ag-feasibility-test
Use when a SPEC, INNOVATE, or VALIDATE (Layer 2) approach hinges on an unverified runtime/library/external mechanism: run a probe from the 8-family taxonomy…
Skill by ngxccc
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
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About
Use cases: testing
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What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
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- Runs as
- Node.js package
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/ag-feasibility-test
What's inside
- Skill name
ag-feasibility-test- Description
- Use when a SPEC, INNOVATE, or VALIDATE (Layer 2) approach hinges on an unverified runtime/library/external mechanism: run a probe from the 8-family taxonomy and produce a VIABLE/NOT-VIABLE/INCONCLUSIVE VERDICT artifact.
- License
- MIT
- Instructions
- 193 lines in SKILL.md · view on GitHub
Before installing
- Ships executable scripts
- Instructions call the network
Files (5)
- SKILL.md
- fail.md · scripts/fixtures/validate-feasibility-verdict/
- pass-pvl.md · scripts/fixtures/validate-feasibility-verdict/
- pass.md · scripts/fixtures/validate-feasibility-verdict/
- validate-feasibility-verdict.mjs · scripts/
SKILL.md (first lines)
# ag-feasibility-test
## When to Apply
Use this skill when working with ag-feasibility-test workflows, tasks, or system specifications.
## How to Use
Refer to the workflow instructions and command references detailed below.
> **Output style:** Follow `process/development-protocols/communication-standards.md` — answer-first, plain language, no unexplained jargon, TL;DR on long responses.
One-shot empirical probe skill. Used when SPEC or INNOVATE encounters an approach
hinging on an unverified external/runtime/library mechanism — the question is
**"does this mechanism actually work the way the design assumes?"**, asked
**before** the decision locks.
## Boundary vs ag-test-coverage-plan
These two skills are complementary and must not be confused:
- **`ag-feasibility-test` (this skill) = PRE-decision.** "Does the mechanism work at
all?" Run _before_ SPEC/INNOVATE locks an approach, when the answer is unknown.
Output: a one-shot VERDICT artifact.
- **`ag-test-coverage-plan` = POST-plan.** "How do I cover this blast radius across
the 4 test tiers?" Run _after_ a plan exists, when the design is already chosen.
Output: a per-area tier table.
If the approach is already decided and you are assigning test tiers → use
`ag-test-coverage-plan`. If you cannot decide _because_ a mechanism is unverified →
use this skill first.
## When To Invoke
- When ag-spec-agent, ag-innovate-agent, or a ag-validate-agent Layer 2 dimension agent emits `VC-FEASIBILITY-PROBE-NEEDED`
- When a mechanism cannot be verified from source code alone
- One-shot: not an iterative loop (use ag-autoresearch for iteration)
## Skill Executor
Always executed by ag-debugger (via the `VC-FEASIBILITY-PROBE-NEEDED` signal routing
in orchestration.md). SPEC, INNOVATE, and VALIDATE Layer 2 agents do not run probes themselves.
## Probe-Method Taxonomy (pick one family)
Every probe belongs to one of these 8 families. Name the chosen family in the VERDICT.
Each family has a default cost/safety class (see next section) — the probe inherits it.
| # | Family | What it probes | Typical method | Default cost class |
| --- | --------------------------------------- | ------------------------------------------------------------------------ | -------------------------------------------------------------------------- | ----------------------------------------------------------------------- |
| 1 | **Local process / Node script** | pure library/runtime behavior in isolation | run a `.mjs`/Bun script, regex/parse check, call the lib fn directly | cheap-local |
| 2 | **Unit/integration test harness** | behavior under the project's own test runner | `pnpm --filter … test` (Vitest) or `bun test` on a scratch case | cheap-local |
| 3 | **tRPC / Prisma / DB query** | route shape, query behavior, index/constraint semantics | hit a tRPC route or run a Prisma/raw-SQL query against a test DB | needs-container _(only if it needs the live app DB)_ / else cheap-local |
| 4 | **External API shape capture** | real response shape/behavior of a 3rd-party API | one live request to OpenRouter / Stripe / Composio / Clerk / Bright Data | **needs-live-provider** |
| 5 | **Container exec / internal-port curl** | in-container service behavior, proxy injection, file-server, supervisord | `docker exec … curl http://localhost:{port}` on a **disposable** container | **needs-container** |
| 6 | **Browser / CDP capture** | anti-detect quirks, CDP events, SPA nav, popup behavior | Playwright/CDP client, `page.on(...)`, snapshot | needs-browser |
| 7 | **WS / SSE handshake & timing** | gateway WS framing, SSE delivery/reconnect, JSONL shape | raw `ws`/`EventSource` client + frame/timing capture | needs-container _(if against in-container service)_ / else cheap-local |
| 8 | **Cloudflare worker runtime** | KV staleness, step-replay/idempotency, edge JWT verify | `wrangler dev` + curl, deploy a throwaway worker | needs-cf |
If none of the 8 fit, the question is probably not a feasibility probe — reconsider
whether `ag-research-agent` (unknown _context_) or `ag-test-coverage-plan` (known
design) is the right tool instead.
