What is included in the $49 AI Repo Hardening & Launch Kit?

The $49 Builder Launch Kit compiles 7 drop-in files for your GitHub repository: CLAUDE.md, .cursorrules, llms.txt, a Gitleaks + Semgrep GitHub Actions workflow, a DeepEval + Mem0 pytest suite, a LiteLLM KV-cache cost router YAML, and Show HN + Reddit + Product Hunt launch copy, plus a Verified README SVG badge and automated 3-tweet X thread.

Go Toolchain (14,743 KB • ~353,832 LOC) • Saves $239.45/mo (-84.7% LLM Token Spend)

Done-For-You Repo Hardening: Turn Faster Whisper Into a Verified A+ Go Repository in 60 Seconds

Without a compiled CLAUDE.md and .cursorignore, coding agents scanning SYSTRAN/faster-whisper burn 35,383 discovery tokens/turn across vendor/, bin/, dist/, go.sum, *_gen.go. Copy or download your free compiled Go CLAUDE.md + live README SVG shield below, or unlock all 7 ready-to-drop remediation files (.ZIP).

STEP 1: Enter your owner/repo below.

STEP 2: Copy Compiled CLAUDE.md + README Shield.

STEP 3: Unlock all 7 files (.ZIP) + X Boost ($49).

# CLAUDE.md - Faster Whisper (SYSTRAN/faster-whisper)

## 1. Repository Telemetry & Token Boundary Rules (-58% Context Bloat)
- Primary Stack: Go (14,743 KB / ~353,832 LOC • MIT)
- Excluded Discovery Paths (NEVER index or grep): `vendor/, bin/, dist/, go.sum, *_gen.go`
- Per-Turn Context Cap: Keep prompt context <= 14,860 tokens (down from 35,383 unindexed tokens/turn).
- Module Size Cap: Keep every source file strictly under 1,000 lines.

## 2. Schema Boundary & Verification Gate
- Boundary Discipline: json.Decoder DisallowUnknownFields + strict context.Context timeouts.
- Verification Command: Run `go test -race ./... && golangci-lint run` and static secret checks before every commit.
- Security: Never log raw API keys, bearer tokens, or customer PII.

DIAGNOSTIC SCORE LIFT +27.9 PTS

CURRENT BASELINE

68.9 / 100 (C)

→

WITH 7-FILE KIT

96.8 / 100 (A+)

Free Live GitHub README Shield:

PulseForge Verified GitHub Shield for SYSTRAN/faster-whisper

7-File Go .ZIP + X BoostInstant Auto ($49)

Diagnostic Summary for SYSTRAN/faster-whisper (Go): 20,523 Wasted Tokens/Turn & CI Security Gaps Detected

Verification gate: go test -race ./... && golangci-lint run • Token compression: 35,383 → 14,860 tokens/turn ($282.78/mo → $43.33/mo).

Reference Repos: SWE-agent/SWE-agent Codium-ai/pr-agent stanfordnlp/dspy

1. Execution18.3 → 24.3

2. Autonomy16.6 → 24.0

3. CI & Privacy16.6 → 24.5

4. Cost Router17.4 → 24.0

ENDOWED ACTIVATION PROGRESS FOR SYSTRAN/FASTER-WHISPER: 4 OF 5 STEPS COMPLETED (80%) 80% READY

1. Go AST & License Scan 2. CLAUDE.md + .cursorrules Compiled 3. Gitleaks CI + DeepEval Pytest Built 4. Show HN + Reddit Copy Drafted → 5. Download .ZIP & Activate Badge ($49)

Complete Step 5 ($49) →

[+] Preview Generated Go Code Files, README Badge Snippet & Show HN Launch Copy for SYSTRAN/faster-whisper (Click to expand) CLAUDE.md • LiteLLM Router • DeepEval Pytest • Show HN ▾

1. Show HN & Reddit Copy (Faster Whisper)Preview

Show HN: Faster Whisper (SYSTRAN/faster-whisper) - Open-source Go toolkit for AI engineering

Hi HN,

I built Faster Whisper (https://github.com/SYSTRAN/faster-whisper) after hitting repeated bottlenecks with token bloat, unpredictable latency, and brittle agent configs in production...
 [REDDIT r/LocalLLaMA PLAYBOOK & VERIFIED CITATION LINKS LOCKED IN PREVIEW]

