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 dylanroscover/Embody --skill debug-operatorgit clone --depth 1 https://github.com/dylanroscover/EmbodyWrote 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/dylanroscover/embody/debug-operator)<a href="https://agentmods.dev/skills/dylanroscover/embody/debug-operator"><img src="https://agentmods.dev/badge/skills/dylanroscover/embody/debug-operator/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/dylanroscover/embody/debug-operator"><img src="https://agentmods.dev/badge/skills/dylanroscover/embody/debug-operator.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00021 | $0.00875 |
| Opus 5.5 | $0.00008 | $0.00350 |
| Sonnet 5.5 | $0.00004 | $0.00175 |
| Haiku 4.5 | $0.00002 | $0.00088 |
Grade A, and why
debug-operator 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 21d 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 — 28 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Debug Operator Workflow
Systematic approach to diagnosing TD operator errors:
- Get errors and warnings:
get_op_errorswithrecurse=trueon the suspected operator and its children. It covers all three surfaces TD paints red: cook errors, Python tracebacks (kind: 'script'entries), and GLSL compile failures (shaderErrors) - Inspect the operator:
get_opto see type, family, parameters, inputs, outputs, children - Check connections:
get_connectionsto verify input/output wiring is correct - Read DAT content:
get_dat_contentif the operator is a DAT with script errors - Check parameters:
get_parameteron specific parameters that might be misconfigured - Check performance:
get_op_performanceif the issue is cook-time related
Common Error Patterns
- Missing input: Operator requires a specific input type -- check connections
- Script error in DAT: Read the DAT content and fix the Python/expression
- Parameter out of range: Check parameter values against valid ranges
- Missing operator reference: An expression or parameter references a non-existent operator
- Script error (Python traceback): A raising callback, DAT script, or expression shows a red X but is NOT a cook error -- TD keeps it on a separate surface (
OP.scriptErrors()), andop.errors()reports the op as perfectly clean. Two consequences: read the traceback fromget_op_errors'kind: 'script'entries, and remember these errors PERSIST until cleared. An error thrown during an extension re-init window (the extension object is briefly the old one, so a method added later is missing) stays red long after the code is correct again -- re-cook the owning op, confirm it runs clean, thenclearScriptErrors(recurse=True, error='*')to clear the stale badge. Field case 2026-08-22: Embody's own manager list sat red on'EmbodyExt' object has no attribute 'DirtyState'while the live extension had the method all along. ASyntaxError ... Context:(Extension 1)here with aNoneextension means the Extension Object par was set via.exprinstead of.val(see /create-extension). - Cook error: The operator can't process its inputs -- check input data types match expectations
- Black or empty render: Use
capture_topon the intended output TOP, then check display/render flags on the output and upstream ops; missing light or camera (a 3D scene renders black without both); no cooking Null terminating the chain; a bypass flag left on; resolution is 0; alpha is premultiplied/zero so the image is present but invisible; and whether the op is cooking (checkcookedThisFrameviaget_op_performance, or force a cook). After each fix, usecapture_topagain to confirm the frame renders correctly. - Stale content after a file change (cooks clean, shows old pixels): An op can cook with NO errors and the RIGHT resolution yet still hold STALE content. A Movie File In whose
par.filechanged serves its previous cached texture until it cooks on a real frame advance --cook(force=True)in the same frame is not enough. And when a TOP chain's output looks exactly ONE frame stale, suspect same-pass reload propagation: a reload applied mid-pass may not reach downstream ops until the next real frame, even under forced cooks in dependency order. Verify CONTENT, not cook state -- read pixels back (numpyArray()/capture_top) at the POINT OF CAPTURE (the chain's output, not the source) and confirm they actually changed across a real frame advance. See rules/td-python.md (Cook Model) and rules/performance.md (Movie Export).
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.
- 21d ago Changed 1afe5d5b597b
- 1mo ago Changed c1677e9a9be6
- 1mo ago First seen · 28 lines · 21 tokens per session scan A dc6d7983939b
debug-operator is a skill published in the GitHub repository dylanroscover/Embody (203 stars, last pushed yesterday), licensed MIT. It adds 21 tokens to every session and 875 once invoked, about $0.0001 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
python-api
This skill should be used when writing, editing, or debugging Python code that runs inside TouchDesigner — scripts, expressions, DAT callbacks, Extensions, or one-off snippets passed to executepythonscript — or whenever there is uncertainty about a td class's methods, members, or module-level API. Trigger phrases…
agentcore-investigation
Investigate Bedrock AgentCore runtime sessions via CloudWatch Logs Insights — resolve session/trace IDs, query OTEL spans, filter noise, build timelines. Use when debugging AgentCore agent sessions, tracing tool calls, or analyzing latency.
idapython
IDA Pro Python scripting for reverse engineering. Use when writing IDAPython scripts, analyzing binaries, working with IDA's API for disassembly, decompilation (Hex-Rays), type systems, cross-references, functions, segments, or any IDA database manipulation. Covers ida modules (50+), idautils iterators, and common…
benchmark-workflow
Run, diagnose, or change Xberg extraction benchmarks, quality scoring, benchmark fixtures, artifact contracts, and independently sourced ground truth. Load for the Benchmarks workflow or benchmark-harness work, not ordinary unit tests.
perf
This skill should be used when the user runs /touchdesigner:perf, or asks to measure where frame time is going in a TouchDesigner project — a cook-time profiling pass across the network producing a ranked list of the slowest operators. Trigger phrases include "measure cook times", "profile my TD project", "which…
debugging-table-access-denied
Debugs a TableAccessDeniedError from an error tracking issue, Slack alert, or user report. Use when investigating why HogQL denied a system or warehouse table and whether the occurrence is a real bug or expected behavior. Trigger terms include TableAccessDeniedError, tableaccessdenied, and "You don't have access to…