mcp-codex-worker: Skill for Claude Code

.claude/skills/worker-research-frontier/SKILL.md

worker-research-frontier is a skill for Claude Code from sorryorc/mcp-codex-worker. It costs 34 tokens per session (365 once invoked), scanned A, original, MIT.

A set of research rules for exploring emerging ideas in coding-agent systems, such as dynamic tool routing, compound tools, trajectory evaluation, semantic checks, and skill distillation.

In plain words
What is it for?
Use it to investigate new worker architectures, evaluate agent trajectories, study semantic gates or context decay, and turn successful experiments into tested runbooks.
Why use it?
It keeps experimental ideas tied to measurable results instead of treating an interesting concept as a finished improvement. It also requires separating durable engineering lessons from unverified external claims.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

This is sorryorc/mcp-codex-worker's own configuration. It tells Claude Code how to work on mcp-codex-worker itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything mcp-codex-worker configures →

Reuse

Borrowing it

Nothing to install: this file belongs to sorryorc/mcp-codex-worker. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/sorryorc/mcp-codex-worker/main/.claude/skills/worker-research-frontier/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/sorryorc/mcp-codex-worker

Made for: Claude Code.

Wrote 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.

agentmods badge for worker-research-frontier

README.md
[![agentmods](https://agentmods.dev/badge/skills/sorryorc/mcp-codex-worker/worker-research-frontier/github.svg)](https://agentmods.dev/skills/sorryorc/mcp-codex-worker/worker-research-frontier)
Your own site
<a href="https://agentmods.dev/skills/sorryorc/mcp-codex-worker/worker-research-frontier"><img src="https://agentmods.dev/badge/skills/sorryorc/mcp-codex-worker/worker-research-frontier/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.

agentmods 80×15 button for worker-research-frontier

Your own site · 80×15
<a href="https://agentmods.dev/skills/sorryorc/mcp-codex-worker/worker-research-frontier"><img src="https://agentmods.dev/badge/skills/sorryorc/mcp-codex-worker/worker-research-frontier.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 34 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 365 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
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 5.1 $0.00034 $0.00365
Opus 5.5 $0.00014 $0.00146
Sonnet 5.5 $0.00007 $0.00073
Haiku 4.5 $0.00003 $0.00036

Measured 2mo ago against content hash d1de38c9e6a7, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

worker-research-frontier 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 2mo 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.

.claude/skills/worker-research-frontier/SKILL.md · 38 lines

What it actually says

Worker Research Frontier

Candidate Frontiers

  • Dynamic tool router: expose fewer tools to cheap models.
  • Compound tools: wrap search-read-edit-test into audited primitives.
  • Trajectory eval: score the path, not just the final result.
  • Semantic gate: detect "checks passed but meaning is wrong".
  • Skill distillation: strong sessions create verified runbooks for cheap sessions.
  • Context decay meter: track failure rate against prompt and output size.

External Signals

  • Zhihu, "Claude Fable 5 系统泄漏?提示词全拆解" (https://zhuanlan.zhihu.com/p/2048197182205998344): use only as a secondary structural signal. The public summary says the alleged prompt is large, heavily sectioned, and policy/tool oriented; the actionable lesson is to distill durable project doctrine into skills, validators, and gates instead of stuffing one huge prompt into every worker run.
  • Do not copy alleged leaked system prompt text into this repository. Extract design patterns only after restating them as repo-specific, testable rules.

Falsifiable Result

A frontier idea has a result only when it improves a measured eval set without increasing blocking false positives beyond the chosen threshold.

When Not To Use

Do not use this for immediate production fixes. Use worker-campaign-cheap-reliability.

Verification

  • Add an eval fixture or metric before changing defaults.
  • Run npm test and the relevant stats/audit command.

Provenance and maintenance

Label unproven ideas as candidate until measured on this repository.

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. 2mo ago First seen · 38 lines · 34 tokens per session scan A d1de38c9e6a7

Subscribe to this mod's changes

worker-research-frontier is a skill published in the GitHub repository sorryorc/mcp-codex-worker (2 stars, last pushed 1mo ago), licensed MIT. It adds 34 tokens to every session and 365 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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