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@Saahi30 Saahi30 commented Nov 6, 2025

📝 Description

This pull request integrates the basic setup for the Gemini API SDK in both backend and frontend environments. It securely configures the Gemini client using environment variables, ensuring the API key is not exposed to the browser. No Gemini-powered features are implemented yet—this is foundational setup only.

🔧 Changes Made

  • Installed @google/genai SDK in both backend and frontend.
  • Added GEMINI_API_KEY to .env and env_example files for secure configuration.
  • Created Gemini client initialization files in geminiClient.ts and gemini_client.js
  • Updated documentation and environment example files.

✅ Checklist

  • I have read the contributing guidelines.
  • I have added tests that prove my fix is effective or that my feature works.
  • I have added necessary documentation (if applicable).
  • Any dependent changes have been merged and published in downstream modules.

Summary by CodeRabbit

  • New Features

    • Integrated Gemini text-generation endpoint and added frontend support for calling it.
  • Documentation

    • Added comprehensive Gemini API integration and implementation guides.
  • Chores

    • Added GEMINI_API_KEY to example env and updated backend dependency list for Gemini calls.

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coderabbitai bot commented Nov 6, 2025

Walkthrough

Adds Gemini API integration: new backend FastAPI /generate route calling Gemini, frontend TypeScript client to invoke it, Pydantic Settings + env example entry for GEMINI_API_KEY, required dependency update, and two new implementation/guides documents.

Changes

Cohort / File(s) Summary
Environment examples
backend/env_example, backend/.env.example
Added GEMINI_API_KEY example entry (optional) to AI configuration.
Configuration
backend/app/core/config.py
Added gemini_api_key: Optional[str] = None to Settings.
Backend route
backend/app/api/routes/gemini_generate.py, backend/app/main.py
New FastAPI route POST /generate that validates GEMINI_API_KEY, constructs and forwards a request to Gemini’s generateContent endpoint (30s timeout), returns Gemini JSON or maps errors (500 if key missing, 502 on upstream failure); router registered in main.py.
Frontend client
frontend/lib/geminiApi.ts
New generateGeminiText(prompt: string): Promise<any> which posts { prompt } to backend /generate, enforces Content-Type: application/json, handles non-OK responses and network errors.
Docs / Guides
guides/summaries/Gemini_codegen_guide, guides/summaries/GEMINI_API_IMPLEMENTATION_GUIDE.md
Added comprehensive Gemini SDK usage guide and an implementation guide describing backend/frontend wiring, config, and examples.
Dependencies
backend/requirements.txt
Replaced pytokens==0.2.0 with httpx (dependency change).

Sequence Diagram

sequenceDiagram
    participant User
    participant Frontend as Frontend (Next.js)
    participant Backend as Backend (FastAPI)
    participant GeminiAPI as Gemini API

    User->>Frontend: Enter prompt
    Frontend->>Frontend: generateGeminiText(prompt)
    Frontend->>Backend: POST /generate { prompt }
    Backend->>Backend: Check gemini_api_key
    alt key present
        Backend->>GeminiAPI: POST /v1beta/generateContent (30s)
        alt success
            GeminiAPI-->>Backend: 200 + JSON
            Backend-->>Frontend: 200 + JSON
            Frontend-->>User: Display response
        else failure
            GeminiAPI-->>Backend: Error
            Backend-->>Frontend: 502 Bad Gateway
            Frontend-->>User: Show error
        end
    else key missing
        Backend-->>Frontend: 500 Internal Server Error
        Frontend-->>User: Show error
    end
Loading

Estimated code review effort

🎯 3 (Moderate) | ⏱️ ~25 minutes

  • Pay special attention to: HTTP timeout and error mapping in backend/app/api/routes/gemini_generate.py; correct reading/usage of gemini_api_key from Settings; frontend/lib/geminiApi.ts handling of NEXT_PUBLIC_API_URL; dependency change to httpx in backend/requirements.txt.

Possibly related PRs

Poem

🐰
I hopped through envs and routes with cheer,
A gemini key tucked safely near.
Frontend asks, backend sends on its way,
Responses return to brighten the day.
Code carrots crunch — integrations clear!

