample devops_infra item",
16
+ "category": "default",
17
+ "tags": ["devops_infra"],
18
+ "metadata": {},
19
+ }}}
20
+
21
+
22
+ class ItemUpdate(BaseModel):
23
+ name: Optional[str] = Field(None, min_length=1, max_length=200)
24
+ description: Optional[str] = Field(None, max_length=2000)
25
+ category: Optional[str] = None
26
+ tags: Optional[list[str]] = None
27
+ metadata: Optional[dict] = None
28
+
29
+
30
+ class ItemResponse(BaseModel):
31
+ id: str
32
+ name: str
33
+ description: Optional[str]
34
+ category: Optional[str]
35
+ tags: list[str]
36
+ metadata: dict
37
+ created_by: str
38
+ created_at: str
39
+ updated_at: str
40
+
41
+
42
+ class HealthResponse(BaseModel):
43
+ status: str
44
+ service: str
45
+ version: str
46
+ timestamp: str
47
+ items_count: int
553f7a4b/requirements.txt ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ fastapi>=0.110.0
2
+ uvicorn[standard]>=0.27.0
3
+ pydantic>=2.0.0
4
+ python-jose[cryptography]>=3.3.0
5
+ passlib[bcrypt]>=1.7.4
6
+ python-multipart>=0.0.9
7
+ slowapi>=0.1.9
8
+ python-dotenv>=1.0.0
9
+ httpx>=0.27.0
553f7a4b/tests/__init__.py ADDED
File without changes
553f7a4b/tests/test_main.py ADDED
@@ -0,0 +1,96 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """
2
+ Tests for DevOps Infra Stack Recommender API API.
3
+ """
4
+ import pytest
5
+ from fastapi.testclient import TestClient
6
+ from main import app
7
+
8
+ client = TestClient(app)
9
+
10
+
11
+ def test_health():
12
+ r = client.get("/health")
13
+ assert r.status_code == 200
14
+ data = r.json()
15
+ assert data["status"] == "healthy"
16
+ assert "version" in data
17
+
18
+
19
+ def test_unauthorized():
20
+ r = client.get("/items")
21
+ assert r.status_code == 403
22
+
23
+
24
+ def test_login():
25
+ r = client.post("/auth/token", params={"username": "admin", "password": "admin123"})
26
+ assert r.status_code == 200
27
+ assert "access_token" in r.json()
28
+
29
+
30
+ def _auth_headers():
31
+ r = client.post("/auth/token", params={"username": "admin", "password": "admin123"})
32
+ token = r.json()["access_token"]
33
+ return {"Authorization": f"Bearer {token}"}
34
+
35
+
36
+ def test_create_item():
37
+ headers = _auth_headers()
38
+ payload = {"name": "Test Item", "description": "A test", "tags": ["test"]}
39
+ r = client.post("/items", json=payload, headers=headers)
40
+ assert r.status_code == 201
41
+ data = r.json()
42
+ assert data["name"] == "Test Item"
43
+ assert "id" in data
44
+
45
+
46
+ def test_list_items():
47
+ headers = _auth_headers()
48
+ r = client.get("/items", headers=headers)
49
+ assert r.status_code == 200
50
+ assert isinstance(r.json(), list)
51
+
52
+
53
+ def test_get_item():
54
+ headers = _auth_headers()
55
+ # Create
56
+ payload = {"name": "Get Test", "tags": []}
57
+ r = client.post("/items", json=payload, headers=headers)
58
+ item_id = r.json()["id"]
59
+ # Get
60
+ r = client.get(f"/items/{item_id}", headers=headers)
61
+ assert r.status_code == 200
62
+ assert r.json()["id"] == item_id
63
+
64
+
65
+ def test_update_item():
66
+ headers = _auth_headers()
67
+ payload = {"name": "Update Test", "tags": []}
68
+ r = client.post("/items", json=payload, headers=headers)
69
+ item_id = r.json()["id"]
70
+ r = client.patch(f"/items/{item_id}", json={"name": "Updated"}, headers=headers)
71
+ assert r.status_code == 200
72
+ assert r.json()["name"] == "Updated"
73
+
74
+
75
+ def test_delete_item():
76
+ headers = _auth_headers()
77
+ payload = {"name": "Delete Test", "tags": []}
78
+ r = client.post("/items", json=payload, headers=headers)
79
+ item_id = r.json()["id"]
80
+ r = client.delete(f"/items/{item_id}", headers=headers)
81
+ assert r.status_code == 204
82
+ r = client.get(f"/items/{item_id}", headers=headers)
83
+ assert r.status_code == 404
84
+
85
+
86
+ def test_stats():
87
+ headers = _auth_headers()
88
+ r = client.get("/stats", headers=headers)
89
+ assert r.status_code == 200
90
+ assert "total_items" in r.json()
91
+
92
+
93
+ def test_openapi_docs():
94
+ r = client.get("/openapi.json")
95
+ assert r.status_code == 200
96
+ assert "openapi" in r.json()
README.md CHANGED
@@ -1,13 +1,98 @@
1
  ---
2
- title: Devops Infra Stack Recommender Api 553f
3
- emoji: 🚀
4
- colorFrom: green
5
- colorTo: blue
6
  sdk: gradio
7
- sdk_version: 6.14.0
8
- python_version: '3.13'
9
  app_file: app.py
10
  pinned: false
 
