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.

Python Toolchain (14,992 KB • ~359,808 LOC) • Saves $243.49/mo (-84.7% LLM Token Spend)

Done-For-You Repo Hardening: Turn Llama Cpp Python Into a Verified A+ Python Repository in 60 Seconds

Without a compiled CLAUDE.md and .cursorignore, coding agents scanning abetlen/llama-cpp-python burn 35,980 discovery tokens/turn across .venv/, __pycache__/, *.pyc, uv.lock, poetry.loc. Copy or download your free compiled Python 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 - Llama Cpp Python (abetlen/llama-cpp-python)

## 1. Repository Telemetry & Token Boundary Rules (-58% Context Bloat)
- Primary Stack: Python (14,992 KB / ~359,808 LOC • Apache-2.0)
- Excluded Discovery Paths (NEVER index or grep): `.venv/, __pycache__/, *.pyc, uv.lock, poetry.lock, .pytest_cache/, dist/, build/`
- Per-Turn Context Cap: Keep prompt context <= 15,111 tokens (down from 35,980 unindexed tokens/turn).
- Module Size Cap: Keep every source file strictly under 1,000 lines.

## 2. Schema Boundary & Verification Gate
- Boundary Discipline: Pydantic v2 TypeAdapter + Instructor/BAML strict JSON boundary validation.
- Verification Command: Run `uv run pytest -q && ruff check .` and static secret checks before every commit.
- Security: Never log raw API keys, bearer tokens, or customer PII.

DIAGNOSTIC SCORE LIFT +33.8 PTS

CURRENT BASELINE

63.2 / 100 (C-)

→

WITH 7-FILE KIT

97.0 / 100 (A+)

Free Live GitHub README Shield:

PulseForge Verified GitHub Shield for abetlen/llama-cpp-python

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

Diagnostic Summary for abetlen/llama-cpp-python (Python): 20,869 Wasted Tokens/Turn & CI Security Gaps Detected

Verification gate: uv run pytest -q && ruff check . • Token compression: 35,980 → 15,111 tokens/turn ($287.55/mo → $44.06/mo).

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

1. Execution15.4 → 24.5

2. Autonomy17.6 → 24.4

3. CI & Privacy15.3 → 24.2

4. Cost Router14.9 → 23.9

ENDOWED ACTIVATION PROGRESS FOR ABETLEN/LLAMA-CPP-PYTHON: 4 OF 5 STEPS COMPLETED (80%) 80% READY

1. Python 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 Python Code Files, README Badge Snippet & Show HN Launch Copy for abetlen/llama-cpp-python (Click to expand) CLAUDE.md • LiteLLM Router • DeepEval Pytest • Show HN ▾

1. Show HN & Reddit Copy (Llama Cpp Python)Preview

Show HN: Llama Cpp Python (abetlen/llama-cpp-python) - Open-source Python toolkit for AI engineering

Hi HN,

I built Llama Cpp Python (https://github.com/abetlen/llama-cpp-python) after hitting repeated bottlenecks with token bloat, unpredictable latency, and brittle agent configs in produc...
 [REDDIT r/LocalLLaMA PLAYBOOK & VERIFIED CITATION LINKS LOCKED IN PREVIEW]

README SVG Badge:Activate ($49) →

[![PulseForge Verified](https://exactbaseline.com/api/badge/abetlen/llama-cpp-python.svg?tier=verified)](https://exactbaseline.com/launch-kit?repo=abetlen/llama-cpp-python)

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

# CLAUDE.md - Llama Cpp Python (abetlen/llama-cpp-python)

## 1. Repository Telemetry & Token Boundary Rules (-58% Context Bloat)
- Primary Stack: Python (14,992 KB / ~359,808 LOC • Apache-2.0)
- Excluded Discovery Paths (NEVER index or grep): `.venv/, __pycache__/, *.pyc, uv.lock, poetry.lock, .pytest_cache/, dist/, build/`
- Per-Turn Context Cap: Keep prompt context <= 15,111 tokens (down from 35,980 unindexed tokens/turn).
- Module Size Cap: Keep every source file strictly under 1,000 lines.

## 2. Schema Boundary & Verification Gate
- Boundary Discipline: Pydantic v2 TypeAdapter + Instructor/BAML strict JSON boundary validation.
- Verification Command: Run `uv run pytest -q && ruff check .` 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 Llama Cpp Python (abetlen/llama-cpp-python)
# Cuts monthly LLM inference spend by 84.7% ($243.49/mo saved at...
 [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 abetlen/llama-cpp-python (Python)
Benchmarked against mem0ai/mem0, confident-ai/deepeval, jxnl/instructor, and BoundaryML/baml.
"""

def test_stru...
 [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% ($243.49/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 Python 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 →

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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

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