Borrowing it
Nothing to install: this file belongs to davidmatousek/tachi. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/davidmatousek/tachi/main/.claude/skills/aod-orchestrate/SKILL.mdgit clone --depth 1 https://github.com/davidmatousek/tachiWrote 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/davidmatousek/tachi/aod-orchestrate)<a href="https://agentmods.dev/skills/davidmatousek/tachi/aod-orchestrate"><img src="https://agentmods.dev/badge/skills/davidmatousek/tachi/aod-orchestrate.svg" alt="Measured on agentmods" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 10 findings, 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 Tool Misuse · line 483 Tool parameters are crafted to achieve unintended or unsafe behavior. Parameter abuse can bypass intended safety checks (e.g. shell=True, --force, dangerous glob patterns).Fix: Validate all tool parameters against an allowlist. Reject dangerous parameter values (shell=True, --force, -rf /) and use safe defaults.
- high Supply Chain · line 567 Remote code is downloaded and executed. This bypasses code review and could introduce malicious code.Fix: Avoid downloading and executing remote scripts. Use trusted packages from PyPI/npm. If remote fetch is required, verify checksums and use HTTPS.
- medium Excessive Agency · line 73 Skill enables autonomous high-impact decisions without human-in-the-loop verification. Critical operations (destructive commands, financial transactions, data deletion) should require explicit user confirmation.Fix: Add human-in-the-loop confirmation for destructive, irreversible, or high-impact operations. Never auto-execute commands that modify files, send data, or alter system state.
- medium Excessive Agency · line 76 Skill enables autonomous high-impact decisions without human-in-the-loop verification. Critical operations (destructive commands, financial transactions, data deletion) should require explicit user confirmation.Fix: Add human-in-the-loop confirmation for destructive, irreversible, or high-impact operations. Never auto-execute commands that modify files, send data, or alter system state.
- medium Excessive Agency · line 377 Skill enables autonomous high-impact decisions without human-in-the-loop verification. Critical operations (destructive commands, financial transactions, data deletion) should require explicit user confirmation.Fix: Add human-in-the-loop confirmation for destructive, irreversible, or high-impact operations. Never auto-execute commands that modify files, send data, or alter system state.
- medium Data Exfiltration · line 128 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Excessive Agency · line 377 Skill enables autonomous high-impact decisions without human-in-the-loop verification. Critical operations (destructive commands, financial transactions, data deletion) should require explicit user confirmation.Fix: Add human-in-the-loop confirmation for destructive, irreversible, or high-impact operations. Never auto-execute commands that modify files, send data, or alter system state.
- medium Excessive Agency · line 395 Skill enables autonomous high-impact decisions without human-in-the-loop verification. Critical operations (destructive commands, financial transactions, data deletion) should require explicit user confirmation.Fix: Add human-in-the-loop confirmation for destructive, irreversible, or high-impact operations. Never auto-execute commands that modify files, send data, or alter system state.
- medium Data Exfiltration · line 567 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
- medium Data Exfiltration · line 712 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
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 | $0.00110 | $0.10187 |
| Opus 5 | $0.00055 | $0.05094 |
| Sonnet 5 | $0.00022 | $0.02037 |
| Haiku 4.5 | $0.00011 | $0.01019 |
Grade A, and why
aod-orchestrate scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 8d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl -sf "${AOD_API_URL:-http://localhost:8000}/api/v1/projects/{project_id}" -H "X-AOD-Source: skill" Copies of this mod
1 near-identical copy found in the catalogue:
- aod-orchestrate — 100% identical, 0 lines differ
How it starts
The opening of the file, as written. The whole thing — 986 lines — stays where its author put it; the contents beside it link to each section on GitHub.
/aod.orchestrate Skill
Purpose
Orchestrate multiple features from /aod.blueprint output as priority-ordered parallel waves. The skill auto-detects the project, fetches actionable issues, groups them by ICE priority tier, and executes waves sequentially via the batch spawn API with governance checkpoints at tier boundaries.
Flow: Parse flags --> Auto-detect project --> Check idempotency --> Fetch issues --> Plan waves --> Confirm --> Execute waves --> Report completion
Step 0: Capture Start Time
Record the orchestration start time for duration calculation in the completion report.
Run the following command via Bash tool and store the result:
date +%s
Store this value as start_time for use in Step 8 (Completion Reporter).
Step 1: Parse Arguments
Parse user arguments from the skill invocation.
User Input
$ARGUMENTS
1.1: Parse --issues flag
Check if $ARGUMENTS contains --issues:
- If
$ARGUMENTScontains--issues N,N,N(comma-separated issue numbers):- Extract the comma-separated list of issue numbers
- Set
selected_issuesto the parsed list of integers - Strip
--issues N,N,Nfrom$ARGUMENTS(trim extra whitespace)
- If
$ARGUMENTSdoes NOT contain--issues:- Set
selected_issuesto empty (all issues)
- Set
1.2: Parse --dry-run flag
Check if $ARGUMENTS contains --dry-run:
- If present:
- Set
dry_run = true - Strip
--dry-runfrom$ARGUMENTS
- Set
- If not present:
- Set
dry_run = false
- Set
1.3: Parse --yes flag
Check if $ARGUMENTS contains --yes:
- If present:
- Set
auto_confirm = true - Strip
--yesfrom$ARGUMENTS
- Set
- If not present:
- Set
auto_confirm = false
- Set
Step 2: Project Auto-Detection
Resolve the active orchestrator project from local context. Detection follows a priority order with fallback.
2.1: Read config file
Run the following command via Bash tool:
cat .aod/config.json 2>/dev/null
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.
- 8d ago First seen · 986 lines · 110 tokens per session scan A 3d02470843d8
aod-orchestrate is a skill published in the GitHub repository davidmatousek/tachi (90 stars, last pushed 26d ago), licensed Apache-2.0. It adds 110 tokens to every session and 10,187 once invoked, about $0.0006 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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