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 Zhonghao1995/Agentic-MIKE-Plus --skill mike-auditgit clone --depth 1 https://github.com/Zhonghao1995/Agentic-MIKE-PlusWrote 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/zhonghao1995/agentic-mike-plus/mike-audit)<a href="https://agentmods.dev/skills/zhonghao1995/agentic-mike-plus/mike-audit"><img src="https://agentmods.dev/badge/skills/zhonghao1995/agentic-mike-plus/mike-audit/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/zhonghao1995/agentic-mike-plus/mike-audit"><img src="https://agentmods.dev/badge/skills/zhonghao1995/agentic-mike-plus/mike-audit.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 | $0.00086 | $0.00666 |
| Opus 5 | $0.00043 | $0.00333 |
| Sonnet 5 | $0.00017 | $0.00133 |
| Haiku 4.5 | $0.00009 | $0.00067 |
Grade A, and why
mike-audit 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 9d 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 — 47 lines — stays where its author put it; the contents beside it link to each section on GitHub.
MIKE+ Audit
One JSON per case, written last. It is what makes "we ran X and got Y" checkable a month later, and it is the record a platform layer (SWMM / MIKE+ / LSTM side by side) can index.
Tool
mike_manifest_write—{out_json, case?, model?, inputs?[], results?[], figures?[], run?, edits?[], tool_calls?[], notes?}→ writes the manifest and returns{manifest, missing_files[], n_files, run_status}.model: the.sqliteCOPY that was run.inputs: rain.dfs0(incl. ones made bymike_rain_to_dfs0), CSVs, hotstart files.results: theresult_filesreturned bymike_run(or the two res1d of a compare).figures: every PNG frommike_plot_*.run: pass the wholemike_runreturn; the QA fields (status, completed, errors, warnings, issues, log_file, elapsed_s, active_simulation, result_files) are kept, the log tail is dropped.edits: themike_set_valuesreturns (they carry table / muids / before / after).tool_calls: ordered{tool, args, ok}records of what you called.notes: the user's plain-language goal + anything not done and why.
Manifest shape (schema: agentic-mike/manifest/1)
created_utc, engine=mikeplus, case,
model{path, exists, bytes, sha256}, inputs[], results[], figures[] (same shape),
run{status, errors, warnings, ...}, edits[], tool_calls[], notes,
environment{python, platform, mikeplus_mcp}
Conventions
- Write it even when the run failed:
run.status,errorsandnotesare the evidence of why. missing_filesmust be[]before you say the case is complete; a listed path means you referenced something that is not on disk.- Put it at
runs/<case>/manifest.json; one case = one manifest (overwrite on re-run of the same case, or use a new case name). - Never edit a manifest by hand; re-run the tool.
Orchestration
... mike_run -> mike_results_* -> mike_plot_* ...
mike_manifest_write {out_json: runs/<case>/manifest.json, model, inputs, results, figures, run, edits, notes}
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.
- 9d ago First seen · 47 lines · 86 tokens per session scan A 585c6f0ed79b
mike-audit is a skill published in the GitHub repository Zhonghao1995/Agentic-MIKE-Plus (7 stars, last pushed 24d ago), licensed MIT. It adds 86 tokens to every session and 666 once invoked, about $0.0004 per session on Opus 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.
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