ai-web-apps SKILL.md skillA
ai-web-apps from peterbamuhigire/chwezi-dev-engine is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add peterbamuhigire/chwezi-dev-engine/ai-web-apps@git:20260929.68d1fe1Pins git:20260929.68d1fe1 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- peterbamuhigire/chwezi-dev-engine
- Path
skills/ai/ai-web-apps/SKILL.md- Versions recorded
- 6
- Latest version
- git:20260929.68d1fe1, committed Sep 29, 2026
- First version recorded
- Jul 12, 2026
- Size
- 20,269 bytes
- Repository stars
- 28
- License
- MIT
Use when designing or building an AI-enhanced web app with chat, RAG, MCP tools, streaming, provider abstraction, feature gates, token budgets, and output guardrails.
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-Enhanced Web Apps ## Prompt and delivery contract Prompts for AI web features must join the user journey to the model/system boundary: state the user outcome, context assembly and provenance, tenant and authority scope, tool permissions, output schema, loading/empty/error/refusal states, latency and cost budget, fallback, and acceptance evidence. For agentic features, separate inspect/plan from mutation, validate model output before rendering or acting, require approval for consequential side effects, and log the prompt/model/context/tool versions needed to reproduce a result. Test prompt revisions with representative, edge, adversarial, and accessibility cases; do not treat a good demo or a framework default as production evidence. ## Operating contract ## Inputs | Input | Required | Purpose | |---|---|---| | Domain evidence | yes | web runtime, AI user journeys, tenancy model, provider constraints, tool authority, budgets, and UI state requirements | ## Outputs - Produce: web AI architecture, provider boundary, streaming/state contract, module gate, token ledger, and guardrail tests. ## Capability and permission boundaries …
Read the whole file at its exact version.
How to install
mdr add peterbamuhigire/chwezi-dev-engine/ai-web-apps@sha256:df672ed23898debfThe line at the top of this page pins the label git:20260929.68d1fe1, 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_5p7b4jgra5ljuwqg)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 6 versions of this file, between Jul 12, 2026 and Sep 29, 2026, about one every 16 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260929.68d1fe1 latest | 2026-09-29 | 68d1fe1 | 20,269 B | A | view · diff |
| git:20260929.c29972d | 2026-09-29 | c29972d | 20,269 B | A | view · diff |
| git:20260917.eb3c1c2 | 2026-09-17 | eb3c1c2 | 20,274 B | A | view · diff |
| git:20260916.2b57163 | 2026-09-16 | 2b57163 | 20,272 B | A | view · diff |
| git:20260718.4d4f6c1 | 2026-07-18 | 4d4f6c1 | 19,539 B | A | view · diff |
| git:20260712.a867952 | 2026-07-12 | a867952 | 19,545 B | A | view |
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 (20269 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
peterbamuhigire/chwezi-dev-engine · 28 stars · license MIT · pushed 2026-10-22 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_5p7b4jgra5ljuwqg GET https://markdownregistry.com/api/v1/resolve?ref=peterbamuhigire/chwezi-dev-engine/ai-web-apps GET https://markdownregistry.com/api/v1/blob/df672ed23898debf4ce26f139b94655bf1841fc9caae1e11ad7c00c607b2b173
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.