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Generate Context · withkynam | DecimalAI

documentationby withkynam

Generate Context

withkynam/vc-generate-context

Source withkynam/vibecode-pro-max-kit ↗License MIT

Generate or update the project's authoritative repository context at process/context/all-context.md.

SkillScore82Maintained

Automatic

Doc Ops pack

Last verified 8/16/2026

What it changes

Passed 16 of 19 test cases with the skill, and 4 of 19 without it.

Without skill23%

With skill82%

Checks it passed that the model alone missed

Creates files for missing context groups only
Includes the repo HEAD commit identifier when available
Includes open questions in the generated context router

and 14 more in the full report

13 fixed5 passed either way4 still failing0 broke

Pass-rate lift: +59 pp
Tokens: -25%
Agent turns: 0%
Response time: -66%

Model gemini-3.6-flashMeasured 8/16/2026v118 of 22 cases passed with skill · 19 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/withkynam-vc-generate-context/SKILL.md https://app.decimal.ai/s/withkynam-vc-generate-context/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add withkynam-vc-generate-context, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/withkynam-vc-generate-context/ and pins it in .decimal/skills.lock

decimalai skills add withkynam-vc-generate-context

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/withkynam-vc-generate-context/SKILL.md https://app.decimal.ai/s/withkynam-vc-generate-context/SKILL.md

Raw file: /s/withkynam-vc-generate-context/SKILL.md ↗ · machine-readable summary at /s/withkynam-vc-generate-context.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 13 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 13

Prompt

We detected a context group named 'billing'. What exact path and filename must be created for this group's context summary?

What was checked, without and with the skill
Checked	Without skill	With skill
Names the group context file process/context/billing/all-billing.md	Missed	Passed

case-17 · gemini-3.6-flash · 8/16/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md46 lines3 filesincludes scripts

Generate Context

Output style: Follow process/development-protocols/communication-standards.md — answer-first, plain language, no unexplained jargon, TL;DR on long responses.

Use this skill to maintain process/context/all-context.md, the broad portable project knowledge layer shared by Codex and Claude. Use process/context/all-context.md as the context router before reading grouped docs.

Optional input: a package, app, feature, context group, or architectural area to refresh first.

Workflow

Read references/generate-context.md for the full context contract.
Determine mode:
- Full scan when process/context/all-context.md is missing.
- Delta update when it exists.
Read process/context/all-context.md when present to identify relevant grouped context files.
Inspect current repo state, active plans, feature folders, package scripts, tooling, important architecture files, and relevant process/context/**/*.md docs.
Produce process/context/all-context.md PLUS process/context/{group}/all-{group}.md for each detected or approved group (see Invocation Modes below).
Include scan timestamp, repo HEAD if available, changes since last update, open questions, and source references.

Validate the generated context:

node .claude/skills/vc-generate-context/scripts/validate-all-context.mjs

If routing or grouped context changed, also run:

node .claude/skills/vc-audit-context/scripts/validate-context-discovery.mjs

Rules

Treat process/context/ as durable cross-agent knowledge.
Treat process/context/all-context.md as the durable routing protocol; do not replace it with generated prose.
Do not store agent-specific mechanics here unless they affect project workflow.
Do not rewrite grouped context docs; if they are stale or mis-grouped, flag audit-context.
Prefer concise, factual, path-specific documentation.
Use pnpm terminology for package management.
Treat validation failures as blockers before presenting context as refreshed.

Invocation Modes

Track record

Benchmark

16 / 19

test cases passed, vs 4 / 19 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

withkynam / vibecode-pro-max-kit

.claude/skills/vc-generate-context/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1Bundled 2 files · scripts

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

Generate Context

Workflow

Rules

Invocation Modes

Track record

Benchmark

Adoption

SkillSafety

Source

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