Pre-merge checks and finishing touches

❌ Failed checks (1 warning)
Check name Status Explanation Resolution
Docstring Coverage ⚠️ Warning Docstring coverage is 50.00% which is insufficient. The required threshold is 80.00%. You can run @coderabbitai generate docstrings to improve docstring coverage.
✅ Passed checks (2 passed)
Check name Status Explanation
Description Check ✅ Passed Check skipped - CodeRabbit’s high-level summary is enabled.
Title check ✅ Passed The title accurately describes the main change: adding secure Gemini API SDK setup for backend and frontend, which is directly supported by the file changes across the entire changeset.
✨ Finishing touches
  • 📝 Generate docstrings
🧪 Generate unit tests (beta)
  • Create PR with unit tests
  • Post copyable unit tests in a comment
  • Commit unit tests in branch gemini_integration

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@Saahi30
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Saahi30 commented Nov 6, 2025

@CodeRabbit review

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Actionable comments posted: 2

📜 Review details

Configuration used: CodeRabbit UI

Review profile: CHILL

Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between 0cf4539 and 644b22e.

📒 Files selected for processing (5)
  • backend/app/gemini_client.js (1 hunks)
  • backend/env_example (1 hunks)
  • frontend/.env.example (1 hunks)
  • frontend/lib/geminiClient.ts (1 hunks)
  • guides/summaries/Gemini_codegen_guide (1 hunks)
🧰 Additional context used
🪛 dotenv-linter (4.0.0)
frontend/.env.example

[warning] 6-6: [UnorderedKey] The GEMINI_API_KEY key should go before the NEXT_PUBLIC_API_URL key

(UnorderedKey)

🔇 Additional comments (3)
backend/env_example (1)

22-24: LGTM!

The addition of GEMINI_API_KEY to the backend environment configuration is appropriate. Backend environment variables are not exposed to the browser, making this a safe location for the API key.

guides/summaries/Gemini_codegen_guide (1)

1-679: Excellent comprehensive guide!

This documentation provides thorough guidance on Gemini API usage, including initialization patterns, model selection, and various use cases. It serves as a valuable reference for the team implementing Gemini features.

frontend/.env.example (1)

6-6: No architectural clarification needed—geminiClient.ts is currently unused.

Verification reveals that frontend/lib/geminiClient.ts exists but is not imported anywhere in the codebase. The file is dead code. The GEMINI_API_KEY configuration in frontend/.env.example (line 6, without the NEXT_PUBLIC_ prefix) is correctly structured for server-side-only access, which is the secure approach for API keys.

Since geminiClient.ts has zero active usage, there is no architectural concern to clarify at this time. When this module is actually integrated and imported, the appropriate pattern should be:

  • Keep GEMINI_API_KEY server-side only (as currently configured)
  • Use from server-side contexts only (API routes, server components, etc.)

The static configuration is correct as-is.

Likely an incorrect or invalid review comment.

Comment on lines 1 to 6
import { GoogleGenAI } from "@google/genai";

// Uses the GEMINI_API_KEY environment variable if apiKey not specified
const ai = new GoogleGenAI({});

export default ai;
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⚠️ Potential issue | 🔴 Critical

🧩 Analysis chain

Verify the @google/genai dependency is installed.

The implementation correctly follows the SDK initialization pattern. However, ensure that the @google/genai package is installed in the backend dependencies.

Run the following script to verify the dependency installation:


🏁 Script executed:

#!/bin/bash
# Description: Verify @google/genai is listed in backend package.json dependencies

# Check if @google/genai is in backend package.json
if [ -f "backend/package.json" ]; then
  echo "=== Checking backend/package.json ==="
  cat backend/package.json | jq '.dependencies["@google/genai"], .devDependencies["@google/genai"]' 2>/dev/null || grep -A2 -B2 "@google/genai" backend/package.json
else
  echo "ERROR: backend/package.json not found"
fi

Length of output: 37



---

🏁 Script executed:

```shell
#!/bin/bash
# Find all package.json files to understand project structure
echo "=== Locating package.json files ==="
fd -t f "package.json" 

echo ""
echo "=== Checking for backend/app/gemini_client.js ==="
fd -t f "gemini_client.js"

echo ""
echo "=== Project root structure ==="
fd -t f -d 2 "package.json|yarn.lock|pnpm-lock.yaml" | head -20

Length of output: 191



---

🏁 Script executed:

```shell
#!/bin/bash
# Check for root-level package.json and other dependency files
echo "=== Root-level package/dependency files ==="
fd -t f -d 1 "package.json|package-lock.json|yarn.lock|pnpm-lock.yaml|requirements.txt|go.mod"

echo ""
echo "=== Backend directory structure ==="
fd -t f -d 3 "." backend/ | head -30

echo ""
echo "=== Search for @google/genai references in codebase ==="
rg "@google/genai" -n

Length of output: 2896


This file cannot function in the backend environment—backend is Python-based with no Node.js infrastructure.

