/flow-next-prime
Comprehensive codebase assessment for agent and production readiness. Classifies the project (lifecycle, topology, size, stack, shape), scans 8 pillars, verifies commands actually run, checks GitHub settings. Leads with a verdict + ranked next-actions; fixes agent readiness
$ npx -y skills add gmickel/flow-next --skill flow-next-prime --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
- Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.
- You can call itInvoke it directly when you want it.
- Slash command
/flow-next-prime
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The summary Claude sees to decide when to auto-load this skill.
Comprehensive codebase assessment for agent and production readiness. Classifies the project (lifecycle, topology, size, stack, shape), scans 8 pillars, verifies commands actually run, checks GitHub settings. Leads with a verdict + ranked next-actions; fixes agent readiness
SKILL.md
flow-next-prime.SKILL.mdname: flow-next-prime
description: Comprehensive codebase assessment for agent and production readiness. Classifies the project (lifecycle, topology, size, stack, shape), scans 8 pillars, verifies commands actually run, checks GitHub settings. Leads with a verdict + ranked next-actions; fixes agent readiness only. Triggers on /flow-next:prime.
user-invocable: false
Flow Prime
Comprehensive codebase assessment inspired by [Factory.ai's Agent Readiness framework](https://factory.ai/news/agent-readiness).
**Role**: readiness assessor, improvement proposer **Goal**: full visibility into codebase health, targeted fixes for agent readiness
Two-Tier Assessment
| Category | Pillars | What Happens | |----------|---------|--------------| | **Agent Readiness** | 1-5 | Scored, maturity level calculated, fixes offered | | **Production Readiness** | 6-8 | Reported for awareness, no fixes offered |
This gives you **full visibility** while keeping remediation focused on what actually helps agents work.
**Criteria counts live in [pillars.md](pillars.md), never here.** pillars.md is the single census source (the legacy scored criteria feeding the maturity level, the informational rows, and the new agent-readiness tier groups AO/DR/TO/HP). Do not restate a count in this file - a hardcoded number drifts the moment a criterion is added. The classification, operability ladder, per-shape playbooks, per-stack matrix, and harness check-set live in the four reference files: [classification.md](classification.md), [playbooks.md](playbooks.md), [stacks.md](stacks.md), [harness.md](harness.md).
Why This Matters
Existence checks lie. A repo can carry a CLAUDE.md, a hook file, and a `lint` script yet be un-agentic in practice - the file is an empty template, the build is broken, imports don't resolve, or it is really one of 99 sibling repos. Prime judges **substance**, not existence, and names the single highest-leverage next action.
Agents waste cycles when:
- **No closed verify loop** → can't confirm a change works without a full CI round-trip; the feedback gate belongs at the RIGHT layer (edit-time/commit format+lint, tests via the verify command + acceptance requirements + CI required check - never a test-running pre-commit hook agents `--no-verify` around or stall on)
- **Undocumented env vars** → guesses, fails, guesses again
- **No agent instruction file (or a generic/stale one)** → doesn't know project conventions, the operability tier, or which files are off-limits
- **The app can't be built or driven** → can't verify changes work; a legacy stack with no headless build has no feedback loop at all
These are **environment problems**, not agent problems. Prime grades them as layered gates and helps fix the ones that help agents work.
Input
Full request: $ARGUMENTS
Accepts:
- No arguments (scans current repo)
- `--report-only` or `report only` (skip remediation, just show report)
- `--fix-all` or `fix all` (apply all agent readiness fixes without asking)
- `--classify-only` or `classify only` (print the Phase 0.5 classification block and EXIT - the cheap portfolio-triage sweep over many repos; see classification.md)
- A path to a different repo root (first non-flag argument)
Examples:
- `/flow-next:prime`
- `/flow-next:prime --report-only`
- `/flow-next:prime --classify-only ~/other-project`
- `/flow-next:prime ~/other-project`
**Resolve `ROOT` from `$ARGUMENTS`** (the first non-flag token; default `.`). If `ROOT` is not the cwd, it MUST thread through everything: `cd "$ROOT"` before the `.flow/meta.json` pre-check, the Phase 0.5 classification probes (the `flowctl prime classify` emitter takes `ROOT` as its positional argument, e.g. `flowctl prime classify --json "$ROOT"`), and the Phase 2 verification commands; and every scout dispatch prompt in Phase 1 starts "Assess the repo at `ROOT`" (scouts scan cwd by default
- without this they'd scan the wrong repo and the report would be confidently wrong end-to-end). If
threading `ROOT` isn't feasible, error rather than silently scan cwd.
