task-fix

task-fix is a skill for Claude Code from FrontisAI/NatureBench. It costs 49 tokens per session (2,641 once invoked), scanned A, original, MIT.

A repair process for a benchmark task package after its verification checks find problems. It applies targeted fixes, gives failed checks priority over warnings, and tests the package again.

In plain words
What is it for?
Use it to fix problems in the problem description, evaluation, metadata, environment, or other task files, then create a log of the fixes and retest the package.
Why use it?
It turns verification findings into concrete corrections so the task package is more likely to be consistent and runnable.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter. Also seen: agent in frontmatter; installed under .agents/ (shared by several agents).

Good fit Use it to fix problems in the problem description, evaluation, metadata, environment, or other task files, then create a log of the fixes and retest the package.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/frontisai/naturebench/task-fix
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.

Any agent
npx skills add FrontisAI/NatureBench --skill task-fix
Clone the repo
git clone --depth 1 https://github.com/FrontisAI/NatureBench

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 task-fix

README.md
[![agentmods](https://agentmods.dev/badge/skills/frontisai/naturebench/task-fix/github.svg)](https://agentmods.dev/skills/frontisai/naturebench/task-fix)
Your own site
<a href="https://agentmods.dev/skills/frontisai/naturebench/task-fix"><img src="https://agentmods.dev/badge/skills/frontisai/naturebench/task-fix/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 task-fix

Your own site · 80×15
<a href="https://agentmods.dev/skills/frontisai/naturebench/task-fix"><img src="https://agentmods.dev/badge/skills/frontisai/naturebench/task-fix.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 49 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,641 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. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 1 finding, 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 Anti-Refusal · line 91
    Skill instructs the agent to omit warnings, disclaimers, or ethical commentary. Stripping safety caveats hides risk from the user and is a common jailbreak preamble.
    Fix: Remove instructions that suppress warnings, disclaimers, or ethical commentary. Let the agent surface safety-relevant caveats to the user.
How audits are shown
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 $0.00049 $0.02641
Opus 5.5 $0.00020 $0.01056
Sonnet 5.5 $0.00010 $0.00528
Haiku 4.5 $0.00005 $0.00264

Measured 2mo ago against content hash 6c3cea56e017, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

task-fix 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.

naturegym/.agents/skills/task-fix/SKILL.md · 231 lines

How it starts

The opening of the file, as written. The whole thing — 231 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Task-Fix Skill

Fix issues in a task package identified by task-verify, following task-build rules and conventions.

Input Requirements

Before invoking this skill, provide:

  1. Task Package Path: Directory containing the task package (problem/, evaluation/, environment/, metadata.json)
  2. Paper Folder Path: Directory containing the original paper and prior processing results (needed for context)

The task package directory must contain:

  • task_verify_result.json: Output from task-verify (the issues to fix)

The paper folder must contain:

  • {paper_id}.pdf and {paper_id}.html: Original paper files
  • preprocessed/: paper-preprocess output (text.md, links.json, figures/, tables/)
  • filter_result.json: Combined output from paper-filter + data-check
  • repositories/: Cloned repositories (reference only)

NOTE: The task package path and paper folder path may be the same directory (task-build often builds in-place).

Output

CRITICAL: This skill MUST output both items below, even if no fixes were applied:

  1. Fixed task package: Modified files in the task package directory
  2. Fix log: task_fix_log.txt written to the task package directory

Core Principles

1. Targeted Fixes, Not Rebuilds

This skill makes targeted, minimal fixes to resolve specific verification failures. It does NOT rebuild the task package from scratch — that is task-build's job. Each fix should change only what is necessary to resolve the identified issue.

2. Priority Order

Process issues in this order:

  1. Failed checks — must be resolved (these cause overall_status: "failed")
  2. Warnings — should be resolved where possible (non-critical but improve quality)

3. Fix Dependency Order

Within each priority level, fix in phase order since later fixes may depend on earlier ones:

  • Phase 0 (file structure) → Phase 1 (consistency) → Phase 2 (information firewall) → Phase 3 (benchmark design) → Phase 4 (dynamic testing)

Read the full file on GitHub · 231 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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 · 231 lines · 49 tokens per session scan A 6c3cea56e017

Subscribe to this mod's changes

task-fix is a skill published in the GitHub repository FrontisAI/NatureBench (137 stars, last pushed 17d ago), licensed MIT. It adds 49 tokens to every session and 2,641 once invoked, about $0.0002 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 2026-08-30.

Related

task-fix compared with skills from other repositories

task-fix next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
task-fixFrontisAI/NatureBenchSkill13717d agoMITA49Claude Code
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log-error-digestzebbern/claude-code-guideSkill4.7k3d agoMITA71Claude Code, Codex
cwv-optimizeradobe/skillsSkill319yesterdayApache-2.0A112Claude Code
ci-fixersipyourdrink-ltd/bernsteinSkill1.2kyesterdayApache-2.0A15Claude Code, Codex
incident-response-incident-responsermyndharis/antigravity-skillsSkill1.9k23d agoMITA36Claude Code
triaging-web-analytics-supportPostHog/posthogSkill41ktodaynoneA151Claude Code, Codex