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 adiosdotdev/mcp --skill adios-operate-debuggit clone --depth 1 https://github.com/adiosdotdev/mcpWrote 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/adiosdotdev/mcp/adios-operate-debug)<a href="https://agentmods.dev/skills/adiosdotdev/mcp/adios-operate-debug"><img src="https://agentmods.dev/badge/skills/adiosdotdev/mcp/adios-operate-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/adiosdotdev/mcp/adios-operate-debug"><img src="https://agentmods.dev/badge/skills/adiosdotdev/mcp/adios-operate-debug.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 | $0.00073 | $0.00640 |
| Opus 5.5 | $0.00029 | $0.00256 |
| Sonnet 5.5 | $0.00015 | $0.00128 |
| Haiku 4.5 | $0.00007 | $0.00064 |
Grade A, and why
adios-operate-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 4d 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 — 41 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Operate and Debug Adios
Use an evidence-first diagnostic flow. Start with read-only tools, identify the failing layer, and mutate runtime or source state only when the user requests a fix.
Diagnostic workflow
- Call
auth_meand establishteam_id. Resolve the target usingget_workspaceorlist_workspaces; do not guess a workspace or workload ID. - Establish current state with
get_workspace,get_workspace_run_status, andget_workspace_git_status. - Choose logs that match the failure:
- Use
get_workspace_command_statusandget_workspace_command_logswhen acommand_idexists. - Use
get_workspace_logswithtype=buildfor build failures. - Use
get_workspace_logswithtype=runtimefor preview startup or runtime failures. - Use
get_workload_logsfor a deployed workload.
- Use
- Read only the source files implicated by the evidence using
list_workspace_filesandread_workspace_file. Common first checks areadios.yaml, dependency manifests, lock files, and the runtime entrypoint. - Run
check_workspace_adios_yamlfor manifest or startup problems. Usesecurity_review_workspaceonly to collect review context; inspect the returned Git and file evidence before making a security judgment. - State the most likely cause, cite the tool evidence, and distinguish confirmed facts from hypotheses.
- If the user asked for a fix, make the smallest change, rerun the relevant command, poll it to completion, and verify runtime status and logs.
Operational actions
- Prefer
restart_workspace_runafter a verified configuration or source fix. - Use
test_workspacefor declared unit tests andintegration_test_workspacefor declared integration tests. Use the dedicated lint, build, start, stop, or restart tool for those operations. - Poll long-running commands instead of issuing duplicates. Include relevant log excerpts in the summary without exposing secrets.
- Ask for explicit approval before
stop_workspace_run, file deletion, or deployment. Passapproved=trueonly after approval.
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 4d ago Changed b3e227975bc7
- 2mo ago Changed · -2 tokens per session 02fc1cb6c6d7
- 2mo ago First seen · 41 lines · 75 tokens per session scan A 7ba07d37228c
adios-operate-debug is a skill published in the GitHub repository adiosdotdev/mcp (2 stars, last pushed 5d ago), licensed MIT. It adds 73 tokens to every session and 640 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 2026-08-31.
adios-operate-debug compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| adios-operate-debugadiosdotdev/mcp | Skill | 2 | 5d ago | MIT | A | 73 | Claude Code, Codex |
| systematic-debuggingopen-metadata/OpenMetadata | Skill | 16k | today | Apache-2.0 | A | 37 | Claude Code |
| log-error-digestzebbern/claude-code-guide | Skill | 4.7k | yesterday | MIT | A | 71 | Claude Code, Codex |
| cwv-optimizeradobe/skills | Skill | 320 | today | Apache-2.0 | A | 112 | Claude Code |
| ci-fixersipyourdrink-ltd/bernstein | Skill | 1.2k | yesterday | Apache-2.0 | A | 15 | Claude Code, Codex |
| incident-response-incident-responsermyndharis/antigravity-skills | Skill | 2.0k | 24d ago | MIT | A | 36 | Claude Code |
| diagnosing-missing-recordingsPostHog/posthog | Skill | 41k | today | none | A | 76 | Claude Code, Codex |