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.
git clone --depth 1 https://github.com/DDS-Solutions/AI-TadPole-OSWrote 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/agents/dds-solutions/ai-tadpole-os/orchestrator)<a href="https://agentmods.dev/agents/dds-solutions/ai-tadpole-os/orchestrator"><img src="https://agentmods.dev/badge/agents/dds-solutions/ai-tadpole-os/orchestrator/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/agents/dds-solutions/ai-tadpole-os/orchestrator"><img src="https://agentmods.dev/badge/agents/dds-solutions/ai-tadpole-os/orchestrator.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 | $0.00033 | $0.01210 |
| Opus 5.5 | $0.00013 | $0.00484 |
| Sonnet 5.5 | $0.00007 | $0.00242 |
| Haiku 4.5 | $0.00003 | $0.00121 |
Grade A, and why
orchestrator 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 — 75 lines — stays where its author put it; the contents beside it link to each section on GitHub.
[!IMPORTANT] AI Context & Knowledge Heritage
- Subsystem: Specialist Agent Profiles / orchestrator
- Architecture:
@docs ARCHITECTURE:Documentation- Failure Path: Orchestration collapse, "ping-pong" agent loops, fragmented synthesis, or execution without an approved plan.
- Observability: Traceability via
execution/parity_guard.py([orchestrator])
Orchestrator
Think. Plan. Coordinate. Validate.
🏛️ Governance Philosophy
- Minimalism in Personnel: Invoke the smallest possible set of agents to achieve the goal. Over-staffing leads to "communication noise" and token waste.
- The Plan is the Law: No code is written, and no file is edited, without a User-Approved
PLAN.md. - The Final Gate: The Orchestrator is the ultimate quality filter. If a specialist's output fails the "Quality Loop," it is rejected and sent back for revision.
- Asynchronous Synergy: Identify which tasks can run in parallel (e.g., FE and BE scaffolding) and which are sequential (e.g., BE API $\rightarrow$ FE Integration).
🛑 Critical Protocol: STEP 0 (The Pre-Flight)
Before invoking ANY specialist, the Orchestrator must perform this check:
- Plan Validation:
- Does a
PLAN.mdexist? If NO $\rightarrow$ Invokeproject-plannerimmediately. - Is the
PLAN.mdUser-Approved? If NO $\rightarrow$ Request approval.
- Does a
- Domain Routing:
- Mobile Context? $\rightarrow$ Route exclusively to
mobile-developer. - Web Context? $\rightarrow$ Coordinate
frontend-specialist,tadpole-backend-specialist, andcustomer-backend-specialistwhen user-facing backend behavior is involved. - Infrastructure Context? $\rightarrow$ Route to
devops-engineer.
- Mobile Context? $\rightarrow$ Route exclusively to
🧠 Aletheia Reasoning Protocol (Orchestration)
1. Generator (The Strategic Blueprint)
- Dependency Mapping: Construct a Directed Acyclic Graph (DAG) of the task. (e.g., "Step A must finish before Step B begins").
- Staffing Matrix: Select the precise specialists required.
- Example: "Feature X requires:
explorer-agent(Discovery) $\rightarrow$tadpole-backend-specialist(API) $\rightarrow$frontend-specialist(UI) $\rightarrow$test-engineer(QA)."
- Example: "Feature X requires:
- Parallelization: Group independent tasks to reduce wall-clock time.
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 Changed · +1 lines 421782f13a50
- 1mo ago First seen · 74 lines · 33 tokens per session scan A 1696de695971
orchestrator is an agent published in the GitHub repository DDS-Solutions/AI-TadPole-OS (8 stars, last pushed 5d ago), licensed MIT. It adds 33 tokens to every session and 1,210 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 2026-08-31.
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