The backend uses Python (requires.txt, init.py, main.py) but backend/app/gemini_client.js is a JavaScript file requiring the NPM package @google/genai. There is:

  • No backend/package.json to manage Node.js dependencies
  • No root package.json
  • No yarn.lock or pnpm-lock.yaml

The @google/genai package cannot be installed or executed in this backend. This file either belongs in the frontend/ directory (which has a package.json) or the backend needs a complete Node.js setup with its own package.json and dependency management.

🤖 Prompt for AI Agents
In backend/app/gemini_client.js lines 1-6, this JavaScript Gemini client imports
an NPM package and cannot run in the Python-only backend; either move this file
to the frontend (which has package.json) or convert/remove it and implement an
equivalent Python Gemini client in the backend. To fix: if the client belongs to
the frontend, relocate the file to frontend/src (or similar) and ensure
frontend/package.json lists @google/genai; if it belongs in the backend, delete
this JS file and add a Python implementation using the appropriate Google GenAI
Python SDK or HTTP calls, update backend requirements and imports, and remove
any references to the JS module.

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Saahi30 commented Nov 6, 2025

@CodeRabbit review

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Actionable comments posted: 5

🧹 Nitpick comments (5)
guides/summaries/GEMINI_API_IMPLEMENTATION_GUIDE.md (1)

32-33: Add language specifiers to code blocks.

The code blocks at lines 32-33 and 56-57 lack language specifiers, reducing syntax highlighting and accessibility.

Apply these diffs:

Lines 32-33:

-   ```
+   ```bash
    GEMINI_API_KEY="your-gemini-api-key"
    ```

Lines 56-57:

-   ```
+   ```bash
    NEXT_PUBLIC_API_URL="http://localhost:8000"
    ```

As per coding guidelines (markdownlint MD040).

Also applies to: 56-57

frontend/lib/geminiApi.ts (1)

1-23: LGTM! This is the correct security pattern for Gemini integration.

This implementation properly:

  • ✅ Uses backend proxy to keep API key server-side
  • ✅ Validates environment configuration early
  • ✅ Handles errors with meaningful context
  • ✅ Sets appropriate request headers

This approach should be the canonical pattern for all Gemini API interactions from the frontend, as documented in GEMINI_API_IMPLEMENTATION_GUIDE.md.

Optional improvement: Consider adding a TypeScript interface for the return type instead of Promise<any>:

interface GeminiResponse {
  candidates?: Array<{
    content: {
      parts: Array<{ text: string }>;
      role: string;
    };
  }>;
  // Add other fields as needed
}

export async function generateGeminiText(prompt: string): Promise<GeminiResponse> {
  // ... existing implementation
}

This provides better type safety for consumers of this function.

backend/.env.example (1)

5-5: Reorganize GEMINI_API_KEY to AI Configuration section.

The GEMINI_API_KEY is placed at line 5 (near the top), but other AI-related keys (GROQ_API_KEY, AI_API_KEY) are grouped under the "AI Configuration" comment at lines 16-18. This inconsistency makes the file harder to maintain.

Apply this diff to group AI configuration keys together:

 # Application Settings
 APP_NAME=InPactAI
 
-GEMINI_API_KEY=your-gemini-api-key-here
 # Supabase Configuration
 SUPABASE_URL=https://yoursupabaseurl.supabase.co
 SUPABASE_KEY=your-supabase-anon-key-here
 # AI Configuration
+GEMINI_API_KEY=your-gemini-api-key-here
 GROQ_API_KEY=your-groq-api-key
 AI_API_KEY=your-openai-api-key-optional
backend/app/api/routes/gemini_generate.py (2)

1-1: Remove unused import.

The os module is imported but never used in this file.

Apply this diff:

-import os
 import requests
 from fastapi import APIRouter, HTTPException
 from pydantic import BaseModel
 from app.core.config import settings

28-29: Improve exception handling with chaining and remove redundant conversion.

Two improvements flagged by static analysis:

  1. Exception chaining: Use raise ... from e to preserve the original traceback for debugging
  2. Redundant conversion: f-strings automatically convert objects to strings, so str(e) is unnecessary

Apply this diff:

     except requests.RequestException as e:
-        raise HTTPException(status_code=502, detail=f"Gemini API error: {str(e)}")
+        raise HTTPException(status_code=502, detail=f"Gemini API error: {e}") from e

Benefits:

  • from e preserves the full exception chain for better debugging in logs
  • Removing str() is cleaner and follows Python best practices

As per coding guidelines (Ruff B904, RUF010).

📜 Review details

Configuration used: CodeRabbit UI

Review profile: CHILL

Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between 644b22e and e9dd408.

