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Tao Context Mode

  • 1 installs
  • 1 repo stars
  • Updated August 1, 2026
  • cleanexpo/pi-dev-ops

Helps with ai & agent building tasks.

About

tao-context-mode is a Claude Code skill for ai & agent building. It helps solo builders move faster with AI-assisted coding.

  • tao-context-mode
  • AI & Agent Building
  • AI-coding skill

Tao Context Mode by the numbers

  • 1 all-time installs (skills.sh)
  • Ranked #14,102 of 16,546 AI & Agent Building skills by installs in the Skillselion catalog
  • Data as of Aug 2, 2026 (Skillselion catalog sync)
npx skills add https://github.com/cleanexpo/pi-dev-ops --skill tao-context-mode

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Listed on Skillselion
Installs1
repo stars1
Last updatedAugust 1, 2026
Repositorycleanexpo/pi-dev-ops

What it does

Helps with ai & agent building tasks.

Files

SKILL.mdMarkdownGitHub ↗

tao-context-mode

The build/expand pattern: callers consume the compact CodebaseIndex (path + summary + symbols) as their working context, and only expand() files actually needed for the current task.

When to trigger

  • TAO session starts and the planner needs codebase awareness without flooding the model context window.
  • A new tao-loop iteration is about to start and the autoresearch lens flags rising tokens/turn.
  • An agent is asked "where does X live?" and needs a low-cost lookup before reading.

Public API

from app.server.tao_context_mode import build_index, expand, stats

index = build_index(Path("/repo"))
content = expand(index, "app/server/main.py")
print(stats(index))   # files_indexed, bytes_indexed, expansions, hit_rate

Validation harness

python scripts/validate_tao_context_mode.py --repo-root . compares context-mode against the vcc baseline (RA-1967 deterministic compactor) — NOT against the raw harness. The board memo threshold is median ≥40% additional reduction over vcc. Per the 2026-05-05 board verdict, falling short is WATCH not REJECT — the infrastructure ships, the experiment log gates merge.

Out of scope

  • Semantic summarisation / LLM-based file synopsis (kept algorithmic on purpose).
  • Cross-repo or cross-session indexing (one CodebaseIndex per repo, in-memory).
  • Runtime invalidation — sha256 drift logs a warning; re-run build_index to refresh.

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