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Issue title

LLM Prompt Injection — User Input in AI Prompt

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Pick exactly which findings appear in the issue body. By default the top 5 are included. Uncheck noise, check what matters.

Top 5 (default)
Severity Rule Title File:line
HIGH SEC018 [SEC018] AI-Agent Secret Retrieval Command: A command that prints or embeds credentials w… src/auth/copilot.rs:209
HIGH SEC029 [SEC029] Server-Side Request Forgery (SSRF) — outbound HTTP from user input: Outbound HTT… src/cli/login.rs:43
HIGH SEC029 [SEC029] Server-Side Request Forgery (SSRF) — outbound HTTP from user input: Outbound HTT… ios/Sources/JCodeMobile/QRScannerView.s…:95
HIGH SEC029 [SEC029] Server-Side Request Forgery (SSRF) — outbound HTTP from user input: Outbound HTT… scripts/oauth_helper.py:39
HIGH SEC016 [SEC016] LLM Prompt Injection — User Input in AI Prompt: User-supplied text is interpolat… scripts/jcode_harbor_agent.py:216
HIGH SEC020 [SEC020] Secret Printed to Logs: Debug or diagnostic code appears to print a credential-b… scripts/compare_token_usage.py:311
HIGH SEC020 [SEC020] Secret Printed to Logs: Debug or diagnostic code appears to print a credential-b… scripts/oauth_helper.py:52
MED CFG006 [CFG006] Missing .gitignore: No .gitignore file. Risk of committing secrets and build art… —
MED ERR001 [ERR001] Silent Exception Swallowing: Silently swallowing all exceptions hides bugs. Even… scripts/bench_memory_cli.py:421
MED ERR001 [ERR001] Silent Exception Swallowing: Silently swallowing all exceptions hides bugs. Even… scripts/benchmark_takehome.py:189
MED ERR001 [ERR001] Silent Exception Swallowing: Silently swallowing all exceptions hides bugs. Even… scripts/jcode_monitor.py:104
MED SEC017 [SEC017] Unbounded Input to LLM/External API: User input is passed to an LLM or external … scripts/jcode_harbor_agent.py:216
Reset to top 5 12 findings available (after auto-suppression of test files + won't-fix)

Issue body (markdown)

## Code-quality scan: `1jehuang/jcode`

**Score: 81/100 (B-)**  ·  14 findings  ·  scanned 2026-05-16 12:49 UTC  ·  155,476 LOC

| Severity | Count |
|---|---|
| CRITICAL | 0 |
| HIGH | 7 |
| MEDIUM | 5 |
| LOW | 0 |

📊 [Full filterable report](https://repobility.com/scan/02c0aa3c-2fdb-4a26-b86f-531b60354fee/)  ·  ![scorecard](https://repobility.com/scan/02c0aa3c-2fdb-4a26-b86f-531b60354fee/report.png?v=1778935795-s2)

### Top findings

1. **HIGH** `SEC018` — AI-Agent Secret Retrieval Command
   `src/auth/copilot.rs:209` · A07:2021 Identification & Authentication Failures
2. **HIGH** `SEC029` — Server-Side Request Forgery (SSRF) — outbound HTTP from user input
   `src/cli/login.rs:43` · A10:2021 SSRF
3. **HIGH** `SEC029` — Server-Side Request Forgery (SSRF) — outbound HTTP from user input
   `ios/Sources/JCodeMobile/QRScannerView.swift:95` · A10:2021 SSRF
4. **HIGH** `SEC029` — Server-Side Request Forgery (SSRF) — outbound HTTP from user input
   `scripts/oauth_helper.py:39` · A10:2021 SSRF
5. **HIGH** `SEC016` — LLM Prompt Injection — User Input in AI Prompt
   `scripts/jcode_harbor_agent.py:216`

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**Security note**: this issue is public. If any flagged finding is a real, exploitable vulnerability, please redirect to your `SECURITY.md` policy or open a [private security advisory](https://docs.github.com/en/code-security/security-advisories/guidance-on-reporting-and-writing-information-about-vulnerabilities/privately-reporting-a-security-vulnerability) instead. We're happy to close this and re-submit privately.

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