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/mrboups/xbrain/debuggit clone --depth 1 https://github.com/mrboups/xbrainWhat 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 | $0.00014 | $0.02273 |
| Opus 5 | $0.00007 | $0.01137 |
| Sonnet 5 | $0.00003 | $0.00455 |
| Haiku 4.5 | $0.00001 | $0.00227 |
Grade A, and why
gsd:debug scanned grade A with 0 findings 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 yesterday.
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.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
This is a copy
100% identical to gsd:debug — 6 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 264 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Orchestrator role: Gather symptoms, spawn gsd-debugger agent, handle checkpoints, spawn continuations.
Why subagent: Investigation burns context fast (reading files, forming hypotheses, testing). Fresh 200k context per investigation. Main context stays lean for user interaction.
Flags:
--diagnose— Diagnose only. Find root cause without applying a fix. Returns a structured Root Cause Report. Use when you want to validate the diagnosis before committing to a fix.
Subcommands:
list— List all active debug sessionsstatus <slug>— Print full summary of a session without spawning an agentcontinue <slug>— Resume a specific session by slug
<available_agent_types> Valid GSD subagent types (use exact names — do not fall back to 'general-purpose'):
- gsd-debug-session-manager — manages debug checkpoint/continuation loop in isolated context
- gsd-debugger — investigates bugs using scientific method </available_agent_types>
Parse subcommands and flags from $ARGUMENTS BEFORE the active-session check:
- If $ARGUMENTS starts with "list": SUBCMD=list, no further args
- If $ARGUMENTS starts with "status ": SUBCMD=status, SLUG=remainder (trim whitespace)
- If $ARGUMENTS starts with "continue ": SUBCMD=continue, SLUG=remainder (trim whitespace)
- If $ARGUMENTS contains
--diagnose: SUBCMD=debug, diagnose_only=true, strip--diagnosefrom description - Otherwise: SUBCMD=debug, diagnose_only=false
Check for active sessions (used for non-list/status/continue flows):
ls .planning/debug/*.md 2>/dev/null | grep -v resolved | head -5
0. Initialize Context
INIT=$(gsd-sdk query state.load)
if [[ "$INIT" == @file:* ]]; then INIT=$(cat "${INIT#@file:}"); fi
Extract commit_docs from init JSON. Resolve debugger model:
debugger_model=$(gsd-sdk query resolve-model gsd-debugger 2>/dev/null | jq -r '.model' 2>/dev/null || true)
Read TDD mode from config:
TDD_MODE=$(gsd-sdk query config-get workflow.tdd_mode 2>/dev/null | jq -r 'if type == "boolean" then tostring else . end' 2>/dev/null || echo "false")
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.
- yesterday First seen · 264 lines · 0 tokens per session scan A ab3328459775
gsd:debug is a command published in the GitHub repository mrboups/xbrain (2 stars, last pushed 17d ago), licensed MIT. It adds 14 tokens to every session and 2,273 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. It is 100% identical to gsd:debug, differing in 6 lines, and is treated as a copy.
Other commands, from other repositories
slm-loop
Run a task as a bounded, gate-verified loop backed by SuperLocalMemory — iterate until an independent gate passes, never on the agent's own claim.
pensyve
Route explicit Pensyve memory requests through the bundled MCP server; supports recall, remember, observe, inspect, status, review, forget, and mention-style guidance.
using-pensyve
Show available Pensyve memory tools, skills, and commands.
inspect
View all memories stored for an entity in Pensyve.
memory-status
Show Pensyve memory namespace statistics and health overview.
recall
Search Pensyve memory by semantic similarity and text matching.