ai-agent-tooling-and-hitl SKILL.md skillA
ai-agent-tooling-and-hitl 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-agent-tooling-and-hitl@git:20260929.0a799d8Pins git:20260929.0a799d8 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-agent-tooling-and-hitl/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260929.0a799d8, committed Sep 29, 2026
- First version recorded
- May 19, 2026
- Size
- 4,939 bytes
- Repository stars
- 28
- License
- MIT
Use when designing agent tool catalogs, tool schemas, action gating, human approval, and human-in-the-loop control for agentic AI systems.
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 Agent Tooling And HITL Acknowledgement: Shared by Peter Bamuhigire, techguypeter.com, +256 784 464178. <!-- dual-compat-start --> ## Use When - Design tool catalogs, tool contracts, action scopes, and approval gates for agents. - Decide when an agent action requires human review, confirmation, or escalation. - Integrate agent tools with audit logs, reversibility, tenant policy, and runtime budgets. ## Do Not Use When - The work is not AI-specific or agentic-AI-specific. - A narrower retained AI parent skill fits the request better. ## Required Inputs - Product, tenant, user, data, risk, and operational context relevant to the AI workflow. - Target artifact: design, implementation plan, audit, test strategy, UX flow, commercial policy, or runbook. - Constraints from security, privacy, reliability, billing, support, and compliance stakeholders when relevant. ## Workflow 1. Read this SKILL.md first. 2. Load [references/routing.md](references/routing.md) to select the absorbed child reference that matches the task. 3. Load only the selected child reference files needed for the current request. …
Read the whole file at its exact version.
How to install
mdr add peterbamuhigire/chwezi-dev-engine/ai-agent-tooling-and-hitl@sha256:188dd4e36d0cb9f1The line at the top of this page pins the label git:20260929.0a799d8, 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_z3lhso2s25c4qsbz)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between May 19, 2026 and Sep 29, 2026, about one every 33 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260929.0a799d8 latest | 2026-09-29 | 0a799d8 | 4,939 B | A | view · diff |
| git:20260924.29cdc2b | 2026-09-24 | 29cdc2b | 4,687 B | A | view · diff |
| git:20260911.7afa6ea | 2026-09-11 | 7afa6ea | 4,418 B | A | view · diff |
| git:20260712.a867952 | 2026-07-12 | a867952 | 4,180 B | A | view · diff |
| git:20260519.bd4658a | 2026-05-19 | bd4658a | 2,779 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 (4939 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_z3lhso2s25c4qsbz GET https://markdownregistry.com/api/v1/resolve?ref=peterbamuhigire/chwezi-dev-engine/ai-agent-tooling-and-hitl GET https://markdownregistry.com/api/v1/blob/188dd4e36d0cb9f18ce68eb02ac0d77e436d0d756b28ae092784fd2a6398a06b
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.