Parry by ScopeLedger

Catch silent bugs, slopsquatted packages & security leaks in AI-written code in less than 1ms before git push. Built for Cursor & Claude. Free CLI.

[Parry by ScopeLedger @parrycli]

Launching Parry on Product Hunt 🛡️Linters check human syntax slips. Parry catches what Cursor & Claude actually mess up: slopsquatted packages, dropped auth checks, and truncated logic in <1ms. Free #AI #vibecoding

https://t.co/M0ZaKIYrzH
🌐 https://t.co/MbW5CXkDoh

[Shahbaz | ScopeLedger @ShahbazSL_]

The dirtiest AI agent bug is test dilution:
A model fails a unit test, so it changes "assert res == 200" to "assert res in [200, 500]".

CI turns green, but prod is broken.

Parry catches this pre-commit in <1ms:
https://t.co/O5XRZlc28h

#vibecoding #DevSecOps

[Shahbaz | ScopeLedger @ShahbazSL_]

Want to see how many silent logic traps your AI coding assistant left in your repo?
Paste any public GitHub repo or PR into Parry. Zero install, live in 3 seconds:

https://t.co/O5XRZlc28h #ScanMe #buildinpublic #opensource #github

[Shahbaz | ScopeLedger @ShahbazSL_]

Prompting an LLM to review another #LLM is an illusion:
- Recurring token spend
- Multi-second latency
- 40%+ missed bugs

Compilers check syntax. You need deterministic AST gates.

Free CLI: https://t.co/7QkEhr9FIp
Site: https://t.co/O5XRZlbuiJ

#AI #VibeCoding #Solana

[Shahbaz | ScopeLedger @ShahbazSL_]

Stop paying $25/seat for cloud AI bots to flood your PRs with docstring nitpicks.
Parry PR Shield runs deterministic AST security gates on every pull request via GitHub Actions.
uses: AI-Ops1/Parry@v1
https://t.co/7QkEhr9FIp
#devops #github #action

[Shahbaz | ScopeLedger @ShahbazSL_]

Prompting an LLM to audit code written by an LLM is like asking the chef if the soup is poisoned.
Real guardrails need deterministic AST checks at git commit, not more polite hallucinations.
<1ms. 0 tokens. Open source.

https://t.co/O5XRZlc28h
#VibeCoding #AI

[Shahbaz | ScopeLedger @ShahbazSL_]

Claude can't hold your entire utility directory in active memory, so it reinvents 4 slightly different versions of formatDate().Parry detects cross-file duplicate helper sprawl using AST fingerprints: https://t.co/ZRqclYWunl
#cleancode #aiagents #coding

[Shahbaz | ScopeLedger @ShahbazSL_]

Claude hit an Anchor trait error and swapped 'Signer' to 'AccountInfo'. Zero compiler warnings, but anyone could spoof the authority and drain the vault. Parry catches missing signer verifications in <1ms: https://t.co/eU94O3j79U
#solana #web3 #rust

[Parry by ScopeLedger @parrycli]

@DEVIN__SETH https://t.co/obE9pzXwm1

[Parry by ScopeLedger @parrycli]

@anupamrjp Checkout https://t.co/MbW5CXkDoh

[Parry by ScopeLedger @parrycli]

@Nomywzm @parrycli

[Parry by ScopeLedger @parrycli]

@Eyeson_Studio Check out: https://t.co/MbW5CXkDoh

[Shahbaz | ScopeLedger @ShahbazSL_]

Hey!
It would mean so much, if you could take 30 sec out of your time to upvote and send a 2 word comment for Parry. It launched today on Product Hunt. Here is the link:
https://t.co/OYt687TZ97

[Shahbaz | ScopeLedger @ShahbazSL_]

Started with 25 test cases. Now Parry has 100 real-world LLM defect + clean fixture pairs across Python, Rust, Solidity, TS, and JS.100% deflection, 0% false positives, <250ms suite time.Benchmark & MIT engine: https://t.co/7QkEhr9FIp
#AI #vibecoding #rustlang

[Shahbaz | ScopeLedger @ShahbazSL_]

You don't need to install a CLI to test your codebase.Paste any public GitHub repo or PR for a 3-second AST scan across TS, JS, Python, and Rust. No signup, runs on edge: https://t.co/6yBmH6U5he phantom imports before commit.
#devtools #coding #webdev

[Shahbaz | ScopeLedger @ShahbazSL_]

The bugs that hurt me compiled fine: a deleted auth check, a function swapped for a placeholder comment.

So I built Parry. Free linter for AI code, runs pre-commit.
#vibecoding #AI
Product Hunt, Nov 12:
https://t.co/KH3stF6SGk

[Parry by ScopeLedger @parrycli]

@AmeliaonAI Yes, just made it easy to try it out on your repo.

[Parry by ScopeLedger @parrycli]

No CLI install needed to test Parry.Paste any public GitHub repo or PR on our site for a 3s AST scan (TS, JS, Python, Rust). Catches fake imports and broken AI logic fast.Check out our live Product Hunt launch: https://t.co/M0ZaKIYrzH

#AI #vibecoding

[Parry by ScopeLedger @parrycli]

@VeeraTechinfo Yes, that's the job Parry is really good at and as vibe coding gets popular by the day so does the need for some tool that could really harden apps and audit them for AI hallucinated bugs

[Parry by ScopeLedger @parrycli]

@GhostCompile Yes, Parry is good at catching hallucinated AI code.

What a wonderful tool you built. very detailed, simple and to the point. Loved it. opened its suggestions, used them. Thank you.

[Parry by ScopeLedger @parrycli]

Parry is live on Product Hunt!

It's a <1ms pre-commit firewall that catches AI code bugs, fake packages, and dropped auth checks before git push.

If you have 30s, drop an upvote and comment your feedback:
https://t.co/5SkzUizvXB

[Parry by ScopeLedger @parrycli]

@aaliya_va thank you Aaliya!! it matters alot.

[Parry by ScopeLedger @parrycli]

@kidtsang Agreed, style nitpicks belong to ESLint/Ruff, and design still needs a human. Parry catches deterministic AI bugs in <15ms + has a BYOK diff-critic for semantic context. Checking PRs against the repo's own AGENTS.md / .cursorrules is next.