## Probe Cost / Safety Class (MANDATORY GATE)
Every VERDICT declares one cost class. The class governs whether the probe may run
unattended or needs explicit opt-in. **A probe that cannot be run within its safety
gate produces an `INCONCLUSIVE` verdict — it is never silently skipped or faked.**
| Cost class | Safety gate | If gate not met |
| ----------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------- |
| **cheap-local** | none — run freely (local script, test harness, parse check) | n/a |
| **needs-container** | use a **disposable** container only. NEVER `docker exec` the shared dev container (`app-*`) or shared Postgres. Disposable live-E2E containers need the disposable-cleanup env gate enabled. | verdict `INCONCLUSIVE`, note "no disposable container available" |
| **needs-live-provider** | requires explicit **double opt-in** from the user before any billed/live 3rd-party call (OpenRouter, Stripe, Composio, Bright Data, Clerk). Default local mode is BYOK Mistral. | verdict `INCONCLUSIVE`, note "live-provider opt-in not granted" |
| **needs-browser** | a browser/CDP session must be available; never drive a shared user session | verdict `INCONCLUSIVE`, note "no browser session available" |
| **needs-cf** | a `wrangler dev`/throwaway-worker sandbox; never touch a deployed production worker | verdict `INCONCLUSIVE`, note "no CF sandbox available" |
The emitted `VC-FEASIBILITY-PROBE-NEEDED` signal SHOULD carry the anticipated cost
class so the orchestrator can resolve the opt-in gate before dispatching ag-debugger
(see orchestration.md §VC-FEASIBILITY-PROBE-NEEDED Signal Routing).
## Probe Execution Steps
1. Read the hypothesis from the `VC-FEASIBILITY-PROBE-NEEDED` signal
2. Pick the probe **family** (1–8) and its **cost class**
3. Confirm the safety gate for that cost class is met. If not → write an
`INCONCLUSIVE` verdict with the gate-not-met reason and stop. Do NOT escalate
to a higher-cost probe or run against a shared resource.
4. Design the minimal probe within that family
5. Run the probe empirically — capture actual output, not expected output
6. Analyze the evidence: does it confirm or refute the hypothesis?
7. Assign a verdict: `VIABLE` | `NOT-VIABLE` | `INCONCLUSIVE`
8. Write the VERDICT artifact to the active task folder
## VERDICT Artifact Format
Filename: `{slug}_FEASIBILITY_{dd-mm-yy}.md`
Location: same active task folder as the SPEC/plan that triggered the probe
**Required frontmatter fields (MUST be present — validated by `validate-feasibility-verdict.mjs`):**
```yaml
---
slug: [task-slug]
date: YYYY-MM-DD
verdict: VIABLE | NOT-VIABLE | INCONCLUSIVE
originating-phase: spec | innovate | pvl
---
```
The `originating-phase:` field is REQUIRED. Valid values:
- `spec` — probe triggered by ag-spec-agent ([SP3])
- `innovate` — probe triggered by ag-innovate-agent ([I2.5])
- `pvl` — probe triggered by ag-validate-agent Layer 2 ([V2-PROBE])
Required sections (MUST be present — validated by `validate-feasibility-verdict.mjs`):
### HypothesisFrom ngxccc/agent-skills-kit, MIT.
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Signals
- Stars
- 0
- Forks
- 0
- Open issues
- 0
- Last commit (this folder)
- Aug 2, 2026 (2 months ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/ngxccc/agent-skills-kit
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
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Cite this page
ag-feasibility-test skill. Agent Mart. https://agentmart.dev/skills/ngxccc-ag-feasibility-test (last updated 2026-10-24)