datagen-create-task-dataset

datagen-create-task-dataset is a Fine-tuning & training data skill for AI agents, published by open-thoughts in the OpenThoughts-Agent repository on GitHub. Skillspace rates datagen-create-task-dataset D (59/100) and it passed the safety scan; the rating is based on static analysis only.

Create a FRESH, snapshot-safe Harbor task dataset from an arbitrary input — a raw non-Harbor HF dataset (e.g. allenai/TMax-15K), a generator codebase (e.g. a GitHub repo like FrontierSmith), or just natural-language instructions with no seed data. The pipeline is a sequence of IDEMPOTENT stages — triage (pick the entry stage) → task-generation → Harbor conversion → snapshot-safe patcher → oracle-solution generation → quality gate — each with its OWN empirical test before advancing, intermediate artifacts uploaded to HF (laion/, parquet). The end artifact is a Harbor task dataset whose oracle (gold) solutions verify at a high rate, with ≤ 6 (hard ≤ 10) unique Daytona snapshots. Use when asked to "make/convert/build a task dataset", "turn <HF dataset> into Harbor tasks", "run <generator repo> into a task set", or "create tasks from these instructions". Runs LOCALLY on the Mac + Daytona (no GPU; teachers via API/vLLM). Distinct from datagen-reduce-dataset-snapshots (that fixes an EXISTING…

Grade
D
Quality
59 / 100
Safety
Passed
GitHub stars
259

Unproven: rated by static analysis only, not yet compared head-to-head.

Our two independent classifiers differ on this skill's category, so treat the placement as provisional.

This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.

Our review

Architecture
84 / 100
Maturity
Basic: a single SKILL.md
Security scan
No issues found
License
Apache-2.0
Adoption
Adopted by 0 other repositories, in 0 collections

Not checked yet

  • Not judged on the rubric yet (not a contender in its category)
  • No blind task eval yet
  • Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
  • Sibling files (scripts, references) not fetched; security scan covers SKILL.md only

Skillspace indexes and rates this skill; it does not host or endorse it. Run third-party skills at your own risk.