What is fastworkflow-validation-and-qa?

A testing and release guide for fastWorkflow, a system that maps natural-language requests to application actions. It explains what evidence the project's large pytest test suite and saved reference workflows provide.

Use it before releases to run and interpret tests, protect golden reference workflows and trained artifacts, add integration tests, and check the acceptance bar.

A test count alone can hide skipped tests, no-op checks, or damaged reference data. The guide defines which results can support a release decision.

How radiantlogicinc/fastworkflow configures Claude Code

Reuse

Borrowing it

Nothing to install: this file belongs to radiantlogicinc/fastworkflow. 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/radiantlogicinc/fastworkflow/main/.claude/skills/fastworkflow-validation-and-qa/SKILL.md

Clone the repo

git clone --depth 1 https://github.com/radiantlogicinc/fastworkflow

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.

README.md

[![agentmods](https://agentmods.dev/badge/skills/radiantlogicinc/fastworkflow/fastworkflow-validation-and-qa/github.svg)](https://agentmods.dev/skills/radiantlogicinc/fastworkflow/fastworkflow-validation-and-qa)

Your own site

<a href="https://agentmods.dev/skills/radiantlogicinc/fastworkflow/fastworkflow-validation-and-qa"><img src="https://agentmods.dev/badge/skills/radiantlogicinc/fastworkflow/fastworkflow-validation-and-qa/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.

Your own site · 80×15

<a href="https://agentmods.dev/skills/radiantlogicinc/fastworkflow/fastworkflow-validation-and-qa"><img src="https://agentmods.dev/badge/skills/radiantlogicinc/fastworkflow/fastworkflow-validation-and-qa.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 220 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 6,189 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 Privilege Escalation · line 72
Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.

Fix: Remove references to credential paths. Use environment variables or secrets managers. For docs, use placeholder paths (e.g., /path/to/config). Never load .env or token files in production code paths.

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.

Model	Per session	Once invoked
Fable 5.1	$0.00220	$0.06189
Opus 5.5	$0.00088	$0.02476
Sonnet 5.5	$0.00044	$0.01238
Haiku 4.5	$0.00022	$0.00619

Measured 2mo ago against content hash d9c268e46385, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

fastworkflow-validation-and-qa 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.

The scan reads SKILL.md. This mod also ships 1 executable file (scripts/qa_env_report.sh), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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/fastworkflow-validation-and-qa/SKILL.md · 218 lines

How it starts

The opening of the file, as written. The whole thing — 218 lines — stays where its author put it; the contents beside it link to each section on GitHub.

fastWorkflow Validation and QA — what counts as evidence

TEAM-PRIVATE: embeds content from uncommitted internal docs. Do not commit or publish this skill without the developer'sexplicit approval.

Facts verified 2026-07-09 against v2.22.2 (commit c33b9a5). Re-verification commands are in the final section — run them before trusting any volatile number.

When to use / when NOT to use

You want to...	Use
Run/interpret the pytest suite, add tests, protect golden artifacts, judge shipping evidence	this skill
Triage a runtime/build/train failure by symptom	`fastworkflow-debugging-playbook`
Set up venv, keys, `env/.env` + `passwords/.env` from scratch	`fastworkflow-build-and-env`
Launch the CLI / FastAPI+MCP server and see artifacts	`fastworkflow-run-and-operate`
Design pass^k experiments for the tau2 retail program (E0-E25)	`tau2-reliability-campaign`
Variance / pass^k math, attribution, calibration recipes	`fastworkflow-proof-and-analysis-toolkit`
The evidence lifecycle for research claims (hunch -> accepted result)	`fastworkflow-research-methodology`
Rules on what changes need approval; the non-negotiables	`fastworkflow-change-control`
Measure instead of eyeball (diagnostic scripts)	`fastworkflow-diagnostics-and-tooling`

Jargon used below, defined once:

Golden workflow — a small committed application in tests/ or fastworkflow/examples/ that tests run against instead of mocks.
___command_info/ — the directory of trained artifacts (BERT model dirs tinymodel.pth/largemodel.pth, threshold.json, label_encoder.pkl, plus command_directory.json/routing_definition.json) that fastworkflow train writes inside a workflow folder. Gitignored (.gitignore lines 2-5).
Env gating — tests that pytest.skip themselves unless local secret files exist.
pass@1 / pass^k — probability a task passes one run / passes ALL of k independent runs. pass^k is the reliability metric of the tau2 program.
bd (beads) — the issue tracker; bd show <id> is read-only and safe.

Read the full file on GitHub · 218 lines

Files

What ships with it

2 files 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.

2mo ago First seen · 218 lines · 220 tokens per session scan A d9c268e46385

Subscribe to this mod's changes

fastworkflow-validation-and-qa is a skill published in the GitHub repository radiantlogicinc/fastworkflow (52 stars, last pushed 13d ago), licensed Apache-2.0. It adds 220 tokens to every session and 6,189 once invoked, about $0.0009 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.

Testing

fastworkflow-validation-and-qa next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
fastworkflow-validation-and-qaradiantlogicinc/fastworkflow	Skill	52	13d ago	Apache-2.0	A	220	Claude Code
research-engineerdavila7/claude-code-templates	Skill	33k	yesterday	MIT	A	43	Claude Code, Codex
tika-eval-compareapache/tika	Skill	4.1k	yesterday	Apache-2.0	A	50	Claude Code, Codex
cua-driverdavidondrej/skills	Skill	4.3k	3d ago	MIT	A	68	Claude Code, Codex
jetson-validate-imageNVIDIA/skills	Skill	3.9k	yesterday	Apache-2.0	B	50	Claude Code, Codex
atmos-validationcloudposse/atmos	Skill	1.4k	yesterday	Apache-2.0	A	31	Claude Code
tddcodewithmukesh/dotnet-claude-kit	Skill	805	2d ago	MIT	A	81	Claude Code

fastworkflow: Skill for Claude Code