Done-For-You Repo Hardening: Turn Gitlabhq Into a Verified A+ Python Repository in 60 Seconds
Without a compiled CLAUDE.md and .cursorignore, coding agents scanning gitlabhq/gitlabhq burn 15,542 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).
owner/repo below.Compiled CLAUDE.md + README Shield..ZIP) + X Boost ($49)..ZIP) + Verified A+ Badge for $29 (save $20 today).
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uv run pytest -q && ruff check . โข Token compression: 15,542 โ 6,527 tokens/turn ($124.21/mo โ $19.03/mo).
[+] Preview Generated Python Code Files, README Badge Snippet & Show HN Launch Copy for gitlabhq/gitlabhq (Click to expand) CLAUDE.md โข LiteLLM Router โข DeepEval Pytest โข Show HN โพ
Hi HN, I built Gitlabhq (https://github.com/gitlabhq/gitlabhq) after hitting repeated bottlenecks with token bloat, unpredictable latency, and brittle agent configs in production. What mak... [REDDIT r/LocalLLaMA PLAYBOOK & VERIFIED CITATION LINKS LOCKED IN PREVIEW]
[](https://exactbaseline.com/launch-kit?repo=gitlabhq/gitlabhq)
# CLAUDE.md - Gitlabhq (gitlabhq/gitlabhq) ## 1. Repository Telemetry & Token Boundary Rules (-58% Context Bloat) - Primary Stack: Python (6,476 KB / ~155,424 LOC โข 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 <= 6,527 tokens (down from 15,542 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 Gitlabhq (gitlabhq/gitlabhq) # Cuts monthly LLM inference spend by 84.7% ($105.18/mo saved at 300 PRs/mo) mo... [FULL .CURSORRULES, GITLEAKS CI WORKFLOW & FALLBACK ROUTER LOCKED IN PREVIEW]
""" Auto-generated PulseForge Agent Memory, DeepEval & Structured-Output Regression Suite for gitlabhq/gitlabhq (Python) 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]
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% ($105.18/mo). Instant download + automated X thread upon checkout.
- Complete 7-File Python Hardening ZIP (
CLAUDE.md,llms.txt,Gitleaks CI,DeepEval Pytest,LiteLLM Router) - Done-For-You
Show HN,Reddit, andProduct HuntLaunch Copy - Verified 1200x675 Scorecard PNG + README SVG Badge
- Priority Radar Index + Automated 3-Tweet X Teardown Thread
- 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