⛔ Files ignored due to path filters (1)
  • frontend/package-lock.json is excluded by !**/package-lock.json
📒 Files selected for processing (8)
  • backend/.env.example (1 hunks)
  • backend/app/api/routes/gemini_generate.py (1 hunks)
  • backend/app/core/config.py (1 hunks)
  • backend/app/main.py (2 hunks)
  • frontend/lib/geminiApi.ts (1 hunks)
  • frontend/package.json (1 hunks)
  • frontend/server/geminiClient.ts (1 hunks)
  • guides/summaries/GEMINI_API_IMPLEMENTATION_GUIDE.md (1 hunks)
🧰 Additional context used
🪛 markdownlint-cli2 (0.18.1)
guides/summaries/GEMINI_API_IMPLEMENTATION_GUIDE.md

32-32: Fenced code blocks should have a language specified

(MD040, fenced-code-language)


56-56: Fenced code blocks should have a language specified

(MD040, fenced-code-language)

🪛 Ruff (0.14.3)
backend/app/api/routes/gemini_generate.py

29-29: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


29-29: Use explicit conversion flag

Replace with conversion flag

(RUF010)

🔇 Additional comments (2)
backend/app/main.py (1)

7-7: LGTM! Router integration follows existing patterns.

The Gemini router is properly imported and registered, following the same pattern used for the existing health and auth routers. The implementation is clean and consistent.

Also applies to: 30-30

backend/app/api/routes/gemini_generate.py (1)

15-16: Defensive API key check is good practice.

This validation check is appropriate and will be necessary once gemini_api_key is made Optional in backend/app/core/config.py (see my comment on that file).

Currently, since gemini_api_key is defined as required (non-Optional), the application would fail at startup if the key is missing, making this runtime check unreachable. However, keeping this defensive check is good practice for:

  1. Future-proofing - works correctly when Settings is fixed to Optional
  2. Clear error messaging - provides specific error about missing configuration
  3. Defense in depth - guards against unexpected None values

Consider enhancing the error message to be more helpful:

     if not GEMINI_API_KEY:
-        raise HTTPException(status_code=500, detail="GEMINI_API_KEY not set in environment.")
+        raise HTTPException(
+            status_code=500, 
+            detail="Gemini API is not configured. Please set GEMINI_API_KEY in backend/.env"
+        )

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Saahi30 commented Nov 6, 2025

@CodeRabbit review

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Actionable comments posted: 1

🧹 Nitpick comments (5)
guides/summaries/GEMINI_API_IMPLEMENTATION_GUIDE.md (2)

32-34: Add language specifier to code block.

The fenced code block should specify env or bash as the language identifier for proper syntax highlighting and better documentation rendering.

Apply this diff:

-   ```
+   ```env
    GEMINI_API_KEY="your-gemini-api-key"
    ```

56-58: Add language specifier to code block.

The fenced code block should specify env or bash as the language identifier for proper syntax highlighting and better documentation rendering.

Apply this diff:

-   ```
+   ```env
    NEXT_PUBLIC_API_URL="http://localhost:8000"
    ```
backend/app/api/routes/gemini_generate.py (3)

1-1: Remove unused import.

The os module is imported but never used in this file.

Apply this diff:

-import os
 import requests

7-12: Remove excessive blank lines.

Six consecutive blank lines are unnecessary and reduce code readability.

Apply this diff:

-


-


 router = APIRouter()

36-36: Add exception chaining for better error context.

When re-raising exceptions within an except clause, use raise ... from e to preserve the original exception context and traceback, making debugging easier.

As per coding guidelines.

Apply this diff:

-        raise HTTPException(status_code=502, detail=f"Gemini API error: {str(e)}")
+        raise HTTPException(status_code=502, detail=f"Gemini API error: {str(e)}") from e

Note: This change is also included in the previous comment's diff for the async HTTP client refactor.

📜 Review details

Configuration used: CodeRabbit UI

Review profile: CHILL

Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between e9dd408 and 7c4e08a.

📒 Files selected for processing (3)
  • backend/app/api/routes/gemini_generate.py (1 hunks)
  • backend/app/core/config.py (1 hunks)
  • guides/summaries/GEMINI_API_IMPLEMENTATION_GUIDE.md (1 hunks)
🧰 Additional context used
🪛 markdownlint-cli2 (0.18.1)
guides/summaries/GEMINI_API_IMPLEMENTATION_GUIDE.md

32-32: Fenced code blocks should have a language specified

(MD040, fenced-code-language)


56-56: Fenced code blocks should have a language specified

(MD040, fenced-code-language)

🪛 Ruff (0.14.3)
backend/app/api/routes/gemini_generate.py

36-36: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


36-36: Use explicit conversion flag

Replace with conversion flag

(RUF010)

🔇 Additional comments (2)
backend/app/core/config.py (1)

17-17: LGTM! Consistent with existing AI service configuration.

