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 Kastalien-Research/thoughtbox --skill thoughtbox-debuggit clone --depth 1 https://github.com/Kastalien-Research/thoughtboxWrote 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/kastalien-research/thoughtbox/thoughtbox-debug)<a href="https://agentmods.dev/skills/kastalien-research/thoughtbox/thoughtbox-debug"><img src="https://agentmods.dev/badge/skills/kastalien-research/thoughtbox/thoughtbox-debug/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/kastalien-research/thoughtbox/thoughtbox-debug"><img src="https://agentmods.dev/badge/skills/kastalien-research/thoughtbox/thoughtbox-debug.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 1 finding, up to high
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- high Privilege Escalation · line 51 Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.Fix: Remove references to credential paths. Use environment variables or secrets managers. For docs, use placeholder paths (e.g., /path/to/config). Never load .env or token files in production code paths.
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 | $0.00080 | $0.01056 |
| Opus 5.5 | $0.00032 | $0.00422 |
| Sonnet 5.5 | $0.00016 | $0.00211 |
| Haiku 4.5 | $0.00008 | $0.00106 |
Grade A, and why
thoughtbox:debug scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 150 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Thoughtbox Debug
Guided debugging workflow built on the Ulysses surprise-gated protocol. Prevents reactive debugging spirals by forcing structured hypotheses after repeated surprises.
Core Mechanic: The S-Register
The S-register (surprise counter) is the discipline mechanism. Each unexpected outcome increments S. At S=2, stop and form a falsifiable hypothesis before continuing. This breaks the "try something, doesn't work, try something else" spiral.
Phase 1: Initialize
Start a debugging session. Define the problem and any constraints.
async () => {
return await tb.ulysses({
operation: "init",
problem: "$ARGUMENTS",
constraints: [
// Hard limits on what you can change
]
});
}
This starts a session with S=0. State the problem precisely — vague problems produce vague debugging.
Phase 2: Plan-Act-Assess Loop
Repeat this cycle for each investigation step.
2a. Plan with a pre-committed recovery action
Before investigating, declare what you will do AND what you will do if it fails. The recovery action prevents post-hoc rationalization.
async () => {
return await tb.ulysses({
operation: "plan",
primary: "Check CI environment variables vs local .env",
recovery: "If env vars match, check node version differences"
});
}
2b. Execute
Run the primary action using whatever tools are needed (Read, Grep, Bash, etc.). Gather evidence. Do not interpret yet.
2c. Assess the outcome
Report whether the result matched your expectation.
async () => {
return await tb.ulysses({
operation: "outcome",
assessment: "unexpected", // or "expected"
severity: "minor", // or "major"
details: "Env vars are identical — rules out config differences"
});
}
"unexpected"increments S."expected"leaves S unchanged.- Be honest. Calling a surprise "expected" defeats the protocol.
Phase 3: Forced Reflection (S=2)
When S hits 2, the protocol blocks further plan operations until you reflect. This is the mechanism that prevents spiraling.
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.
- 1mo ago First seen · 150 lines · 80 tokens per session scan A 45742f29235c
thoughtbox:debug is a skill published in the GitHub repository Kastalien-Research/thoughtbox (65 stars, last pushed 3mo ago), licensed MIT. It adds 80 tokens to every session and 1,056 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other skills, from other repositories
report-issue-local
File a bug or feature request against this MCP server's own repo. Use for server-specific issues — tool logic, service integrations, config problems, or domain bugs that aren't caused by the framework.
unity-debug
Inspect debug, diagnostics and compile state.
improve-search-visibility-page-and-foundation-check
Step of the improve-search-visibility playbook: audits site indexing, crawling, technical and page issues at the requested scope, or checks pages behind lost visibility questions. Run improve-search-visibility instead; not for direct use.
opik-diagnose
Surface the Opik traces worth a developer's attention, ranked by signal — Diagnostics issues first, then errors, failed tool calls, latency, regressions, and low online-eval scores. With the Opik MCP connected it lists the project's agentinsightsissue entities, offers to turn Diagnostics on when the project has it…
opik-explain
Root-cause a specific Opik trace, or a pattern across traces, and return a grounded explanation. Uses the hosted Opik MCP when it is connected, and falls back to SDK scripting otherwise. Returns the root cause, the evidence spans as clickable Opik UI links, and one suggested next step. Use for "why did this trace…
isuzu-unity-cli
Drive the open Unity Editor from the shell with the isuzu-unity-cli command: console errors, compiling and tests, scenes, GameObjects and components, prefabs, play mode, uGUI clicks, and C# run inside the Editor. SKILL.md gives a command for each common task, so no tool list is needed.