ai-product-development SKILL.md skillA
This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.
ai-product-development from tushaarmehtaa/tushar-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add tushaarmehtaa/tushar-skills/ai-product-development@git:20261015.35cce77Pins git:20261015.35cce77 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- tushaarmehtaa/tushar-skills
- Path
plugins-labs/skills/ai-product-development/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261015.35cce77, committed Oct 15, 2026
- Size
- 3,951 bytes
- Repository stars
- 12
- License
- MIT
Design, implement, or audit production AI features with model selection, streaming UX, tool use, safety, evaluation, observability, and cost controls. Use when building AI into an app.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# AI product development Build an AI feature as a complete product path, not an isolated model call. ## Workflow 1. Define the user job, input, expected output, quality bar, acceptable latency, failure cost, privacy constraints, and the deterministic work that should remain ordinary software. 2. Inspect the framework/runtime, AI SDK and version, providers, auth, storage, rate limits, billing, analytics, deployment limits, existing prompts, and evaluation fixtures. 3. Choose the simplest fitting interaction: request/response, streamed generation, background job, retrieval, bounded tool use, or an agent loop. Ask only about unresolved product choices that change this boundary. 4. Define a typed server contract. Validate input, authorize before model work, cap context/output/tool steps, keep provider secrets server-side, and isolate provider-specific code behind a replaceable adapter. 5. Model the UI states the chosen interaction needs: initial, composing, submitted/queued, connecting, streaming or progress, tool approval/activity, partial result, cancellation, retry, refusal, rate limit, error, and completion. …
Read the whole file at its exact version.
How to install
mdr add tushaarmehtaa/tushar-skills/ai-product-development@sha256:133bc825e10f169eThe line at the top of this page pins the label git:20261015.35cce77, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_2g24atqbkwlt5smz)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 15, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (3951 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
tushaarmehtaa/tushar-skills · 12 stars · license MIT · pushed 2026-10-15 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_2g24atqbkwlt5smz GET https://markdownregistry.com/api/v1/resolve?ref=tushaarmehtaa/tushar-skills/ai-product-development GET https://markdownregistry.com/api/v1/blob/133bc825e10f169e902de7c8f769629781483b3a7359b80155490124babf209d
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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