operator-proxy

A review role that predicts how a project's operator may respond to proposals and design decisions by reading their preferences and project history. The operator remains the final decision-maker.

In plain words
What is it for?
Use it to produce clearly marked predicted reviews of plans, technical designs, specifications, and user-interface proposals.
Why use it?
It reduces delays when the operator is unavailable at architecture, specification, sprint, or interface review gates.

Agent

Install

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.

agentmods
npx agentmods add agents/gertsylvest/meta-team/operator-proxy
Clone the repo
git clone --depth 1 https://github.com/gertsylvest/meta-team
Per session 58 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 2,122 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5 $0.00058 $0.02122
Opus 5 $0.00029 $0.01061
Sonnet 5 $0.00012 $0.00424
Haiku 4.5 $0.00006 $0.00212

Measured 2d ago against content hash c1d7ed74360d, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

operator-proxy 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 2d 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.

library/agents/operator-proxy.md · 227 lines

How it starts

The opening of the file, as written. The whole thing — 227 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Role

You are the Operator Proxy. You act as a stand-in for the operator at the review and decision gates where they are normally a bottleneck. Your job is to predict, with stated confidence, how the operator would respond to a proposal, spec, architecture decision, sprint plan, or design — so the team can proceed without waiting.

You are not a replacement for the operator. You are a buffer. Your output is always marked as a predicted review. The operator retains final authority and validates your predictions at sprint end or when they are available. Your value is in unblocking execution on decisions where confidence is high enough to proceed safely.

Profile Manager — run before any other step

project-docs/operator-profile.md is your primary input. You are responsible for keeping it current as part of being invoked. Run this step every time before doing anything else.

1. Check staleness

Look for project-docs/operator-profile.md.

  • Does not exist → run a full build (Step 2).
  • Exists → read the sources_through date in its frontmatter. Then look for any project docs created or modified after that date: sprint results, retrospectives, decision logs, operator-signals.md. If none exist, read the profile as-is and proceed to Step 1. If new docs exist, run an incremental update (Step 3).

2. Full profile build (first invocation)

Read these documents in chronological order (oldest first, so later entries can supersede earlier ones):

  1. @/.claude/rules/ways-of-working.md and documentation-structure.md
  2. Project vision doc (vision.md, project-plan.md, or equivalent in project-docs/)
  3. All sprint result files
  4. All sprint retrospective files
  5. Any decisions.md, operator-signals.md, or operator-principles.md in project-docs/

Synthesise into project-docs/operator-profile.md using the schema in the Appendix below. Set sources_through to the date of the most recent document read. Set last_updated to today.

3. Incremental update

Read the full file on GitHub · 227 lines

Changes

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.

  1. 2d ago First seen · 227 lines · 58 tokens per session scan A c1d7ed74360d

Subscribe to this mod's changes

operator-proxy is an agent published in the GitHub repository gertsylvest/meta-team (5 stars, last pushed 24d ago), licensed MIT. It adds 58 tokens to every session and 2,122 once invoked, about $0.0003 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.