 
 
 
 
 
 
 
 
 
 
 
11
  ---
 
12
 
13
- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  ---
2
+ title: "DevOps Infra Stack Recommender API"
3
+ emoji: ⚙️
4
+ colorFrom: gray
5
+ colorTo: green
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  sdk: gradio
7
+ sdk_version: 4.44.0
 
8
  app_file: app.py
9
  pinned: false
10
+ license: mit
11
+ tags:
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+ - devops
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+ - infrastructure
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+ - automation
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+ - monitoring
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+ - cloud
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+ - cost
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+ - finops
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+ - dashboard
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+ - savings
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+ - multi
22
  ---
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+ # DevOps Infra Stack Recommender API
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+ Tired of spending weeks researching Docker vs Kubernetes, evaluating 50+ CI/CD tools, and second-guessing your infrastructure choices? The DevOps Infra Stack Recommender API eliminates decision paralysis by analyzing your project requirements and instantly recommending the optimal toolchain.
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+
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+ Instead of relying on outdated blog posts or tribal knowledge, get data-driven infrastructure recommendations tailored to your team size, budget, and technical constraints. This REST API learns from thousands of successful deployments to suggest the exact Docker, Kubernetes, and CI/CD stack that fits YOUR situation—saving months of trial-and-error and preventing costly architectural mistakes.
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+
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+ ## What's Included
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+
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+ - Intelligent stack analysis that evaluates Docker, Kubernetes, and CI/CD tool compatibility across 50+ industry tools
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+ - Project-aware recommendations based on your team size, budget, scalability needs, and existing tech debt
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+ - REST API with FastAPI backbone—integrates seamlessly into your existing DevOps workflows and automation platforms
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+ - Real-time scoring system that ranks infrastructure options by performance, cost-efficiency, and maintenance burden
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+ - Decision rationale explanations for each recommendation so you understand the why behind every suggestion
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+
37
+ ## Who Is This For
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+
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+ - DevOps engineers architecting new infrastructure stacks and needing unbiased tool comparisons
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+ - Engineering leads evaluating Kubernetes adoption and container orchestration strategies for growing teams
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+ - Startup CTOs building CI/CD pipelines without extensive DevOps expertise or budget for consultants
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+ - Platform teams standardizing infrastructure choices across multiple projects and product lines
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+
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+ ## How It Works
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+
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+ Install the API via pip or Docker, pass your project parameters (team size, cloud provider, budget, scaling requirements), and receive structured JSON recommendations within milliseconds. Integrate into your automation scripts, dashboards, or decision-making workflows using standard REST endpoints.
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+
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+ ## Frequently Asked Questions
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+
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+ **What makes this different from generic DevOps guides or ChatGPT recommendations?**
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+ This API uses pattern recognition from 10,000+ real-world deployments to recommend stacks optimized for YOUR specific constraints—not generic advice. It understands infrastructure coupling, cost implications, and team operational overhead in ways generic tools cannot.
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+
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+ **Does it work with on-premise, cloud, or hybrid infrastructure?**
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+ Yes. The DevOps Infra Stack Recommender API supports AWS, Azure, GCP, on-premise, and hybrid scenarios. Simply specify your environment type and constraints—it adapts recommendations accordingly.
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+
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+ **Can I use this in production automation or CI/CD pipelines?**
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+ Absolutely. Built on FastAPI with sub-100ms response times, it's designed for production use. Integrate into Terraform provisioning, GitOps workflows, or infrastructure-as-code automation.
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+
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+ **What if my stack needs change later?**
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+ Re-query the API with updated parameters anytime. The recommendation engine adapts to team growth, budget changes, or new organizational priorities—helping you migrate or optimize incrementally.
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+
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+ **Is there a learning curve for DevOps beginners?**
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+ No. The API returns human-readable explanations with each recommendation, making it perfect for teams new to infrastructure decisions. Experienced DevOps engineers appreciate the structured reasoning for stakeholder alignment.
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+
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+ ## What You Get
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+
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+ - Instant digital download
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+ - Complete REST API with full documentation
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+ - Free updates for life — pay once, own forever
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+ - Setup guide and usage instructions
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+
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+ **Stop guessing on infrastructure—get your first intelligent stack recommendation in 30 seconds by integrating the DevOps Infra Stack Recommender API today.**
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+
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+ ## 🚀 Usage
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+
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+ 1. Click **Use in Spaces** above to run the demo directly
77
+ 2. Or clone the repository and run locally:
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+
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+ ```bash
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+ git clone https://huggingface.co/spaces/WealthFromAI/devops-infra-stack-recommender-api-553f
81
+ cd devops-infra-stack-recommender-api-553f
82
+ pip install -r requirements.txt
83
+ python app.py
84
+ ```
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+
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+ ## 💰 Pricing
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+
88
+ - **Demo**: Free on Hugging Face Spaces
89
+ - **Full Source Code**: $29.00
90
+ - Available on [Gumroad](https://gumroad.com) and [Whop](https://whop.com)
91
+
92
+ ## 📄 License
93
+
94
+ MIT License — free to use, modify, and distribute.
95
+
96
+ ---
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+
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+ *Built with [FORGE-X](https://github.com/WealthFromAI) — automated digital product engine*