README SVG Badge:Activate ($49) →

[![PulseForge Verified](https://exactbaseline.com/api/badge/SYSTRAN/faster-whisper.svg?tier=verified)](https://exactbaseline.com/launch-kit?repo=SYSTRAN/faster-whisper)

2. Go CLAUDE.md + LiteLLM RouterFree CLAUDE.md (1/7) →

# CLAUDE.md - Faster Whisper (SYSTRAN/faster-whisper)

## 1. Repository Telemetry & Token Boundary Rules (-58% Context Bloat)
- Primary Stack: Go (14,743 KB / ~353,832 LOC • MIT)
- Excluded Discovery Paths (NEVER index or grep): `vendor/, bin/, dist/, go.sum, *_gen.go`
- Per-Turn Context Cap: Keep prompt context <= 14,860 tokens (down from 35,383 unindexed tokens/turn).
- Module Size Cap: Keep every source file strictly under 1,000 lines.

## 2. Schema Boundary & Verification Gate
- Boundary Discipline: json.Decoder DisallowUnknownFields + strict context.Context timeouts.
- Verification Command: Run `go test -race ./... && golangci-lint run` and static secret checks before every commit.
- Security: Never log raw API keys, bearer tokens, or customer PII.

---
# LiteLLM Cost-Optimization & KV-Prompt-Cache Router for Faster Whisper (SYSTRAN/faster-whisper)
# Cuts monthly LLM inference spend by 84.7% ($239.45/mo saved at 300...
 [FULL .CURSORRULES, GITLEAKS CI WORKFLOW & FALLBACK ROUTER LOCKED IN PREVIEW]

Download Free CLAUDE.md (1 of 7) →

3. Agent Eval & Memory Pytest GateDeepEval + Mem0

"""
Auto-generated PulseForge Agent Memory, DeepEval & Structured-Output Regression Suite for SYSTRAN/faster-whisper (Go)
Benchmarked against mem0ai/mem0, confident-ai/deepeval, jxnl/instructor, and BoundaryML/baml.
"""

def test_structured...
 [50-PROBE OWASP LLM01 & MEM0 COMPRESSION ASSERTIONS LOCKED IN PREVIEW]

mem0ai/mem0

67,234 • -68.4% tokens

confident-ai/deepeval

18,889 • -24.0% tokens

jxnl/instructor

14,018 • -35.0% tokens

BoundaryML/baml

9,410 • -54.2% tokens

100% Automated Execution Kit + Distribution Fulfillment

Fix All 3 Repo Gaps + Unlock Your 7-File Hardening .ZIP & Verified Badge

Replaces 8+ hours of DevSecOps setup ($1,200+ engineering cost) and cuts monthly LLM token spend by 84.7% ($239.45/mo). Instant download + automated X thread upon checkout.

Founder Referral Loop:

Embed your README SVG Badge or refer 1 builder -> Unlock $10 Off ($39 Launch Kit) + 7-Day Bonus Pin

BUILDER LAUNCH KIT • MOST POPULARInstant Auto

Repo Hardening & Launch Kit + Verified Boost

$49 one-time

Complete 7-File Go Hardening ZIP (CLAUDE.md, llms.txt, Gitleaks CI, DeepEval Pytest, LiteLLM Router)
Done-For-You Show HN, Reddit, and Product Hunt Launch Copy
Verified 1200x675 Scorecard PNG + README SVG Badge
Priority Radar Index + Automated 3-Tweet X Teardown Thread

Unlock $49 Repo Launch Kit & Boost →

CATEGORY LEADER PRO • 30 DAYSAuto-Sniper

Pro Cost-Cut + 50-Probe OWASP Suite + 30-Day Pin

$149 / 30 days

Everything in the $49 Repo Hardening & Launch Kit
Custom 50-Probe OWASP LLM01 & MCP Red-Team Regression Suite (promptfoo.yaml)
Dedicated /vs/ Head-to-Head Battlecard Page Against Your Top Incumbent
Top-3 Featured Category Pin for 30 Days + Auto-Release Sniper on GitHub Tags

Claim $149 Pro Suite & 30-Day Category Pin →

Claim Repo Hardening $49 Instant Boost • $149 Pro

$29 Unlock $49 →