Route Before Reading References
Parse the mode before loading any reference:
- **`--classify-only`:** read [classification.md](classification.md) directly,
run its emitter + judgment-layer contract, print its fixed classification block, and EXIT. Do **not** read `workflow.md`, `pillars.md`, `playbooks.md`, or `remediation.md`; never ask, dispatch scouts, verify, report, or remediate.
- **All other modes:** read [workflow.md](workflow.md) and execute it. The
workflow loads classification, pillars, playbooks, stacks, harness, and remediation guidance only at their consuming phases. `--report-only` stops after the report and must never load remediation templates.
This dispatch is fail-open for an unknown/malformed mode: use the full workflow, never silently skip assessment or safety instructions.
The Eight Pillars
Agent Readiness (Pillars 1-5) — Fixes Offered
| Pillar | What It Checks | |--------|----------------| | **1. Style & Validation** | Linters, formatters, type checking, pre-commit hooks | | **2. Build System** | Build tools, commands, lock files, monorepo tooling | | **3. Testing** | Test framework, commands, coverage, verification | | **4. Documentation** | README, CLAUDE.md, setup docs, architecture | | **5. Dev Environment** | .env.example, Docker, devcontainer, runtime version |
Production Readiness (Pillars 6-8) — Report Only
| Pillar | What It Checks | |--------|----------------| | **6. Observability** | Logging, tracing, metrics, error tracking, health endpoints | | **7. Security** | Branch protection, secret scanning, CODEOWNERS, Dependabot | | **8. Workflow & Process** | CI/CD, PR templates, issue templates, release automation |
Workflow
The mode router above selects the entry reference. Do not pre-read references for branches that will not execute.
Maturity Levels (Agent Readiness)
**The maturity level is secondary metadata, NOT the headli
Read more
name: flow-next-prime description: Comprehensive codebase assessment for agent and production readiness. Classifies the project (lifecycle, topology, size, stack, shape), scans 8 pillars, verifies commands actually run, checks GitHub settings. Leads with a verdict + ranked next-actions; fixes agent readiness only. Triggers on /flow-next:prime. user-invocable: false
Flow Prime
Comprehensive codebase assessment inspired by [Factory.ai's Agent Readiness framework](https://factory.ai/news/agent-readiness).
**Role**: readiness assessor, improvement proposer **Goal**: full visibility into codebase health, targeted fixes for agent readiness
Two-Tier Assessment
| Category | Pillars | What Happens | |----------|---------|--------------| | **Agent Readiness** | 1-5 | Scored, maturity level calculated, fixes offered | | **Production Readiness** | 6-8 | Reported for awareness, no fixes offered |
This gives you **full visibility** while keeping remediation focused on what actually helps agents work.
**Criteria counts live in [pillars.md](pillars.md), never here.** pillars.md is the single census source (the legacy scored criteria feeding the maturity level, the informational rows, and the new agent-readiness tier groups AO/DR/TO/HP). Do not restate a count in this file - a hardcoded number drifts the moment a criterion is added. The classification, operability ladder, per-shape playbooks, per-stack matrix, and harness check-set live in the four reference files: [classification.md](classification.md), [playbooks.md](playbooks.md), [stacks.md](stacks.md), [harness.md](harness.md).
Why This Matters
Existence checks lie. A repo can carry a CLAUDE.md, a hook file, and a `lint` script yet be un-agentic in practice - the file is an empty template, the build is broken, imports don't resolve, or it is really one of 99 sibling repos. Prime judges **substance**, not existence, and names the single highest-leverage next action.
Agents waste cycles when:
- **No closed verify loop** → can't confirm a change works without a full CI round-trip; the feedback gate belongs at the RIGHT layer (edit-time/commit format+lint, tests via the verify command + acceptance requirements + CI required check - never a test-running pre-commit hook agents `--no-verify` around or stall on)
- **Undocumented env vars** → guesses, fails, guesses again
- **No agent instruction file (or a generic/stale one)** → doesn't know project conventions, the operability tier, or which files are off-limits
- **The app can't be built or driven** → can't verify changes work; a legacy stack with no headless build has no feedback loop at all
These are **environment problems**, not agent problems. Prime grades them as layered gates and helps fix the ones that help agents work.
