NexaAPI commited on
Commit
cd0d7d3
·
0 Parent(s):

jshape + NexaAPI: Bulletproof JSON handling for AI APIs

Browse files
Files changed (1) hide show
  1. README.md +142 -0
README.md ADDED
@@ -0,0 +1,142 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # jshape + NexaAPI: Bulletproof JSON Handling for AI API Development
2
+
3
+ > jshape just dropped on PyPI and it solves the #1 pain point of AI API development — malformed JSON responses. Here's how to use it with NexaAPI for bulletproof AI-powered applications.
4
+
5
+ [![NexaAPI](https://img.shields.io/badge/NexaAPI-50%2B%20Models-blue)](https://nexa-api.com)
6
+ [![PyPI jshape](https://img.shields.io/pypi/v/jshape)](https://pypi.org/project/jshape/)
7
+ [![PyPI nexaapi](https://img.shields.io/pypi/v/nexaapi)](https://pypi.org/project/nexaapi/)
8
+
9
+ ## The Problem
10
+
11
+ Every AI developer has seen this:
12
+
13
+ ```python
14
+ # AI API returns malformed JSON
15
+ response = '{"name": "John", "age": 30, "city": "New York"' # Missing closing brace
16
+ # json.loads(response) # ❌ JSONDecodeError!
17
+ ```
18
+
19
+ AI models sometimes return:
20
+ - Missing closing braces/brackets
21
+ - Trailing commas
22
+ - Unquoted keys
23
+ - Markdown code blocks wrapped around JSON
24
+ - Partial responses due to token limits
25
+
26
+ ## The Solution: jshape
27
+
28
+ ```bash
29
+ pip install jshape nexaapi
30
+ ```
31
+
32
+ ```python
33
+ import jshape
34
+ from nexaapi import NexaAPI
35
+
36
+ client = NexaAPI(api_key='YOUR_API_KEY') # Get free key at nexa-api.com
37
+
38
+ # Get AI response (might be malformed JSON)
39
+ response = client.chat.completions.create(
40
+ model='gpt-4o',
41
+ messages=[{
42
+ "role": "user",
43
+ "content": "Return a JSON object with user profile data"
44
+ }]
45
+ )
46
+
47
+ raw_json = response.choices[0].message.content
48
+
49
+ # Fix malformed JSON with jshape
50
+ fixed_json = jshape.repair(raw_json)
51
+ data = jshape.loads(fixed_json)
52
+
53
+ print(data) # ✅ Works even if AI returned malformed JSON
54
+ ```
55
+
56
+ ## Real-World Example: Image Generation with JSON Config
57
+
58
+ ```python
59
+ import jshape
60
+ from nexaapi import NexaAPI
61
+ import json
62
+
63
+ client = NexaAPI(api_key='YOUR_API_KEY')
64
+
65
+ def generate_image_from_ai_config(user_request: str) -> str:
66
+ """
67
+ 1. Ask AI to generate image config as JSON
68
+ 2. Fix any malformed JSON with jshape
69
+ 3. Generate image with NexaAPI
70
+ """
71
+ # Step 1: Get image config from AI
72
+ config_response = client.chat.completions.create(
73
+ model='gpt-4o',
74
+ messages=[{
75
+ "role": "user",
76
+ "content": f"Generate a JSON config for this image: {user_request}. Include: prompt, width, height, style"
77
+ }]
78
+ )
79
+
80
+ raw_config = config_response.choices[0].message.content
81
+
82
+ # Step 2: Fix malformed JSON (jshape handles edge cases)
83
+ config = jshape.loads(raw_config)
84
+
85
+ # Step 3: Generate image with NexaAPI
86
+ image = client.image.generate(
87
+ model='stable-diffusion-xl',
88
+ prompt=config['prompt'],
89
+ width=config.get('width', 1024),
90
+ height=config.get('height', 1024)
91
+ )
92
+
93
+ return image.image_url
94
+
95
+ # Usage
96
+ url = generate_image_from_ai_config("a futuristic city at sunset")
97
+ print(f"Generated image: {url}")
98
+ ```
99
+
100
+ ## JavaScript Version
101
+
102
+ ```javascript
103
+ import NexaAPI from 'nexaapi'; // npm install nexaapi
104
+ import { repair, parse } from 'jshape'; // npm install jshape
105
+
106
+ const client = new NexaAPI({ apiKey: 'YOUR_API_KEY' });
107
+
108
+ async function generateWithAIConfig(userRequest) {
109
+ // Get config from AI
110
+ const configResponse = await client.chat.completions.create({
111
+ model: 'gpt-4o',
112
+ messages: [{ role: 'user', content: `Generate JSON config for: ${userRequest}` }]
113
+ });
114
+
115
+ const rawConfig = configResponse.choices[0].message.content;
116
+
117
+ // Fix malformed JSON
118
+ const config = parse(repair(rawConfig));
119
+
120
+ // Generate image
121
+ const image = await client.image.generate({
122
+ model: 'stable-diffusion-xl',
123
+ prompt: config.prompt,
124
+ width: config.width || 1024,
125
+ height: config.height || 1024
126
+ });
127
+
128
+ return image.imageUrl;
129
+ }
130
+ ```
131
+
132
+ ## Links
133
+
134
+ - 🌐 [nexa-api.com](https://nexa-api.com) — Get your free NexaAPI key
135
+ - 🚀 [rapidapi.com/user/nexaquency](https://rapidapi.com/user/nexaquency) — Try on RapidAPI
136
+ - 🐍 [pypi.org/project/nexaapi](https://pypi.org/project/nexaapi/) — NexaAPI Python SDK
137
+ - 📦 [npmjs.com/package/nexaapi](https://www.npmjs.com/package/nexaapi) — NexaAPI Node.js SDK
138
+ - 🔧 [pypi.org/project/jshape](https://pypi.org/project/jshape/) — jshape on PyPI
139
+
140
+ ## Topics
141
+
142
+ `jshape` `json-repair` `python` `ai-api` `nexaapi` `malformed-json` `developer-tools` `ai-development`