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 agentmods add commands/gf-labs/ramp/treegit clone --depth 1 https://github.com/gf-labs/rampWhat 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 | $0.00026 | $0.01765 |
| Opus 5 | $0.00013 | $0.00882 |
| Sonnet 5 | $0.00005 | $0.00353 |
| Haiku 4.5 | $0.00003 | $0.00177 |
Grade B, and why
tree scanned grade B with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Reads agent configuration directoriesmediumAgent snooping
.claude/, .codex/, .gemini/ hold keys, settings and other credentials a mod has no legitimate need for.
!`FIRST=$(echo "$ARGUMENTS" | awk '{print tolower($1)}'); if [ "$FIRST" = "all" ]; then for f in ~/.claude/ramp/graphs/*.md; do [ -f "$f" ] && echo "=== $(basename $f .md) ===" && cat "$f" && echo; done; elif [ -n "$FIRS How it starts
The opening of the file, as written. The whole thing — 60 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Context
Requested topic: $ARGUMENTS
Active topic (first word if it matches a known topic/graph, "all", otherwise "claude-code"):
!FIRST=$(echo "$ARGUMENTS" | awk '{print tolower($1)}'); if [ "$FIRST" = "all" ]; then echo "all"; elif [ -n "$FIRST" ] && { [ -f "$HOME/.claude/ramp/schemas/$FIRST.md" ] || [ -f ".claude/knowledge-graphs/schemas/$FIRST.md" ] || [ -f "$HOME/.claude/ramp/graphs/$FIRST.md" ]; }; then echo "$FIRST"; else echo "claude-code"; fi
Topic catalog (levels, XP, due — for the summary line and the "all" list):
!python3 "$CLAUDE_PLUGIN_ROOT/ramp_core.py" catalog 2>/dev/null || echo "CATALOG_UNAVAILABLE"
Structured nodes (the data this view renders; empty array if the topic has no graph yet):
!FIRST=$(echo "$ARGUMENTS" | awk '{print tolower($1)}'); if [ "$FIRST" = "all" ]; then echo "SEE_CATALOG"; else if [ -n "$FIRST" ] && { [ -f "$HOME/.claude/ramp/schemas/$FIRST.md" ] || [ -f ".claude/knowledge-graphs/schemas/$FIRST.md" ] || [ -f "$HOME/.claude/ramp/graphs/$FIRST.md" ]; }; then TOPIC="$FIRST"; else TOPIC="claude-code"; fi; python3 "$CLAUDE_PLUGIN_ROOT/ramp_core.py" nodes "$TOPIC" 2>/dev/null || echo "NODES_UNAVAILABLE"; fi
Summary (level/xp/due for the active topic):
!FIRST=$(echo "$ARGUMENTS" | awk '{print tolower($1)}'); if [ "$FIRST" = "all" ]; then echo "{}"; else if [ -n "$FIRST" ] && { [ -f "$HOME/.claude/ramp/schemas/$FIRST.md" ] || [ -f ".claude/knowledge-graphs/schemas/$FIRST.md" ] || [ -f "$HOME/.claude/ramp/graphs/$FIRST.md" ]; }; then TOPIC="$FIRST"; else TOPIC="claude-code"; fi; python3 "$CLAUDE_PLUGIN_ROOT/ramp_core.py" summary "$TOPIC" 2>/dev/null || echo "{}"; fi
Raw graph (fallback only — use if Structured nodes is NODES_UNAVAILABLE):
!FIRST=$(echo "$ARGUMENTS" | awk '{print tolower($1)}'); if [ "$FIRST" = "all" ]; then for f in ~/.claude/ramp/graphs/*.md; do [ -f "$f" ] && echo "=== $(basename $f .md) ===" && cat "$f" && echo; done; elif [ -n "$FIRST" ] && { [ -f "$HOME/.claude/ramp/schemas/$FIRST.md" ] || [ -f ".claude/knowledge-graphs/schemas/$FIRST.md" ] || [ -f "$HOME/.claude/ramp/graphs/$FIRST.md" ]; }; then cat ~/.claude/ramp/graphs/$FIRST.md 2>/dev/null || echo "NO_TREE_FILE:$FIRST"; else cat ~/.claude/ramp/graphs/claude-code.md 2>/dev/null || echo "NO_TREE_FILE:claude-code"; fi
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.
- 2d ago First seen · 60 lines · 26 tokens per session scan B 5b4f5aa2d288
tree is a command published in the GitHub repository gf-labs/ramp (2 stars, last pushed 1mo ago), licensed MIT. It adds 26 tokens to every session and 1,765 once invoked, about $0.0001 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.
Other commands, from other repositories
git
Git operations with intelligent commit messages and workflow optimization.
checklist
Generate a custom checklist for the current feature based on user requirements.
clarify
Identify underspecified areas in the current feature spec by asking up to 5 highly targeted clarification questions and encoding answers back into the spec.
specify
Create or update the feature specification from a natural language feature description.
analyze
Perform a non-destructive cross-artifact consistency and quality analysis across spec.md, plan.md, and tasks.md after task generation.
converge
Assess the current codebase against the feature's spec, plan, and tasks, then append any remaining unbuilt work as new tasks to tasks.md so implement can complete it.