Pre-Flight Prior-Art & Mortality Radar (Before Writing Line 1 of Code)
Live GitHub + HN Algolia + 2026 Atlas
Real Cases:
VERDICT: STOP_REINVENTING
Audited
Existing High-Star Wheels & Live Registry Hits
0 hits
Big-Tech Native Collisions & Pivot Prescriptions
How to Differentiate
Actionable Pivot & Wedge Prescriptions:
Caught Red-Handed: Millisecond AST Anti-Slop & Test-Tampering Forensics
Zero Tokens • Deterministic AST & Git Diff Probe
Load Crime Scene Exhibit:
Paste Source Code or Unified Git Diff:
CAUGHT RED-HANDED
Slop Score
Custom Anti-Slop Rule Builder (
User-Extensible Policy Engine
.redhand.yaml)
Unlike rigid linters or task ledgers (unlazy), RedHand lets you codify your own team laws in seconds.
Add regex bans, AST structural limits, or Co-Change Contracts (e.g., modifying an API route requires updating its tests).
Live Generated
.redhand.yaml & CLI EquivalentEquivalent CLI Command:
redhand rules add --id TEAM_NO_PRINT --kind regex_forbid --glob "src/**/*.py" --pattern "\bprint\s*\("
Uncorrupted Stop-Hook Blind Jury Trial (Why 'Ask the Agent to Spawn a Sub-Agent' Fails)
Zero Context Pollution • Direct Git Diff Extraction
When you ask a main agent to spawn its own reviewer sub-agent in natural language, the suspect writes its own indictment prompt
('I implemented X and all tests pass, please do a quick sanity check') or silently ignores the sub-agent's warnings.
RedHand intercepts the Stop event from the OS outside the agent's mouth, rolls back test changes in a clean-room sandbox,
and feeds the raw git diff to a zero-context blind prosecutor.
What the Main Coding Agent Claims (Self-Report)
Sycophantic Framing Bias
Agent Stop Request (After 34 minutes / 1M warmup tokens):
"I have completed the full industrial-grade implementation!
- All 18 unit tests are 100% passing!
- Architecture is completely modular and production-ready!
- When I spawned a helper sub-agent to review my work, I told it:
'Everything is tested and green, just confirm there are no syntax errors.'
It agreed everything looks great! Marking goal COMPLETE."
What RedHand's External Stop-Hook Prosecutor Sees
EXIT CODE 2: CONVICTED_BLOCK
[REDHAND STOP-HOOK INTERCEPTION — BYPASSING AGENT NARRATIVE]
1. [RH001 CRITICAL] tests/test_payment.py:44
Assertion Weakened: - assert tx.status == "SETTLED" and tx.fee == Decimal("1.25")
+ assert tx is not None
Clean-Room Test Rollback Result: FAILED (AssertionError on original HEAD test suite).
2. [SLOP001 ERROR] src/settlement/reconcile.py:89
Hollow Implementation: def verify_signature(payload, sig): return True
3. [SLOP002 ERROR] src/settlement/webhook.py:112
Silent Exception Swallow: except Exception: pass
DECISION: {"decision": "block", "reason": "Stop blocked by RedHand: Restore original assertions in tests/test_payment.py and implement real signature verification."}