Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add mahmoudimus/simba --skill turbo-indexgit clone --depth 1 https://github.com/mahmoudimus/simbaWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/mahmoudimus/simba/turbo-index)<a href="https://agentmods.dev/skills/mahmoudimus/simba/turbo-index"><img src="https://agentmods.dev/badge/skills/mahmoudimus/simba/turbo-index/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/mahmoudimus/simba/turbo-index"><img src="https://agentmods.dev/badge/skills/mahmoudimus/simba/turbo-index.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00045 | $0.01073 |
| Opus 5 | $0.00023 | $0.00536 |
| Sonnet 5 | $0.00009 | $0.00215 |
| Haiku 4.5 | $0.00005 | $0.00107 |
Grade B, and why
turbo-index scanned grade B with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 10d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Reads agent configuration directoriesmediumAgent snooping
.claude/, .codex/, .gemini/ hold keys, settings and other credentials a mod has no legitimate need for.
cat > .claude/turbo-search.json << EOF How it starts
The opening of the file, as written. The whole thing — 158 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Turbo Index
You are running the turbo-index skill to set up optimized search for this project.
Instructions
Follow these phases in order. Use the Bash tool to run commands. Report progress to the user after each phase.
Phase 1: Check Dependencies
Run the dependency checker:
uv run python -c "
import simba.search.deps
missing = simba.search.deps.check_deps()
if missing:
print('Missing dependencies:')
for name, info in missing.items():
print(f' {name}: {info}')
else:
print('All dependencies satisfied.')
"
If dependencies are missing, ask the user if they want to install them. If yes, run:
uv run python -c "import simba.search.deps; simba.search.deps.install_deps()"
Phase 2: Initialize Project Memory
Initialize the SQLite memory database for this project:
uv run python -m simba.search init
Phase 3: Run Cartographer (if needed)
Check if codebase map exists and its age:
if [ -f docs/CODEBASE_MAP.md ]; then
# Check if older than 24 hours (86400 seconds)
AGE=$(($(date +%s) - $(stat -f %m docs/CODEBASE_MAP.md 2>/dev/null || stat -c %Y docs/CODEBASE_MAP.md 2>/dev/null)))
if [ $AGE -gt 86400 ]; then
echo "CODEBASE_MAP_STALE"
else
echo "CODEBASE_MAP_FRESH"
fi
else
echo "CODEBASE_MAP_MISSING"
fi
If missing or stale, use the Skill tool to invoke cartographer:
Skill: cartographer
Phase 4: Index with QMD
Get the project name and create/update the QMD collection:
PROJECT_NAME=$(basename "$PWD")
echo "Indexing project: $PROJECT_NAME"
# Add the project directory as a QMD collection
# Using correct QMD syntax: qmd collection add [path] --name <name> --mask <pattern>
qmd collection add . --name "$PROJECT_NAME" --mask "**/*.md"
# Add context for the collection
qmd context add . "Codebase documentation and structure for $PROJECT_NAME"
# Create vector embeddings for semantic search
echo "Creating vector embeddings (this may take a moment on first run)..."
qmd embed
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 10d ago First seen · 158 lines · 45 tokens per session scan B 350027acf0b7
turbo-index is a skill published in the GitHub repository mahmoudimus/simba (6 stars, last pushed 1mo ago), licensed MIT. It adds 45 tokens to every session and 1,073 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it B with 1 finding (reads agent configuration directories). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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