agentic-value-loops SKILL.md skillA
agentic-value-loops from andersonlimahw/lemon-ai-hub is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add andersonlimahw/lemon-ai-hub/agentic-value-loops@git:20260801.d400e34Pins git:20260801.d400e34 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- andersonlimahw/lemon-ai-hub
- Path
plugins/agentic-value-loops/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260801.d400e34, committed Aug 1, 2026
- Size
- 1,324 bytes
- Repository stars
- 17
- License
- MIT
agentic-value-loops plugin. Routes to its sub-skills: ai-tuning-loop, documentation-sync-loop, feature-development-loop, loop-invariants, maintenance-security-loop. Use when the task matches any of the capabilities listed below.
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
# agentic-value-loops Entry point for the `agentic-value-loops` plugin. Pick the sub-skill that matches the task. ## Sub-skills - **`ai-tuning-loop`** (`skills/ai-tuning-loop/SKILL.md`) — > AI Tuning Loop. Goal: raise chat answer quality for one agent + category per iteration. - **`documentation-sync-loop`** (`skills/documentation-sync-loop/SKILL.md`) — > Documentation Sync Loop. Goal: keep docs truthful — no drift between code and the docs/guardrails that agents rely on. - **`feature-development-loop`** (`skills/feature-development-loop/SKILL.md`) — > Feature Development Loop. Goal: ship one new user-facing feature per iteration, fully behind the quality gate. - **`loop-invariants`** (`skills/loop-invariants/SKILL.md`) — > Universal rules and invariants that every Agentic Value Loop must follow. - **`maintenance-security-loop`** (`skills/maintenance-security-loop/SKILL.md`) — > Maintenance & Security Loop. Goal: keep dependencies current and the app free of known vulnerabilities — one safe batch per iteration.
Read the whole file at its exact version.
How to install
mdr add andersonlimahw/lemon-ai-hub/agentic-value-loops@sha256:77e1ce3134e0f8c3The line at the top of this page pins the label git:20260801.d400e34, 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_mapk7ewx7adffmqc)
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Versions
The registry has recorded 1 version of this file, committed on Aug 1, 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 (1324 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
andersonlimahw/lemon-ai-hub · 17 stars · license MIT · pushed 2026-10-16 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_mapk7ewx7adffmqc GET https://markdownregistry.com/api/v1/resolve?ref=andersonlimahw/lemon-ai-hub/agentic-value-loops GET https://markdownregistry.com/api/v1/blob/77e1ce3134e0f8c342c7adccb2e3f744395ef80bd544f06695e2b3583c0eb2c5
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.