The gemini_api_key field is now correctly defined as optional, matching the pattern of ai_api_key and groq_api_key. This allows the application to start without the Gemini API key and only requires it when the Gemini features are actually used.

guides/summaries/GEMINI_API_IMPLEMENTATION_GUIDE.md (1)

43-43: Model identifier is current; no action needed.

The current Gemini "Flash" model ID is gemini-2.5-flash, which matches the identifier already in the code. No updates required.

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Saahi30 commented Nov 6, 2025

@CodeRabbit review

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Review triggered.

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Actionable comments posted: 2

🧹 Nitpick comments (5)
backend/app/api/routes/gemini_generate.py (5)

1-1: Remove unused import.

The os module is imported but never used in this file.

Apply this diff:

-import os
 import httpx

7-12: Reduce excessive blank lines.

Six consecutive blank lines are unnecessary and reduce code readability. PEP 8 recommends at most two blank lines between top-level definitions.

Apply this diff:

-


-

-

 router = APIRouter()

15-15: Consider making the Gemini model configurable.

The model name gemini-2.5-flash is hardcoded in the URL. If you need to switch models or test different versions, you'll have to modify the code. Consider moving this to configuration.

Option 1: Add to settings (recommended):

In backend/app/core/config.py:

gemini_model: str = "gemini-2.5-flash"

Then in this file:

-GEMINI_API_URL = "https://generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash:generateContent"
+GEMINI_API_URL = f"https://generativelanguage.googleapis.com/v1beta/models/{settings.gemini_model}:generateContent"

Option 2: Keep as constant but extract the model name:

+GEMINI_MODEL = "gemini-2.5-flash"
-GEMINI_API_URL = "https://generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash:generateContent"
+GEMINI_API_URL = f"https://generativelanguage.googleapis.com/v1beta/models/{GEMINI_MODEL}:generateContent"

17-18: Add validation constraints to the prompt field.

The prompt field has no validation, which could allow empty strings or excessively long inputs that waste API quota or cause timeouts.

Apply this diff to add basic validation:

+from pydantic import BaseModel, Field
+
 class GenerateRequest(BaseModel):
-    prompt: str
+    prompt: str = Field(..., min_length=1, max_length=10000, description="User prompt for content generation")

Adjust max_length based on your requirements and Gemini API limits.


20-39: Consider adding operational safeguards for production use.

While the basic integration is solid, consider these enhancements for production:

  1. Rate limiting: Protect against API quota exhaustion and abuse
  2. Retry logic: Handle transient failures with exponential backoff
  3. Logging: Track requests, responses, and errors for debugging and monitoring
  4. Response validation: Ensure the Gemini API response has the expected structure before returning

These can be deferred to future PRs as this PR focuses on foundational setup.

Example retry implementation with httpx:

from tenacity import retry, stop_after_attempt, wait_exponential

@retry(
    stop=stop_after_attempt(3),
    wait=wait_exponential(multiplier=1, min=2, max=10),
    retry=retry_if_exception_type(httpx.RequestError)
)
async def call_gemini_api(client, url, **kwargs):
    response = await client.post(url, **kwargs)
    response.raise_for_status()
    return response
📜 Review details

Configuration used: CodeRabbit UI

Review profile: CHILL

Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between 7c4e08a and b9d8646.

📒 Files selected for processing (2)
  • backend/app/api/routes/gemini_generate.py (1 hunks)
  • backend/requirements.txt (1 hunks)
🧰 Additional context used
🪛 Ruff (0.14.3)
backend/app/api/routes/gemini_generate.py

37-37: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


37-37: Use explicit conversion flag

Replace with conversion flag

(RUF010)


39-39: Within an except clause, raise exceptions with raise ... from err or raise ... from None to distinguish them from errors in exception handling

(B904)


39-39: Use explicit conversion flag

Replace with conversion flag

(RUF010)

🔇 Additional comments (1)
backend/app/api/routes/gemini_generate.py (1)

20-35: Great implementation of async HTTP client!

The code now correctly uses httpx.AsyncClient with async/await, which addresses the previous review feedback about blocking I/O. The timeout configuration and response handling look good.

@Saahi30 Saahi30 merged commit 94feb3f into dev Nov 6, 2025
1 check passed
@Saahi30 Saahi30 deleted the gemini_integration branch November 6, 2025 23:25
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2 participants