agentmods.dev

fastworkflow: Skill for Claude Code

.claude/skills/fastworkflow-diagnostics-and-tooling/SKILL.md

fastworkflow-diagnostics-and-tooling is a skill for Claude Code from radiantlogicinc/fastworkflow. It costs 202 tokens per session (5,074 once invoked), scanned A, original, Apache-2.0.

A measurement toolkit for fastWorkflow, a framework for building command-driven AI workflows. It inspects trained command files, cached routing data, execution traces, and intent-classifier results.

In plain words
What is it for?
Use it to inspect command information, detect stale snapshots, read turn traces, measure classifier accuracy and fallback rates, and check logging or runtime probes.
Why use it?
It helps determine what a workflow actually did and whether its saved routing data is current. This replaces guesswork with checks based on recorded runs and artifacts.

Skill for Claude Code

Written for Claude Code: installed under .claude/. Also seen: reads .claude/ paths.

This is radiantlogicinc/fastworkflow's own configuration. It tells Claude Code how to work on fastworkflow itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything fastworkflow configures →

not rated 52repo changed 13d ago A scan SkillSpector: pass 202 tokens original Apache-2.0
View source ↗ radiantlogicinc/fastworkflow
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-diagnostics-and-tooling/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.

agentmods badge for fastworkflow-diagnostics-and-tooling

README.md
[![agentmods](https://agentmods.dev/badge/skills/radiantlogicinc/fastworkflow/fastworkflow-diagnostics-and-tooling/github.svg)](https://agentmods.dev/skills/radiantlogicinc/fastworkflow/fastworkflow-diagnostics-and-tooling)
Your own site
<a href="https://agentmods.dev/skills/radiantlogicinc/fastworkflow/fastworkflow-diagnostics-and-tooling"><img src="https://agentmods.dev/badge/skills/radiantlogicinc/fastworkflow/fastworkflow-diagnostics-and-tooling/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 fastworkflow-diagnostics-and-tooling

Your own site · 80×15
<a href="https://agentmods.dev/skills/radiantlogicinc/fastworkflow/fastworkflow-diagnostics-and-tooling"><img src="https://agentmods.dev/badge/skills/radiantlogicinc/fastworkflow/fastworkflow-diagnostics-and-tooling.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 202 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 5,074 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 pass 7 Sept 2026
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 $0.00202 $0.05074
Opus 5.5 $0.00081 $0.02030
Sonnet 5.5 $0.00040 $0.01015
Haiku 4.5 $0.00020 $0.00507

Measured 13d ago against content hash 56a3862383a3, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

fastworkflow-diagnostics-and-tooling 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 13d ago.

The scan reads SKILL.md. This mod also ships 5 executable files (scripts/check_cache_freshness.py, scripts/collect_model_metrics.py, scripts/inspect_command_info.py, …), 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-diagnostics-and-tooling/SKILL.md · 309 lines

How it starts

The opening of the file, as written. The whole thing — 309 lines — stays where its author put it; the contents beside it link to each section on GitHub.

fastWorkflow diagnostics and tooling — measure, don't eyeball

Runbook for observing what a fastWorkflow workflow actually did and what state its artifacts are actually in. Ships four tested, read-only scripts in scripts/ plus a map of every observability surface the framework already has. All paths are repo-relative to the fastWorkflow repo root; all facts verified against v2.22.2 (commit c33b9a5).

When to use / when NOT to use

Use this skill when you need to:

  • dump/inventory a workflow's ___command_info/ (commands, utterance counts, thresholds, model files, DSPy few-shot artifacts)
  • decide "rebuild vs stale vs fine" for command_directory.json / routing_definition.json (the v2.22.1 fingerprint)
  • capture or read a turn's command trace: live CLI traces, the per-workflow observability.sqlite3 (turns + spans + artifacts), the server response's traces field, TurnOutput
  • get numbers on a trained intent classifier (per-command accuracy on seeds, confusion pairs, ambiguity/fallback rates)
  • control logging verbosity, inspect the DSPy cache, or use the K8s probes

Do NOT use this skill for — go to the sibling instead:

Need Sibling skill
symptom → root-cause triage of a failure fastworkflow-debugging-playbook
how the BERT two-tier/threshold/DSPy pipeline works fastworkflow-nlu-pipeline-reference
env var / CLI flag catalog and defaults fastworkflow-config-and-flags
starting the CLI / FastAPI+MCP server, artifact locations fastworkflow-run-and-operate
what counts as evidence, adding tests fastworkflow-validation-and-qa
pass^k / variance / attribution math fastworkflow-proof-and-analysis-toolkit
running tau2 experiments E0–E25 tau2-reliability-campaign
whether a change is allowed at all fastworkflow-change-control

Ground rules (non-negotiable)

  • Everything here is read-only. The shipped scripts never write. When a diagnosis leads you to retrain, train into a temp copy of the workflow — never let anything (tests, experiments, teardown) touch fastworkflow/examples/*/___command_info. A training test once destroyed the pre-trained example models other tests silently depended on (the fix-0hb incident, fixed in commit fa97b48).
  • Never git commit/push diagnostics output or anything else without Dhar's explicit request in that turn (team rule since 2026-07-08).
  • Use the repo venv interpreter: .venv/bin/python. import fastworkflow takes ~5–10 s (pulls dspy/torch); scripts note where that cost applies.

Read the full file on GitHub · 309 lines

Files

What ships with it

6 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.

  1. 13d ago Changed · +1 lines 56a3862383a3
  2. 1mo ago Changed · +1 lines a6526f772c62
  3. 1mo ago Changed 5c4650de41d3
  4. 2mo ago First seen · 307 lines · 202 tokens per session scan A 3188cc175aa6

Subscribe to this mod's changes

fastworkflow-diagnostics-and-tooling is a skill published in the GitHub repository radiantlogicinc/fastworkflow (52 stars, last pushed 13d ago), licensed Apache-2.0. It adds 202 tokens to every session and 5,074 once invoked, about $0.0008 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.

Analytics and metricsDebugging
Related

fastworkflow-diagnostics-and-tooling compared with skills from other repositories

fastworkflow-diagnostics-and-tooling next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
fastworkflow-diagnostics-and-toolingradiantlogicinc/fastworkflowSkill5213d agoApache-2.0A202Claude Code
systematic-debuggingopen-metadata/OpenMetadataSkill16kyesterdayApache-2.0A37Claude Code
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/posthogSkill41kyesterdaynoneA151Claude Code, Codex