Spec Grounded Design

Spec-Grounded Design

Don't code an integration from memory or from docs you assume are right. Get the real spec, probe the real behavior, treat reality as truth, then design against a contract. Reverse-engineered and stale specs lag the live API — the live probe is non-negotiable.

Works with any agent that can fetch docs and run a shell. No vendor APIs of its own.

Supporting files (read when needed):

• [grounding-checklist.md](grounding-checklist.md) — what to verify live, probe patterns, reality-wins rule
• [design-contract-template.md](design-contract-template.md) — the contract output format

Output: {SKILL_OUTPUT_DIR}/spec-grounded-design/ — see [../OUTPUT.md](../OUTPUT.md)

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Step 0 — Scope the integration

Establish (ask only if missing):

1. The target — which protocol / SDK / API, and which version or endpoint.
2. What you need from it — the specific operations the feature requires (not the whole

surface — ground what you'll actually use).

1. Probe access — is there a sandbox/test key/local instance to hit safely? If the only

instance is production, see the edge cases (read-only, never mutate prod to "test").

Resolve output dir per [../OUTPUT.md](../OUTPUT.md). Default ./skill-outputs/spec-grounded-design/.

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Step 1 — Pull the primary source

Fetch the actual spec — the protocol document, the official API reference, the SDK's typed source — not a blog, not memory, not a summary. Record the version and the URL.

For each operation you need, capture from the spec: the request shape, the response shape, auth, error codes, pagination, rate limits, and anything stateful (sessions, cursors, idempotency keys).

Note where the spec is vague or silent — those are exactly the spots the live probe will resolve.

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Step 2 — Probe the live behavior (non-negotiable)

Read [grounding-checklist.md](grounding-checklist.md). Hit the real endpoint with the smallest possible request — curl or a tiny script — and capture what actually happens, not what the spec says should:

• Real response shape and field names (casing, nesting, nulls).
• Real error behavior — force a 401/404/429 and see the actual body and headers.
• Real stateful behavior — session lifetime, what a dropped session returns, cursor format.
• Real edge cases — empty results, large payloads, the silent defaults.

Read the probe output before writing any code. This is the step that catches the spec-vs-reality gap. Show the user the raw probe result.

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Step 3 — Reconcile: reality wins

Diff the spec against the probe. For every difference, the live behavior is the truth and the spec is wrong/stale. Record each delta explicitly:

> SPEC says X · REALITY is Y · DESIGN against Y.

If the probe contradicts a core assumption the feature depended on, surface that now — it may change the design or the feasibility before a line of code is written.

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Step 4 — Write the design contract

Fill in [design-contract-template.md](design-contract-template.md): the verified facts per operation, the spec-vs-reality deltas, the edge cases the code must handle, and the invariants the implementation must preserve (e.g. "a dropped session returns 404 → re-initialize, do not reauth"). This contract is what you implement against and test against.

Save it to the output dir; update index.md.

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Step 5 — Output to user

1. The path to the saved contract.
2. The 1–3 most important spec-vs-reality deltas — the things that would have caused bugs.
3. The invariants the implementation must hold.
4. A go / caution call: is the integration as expected, or did the probe surface something

that changes the plan?

1. Do not implement here — the contract is the input to a separate, confirmed build step

(pair with architecture-review if the probe revealed a real fork).

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Edge cases

• No sandbox, only production — probe read-only (GET/list), never mutate prod to

"test." If you must verify a write path, ask the user for a safe test tenant.

• Auth blocks the probe — get a scoped test credential from the user; don't skip the

probe and design blind. A blind design is the failure mode this skill exists to prevent.

• Spec and reality agree everywhere — great; record that the contract is spec-verified

and move on. The probe still paid for itself.

• The API is undocumented — the probe is the spec; be extra thorough on errors and

edge cases, and mark the contract "reverse-engineered, verify on upgrades."

• Secrets — never write keys/tokens into the contract or the saved output; reference

them by name.

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Invocation examples

@spec-grounded-design we're integrating the MCP streamable-HTTP transport — read the protocol and verify before we build
design against the Stripe subscriptions API — is the spec right?
how does this API actually behave on an expired session? probe it first
ground this OAuth flow in the real endpoint before I write the client
verify the pagination behavior live before we design the sync

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: hiteshbandhu
• Source: hiteshbandhu/skills-i-use
• License: MIT

Install and usage instructions live in the source repository linked above.