Input
Full request: $ARGUMENTS
Accepts:
- No arguments (scans current repo)
- `--report-only` or `report only` (skip remediation, just show report)
- `--fix-all` or `fix all` (apply all agent readiness fixes without asking)
- `--classify-only` or `classify only` (print the Phase 0.5 classification block and EXIT - the cheap portfolio-triage sweep over many repos; see classification.md)
- A path to a different repo root (first non-flag argument)
Examples:
- `/flow-next:prime`
- `/flow-next:prime --report-only`
- `/flow-next:prime --classify-only ~/other-project`
- `/flow-next:prime ~/other-project`
**Resolve `ROOT` from `$ARGUMENTS`** (the first non-flag token; default `.`). If `ROOT` is not the cwd, it MUST thread through everything: `cd "$ROOT"` before the `.flow/meta.json` pre-check, the Phase 0.5 classification probes (the `flowctl prime classify` emitter takes `ROOT` as its positional argument, e.g. `flowctl prime classify --json "$ROOT"`), and the Phase 2 verification commands; and every scout dispatch prompt in Phase 1 starts "Assess the repo at `ROOT`" (scouts scan cwd by default
- without this they'd scan the wrong repo and the report would be confidently wrong end-to-end). If
threading `ROOT` isn't feasible, error rather than silently scan cwd.
Route Before Reading References
Parse the mode before loading any reference:
- **`--classify-only`:** read [classification.md](classification.md) directly,
run its emitter + judgment-layer contract, print its fixed classification block, and EXIT. Do **not** read `workflow.md`, `pillars.md`, `playbooks.md`, or `remediation.md`; never ask, dispatch scouts, verify, report, or remediate.
- **All other modes:** read [workflow.md](workflow.md) and execute it. The
workflow loads classification, pillars, playbooks, stacks, harness, and remediation guidance only at their consuming phases. `--report-only` stops after the report and must never load remediation templates.
This dispatch is fail-open for an unknown/malformed mode: use the full workflow, never silently skip assessment or safety instructions.
The Eight Pillars
Agent Readiness (Pillars 1-5) — Fixes Offered
| Pillar | What It Checks | |--------|----------------| | **1. Style & Validation** | Linters, formatters, type checking, pre-commit hooks | | **2. Build System** | Build tools, commands, lock files, monorepo tooling | | **3. Testing** | Test framework, commands, coverage, verification | | **4. Documentation** | README, CLAUDE.md, setup docs, architecture | | **5. Dev Environment** | .env.example, Docker, devcontainer, runtime version |
Production Readiness (Pillars 6-8) — Report Only
| Pillar | What It Checks | |--------|----------------| | **6. Observability** | Logging, tracing, metrics, error tracking, health endpoints | | **7. Security** | Branch protection, secret scanning, CODEOWNERS, Dependabot | | **8. Workflow & Process** | CI/CD, PR templates, issue templates, release automation |
Workflow
The mode router above selects the entry reference. Do not pre-read references for branches that will not execute.
Maturity Levels (Agent Readiness)
**The maturity level is secondary metadata, NOT the headli
Showing the first part of this file.
Repeatable agentic engineering. The workflow layer that turns AI coding agents into a disciplined factory: durable specs, fresh-context workers, adversarial cross-model reviews, receipts. Everything in your repo, zero dependencies. Claude Code · Codex · Cursor · Droid.
Other skills on flow-next.
- /flow-next-audit
Audit .flow/memory/ entries against current code and keep, update, consolidate, replace, delete, or harden each. Use when asked to audit memory or graduate a recurring lesson into a gate.
Open skill - /flow-next-capture
Synthesize the current conversation into a flow-next spec with read-back gating. Use when asked to capture this as a spec.
Open skill - /flow-next-chart
Decision-map discovery for one oversized unclear idea before capture. Resolve one decision per invocation, brief for capture. Use when asked to chart an idea or work a chart decision.
Open skill - /flow-next-deps
Show spec dependency graph and execution order. Use when asking 'what's blocking what', 'execution order', 'dependency graph', 'what order should specs run', 'critical path', 'which specs can run in parallel'.
Open skill - /flow-next-drive
Drive any UI surface like a real user - a web app, a Chromium-backed desktop app (Electron / WebView2, reached over CDP), or a genuinely native app (macOS AppKit/SwiftUI, or a non-CDP webview) reached via the Cua Driver / Computer Use. Detects the surface, picks the best
Open skill - /flow-next-export-context
Export RepoPrompt context to a markdown file for review with an external LLM (ChatGPT, Claude web, etc.). Use when you want Carmack-level review but prefer an external model. Triggers on "export context", "export for external review", "export plan for ChatGPT", "export impl
Open skill

