forward-implementation-first SKILL.md skillA
forward-implementation-first from vuk97/forward-implementation-first is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add vuk97/forward-implementation-first/forward-implementation-first@git:20260831.2d4dd7ePins git:20260831.2d4dd7e in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- vuk97/forward-implementation-first
- Path
SKILL.md- Versions recorded
- 2
- Latest version
- git:20260831.2d4dd7e, committed Aug 31, 2026
- First version recorded
- Aug 29, 2026
- Size
- 7,091 bytes
- Repository stars
- 184
- License
- MIT
Keeps an agent building and validating real output instead of servicing its own bookkeeping. Use for multi-stage pipelines, capability roadmaps, long-running implementation loops, migrations, staged data or build runs, and any run where administrative hashes, locks, receipts, dashboards, certification markers, or progress metadata can block correct work. Use when an agent refuses to advance, rewinds finished stages, or reruns unchanged work because a marker is missing or stale.
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
# Forward implementation first Build working capability and correct output before administrative bookkeeping. Apply this contract both while building a system and while running it. ## Scope This skill applies to: - infrastructure and roadmap implementation; - input intake and intermediate artifact production; - transformation, derivation, and analysis stages; - test construction, runtime verification, and measurement; - publication of final output and closeout; - manual invocation of any authorized pipeline stage. It applies whether the action runs through a full orchestrator, a focused command, or a manual stage invocation. ## Decision rule Before each action, classify it as one of: 1. **Semantic implementation**: builds or connects a producer, consumer, adapter, runtime path, schema, fixture, or final output. 2. **Focused validation**: tests the changed dependency cone through behavior, schema, counts, samples, conservation, consistency, nontruncation, or measured resources. 3. **Administrative bookkeeping**: generates or repairs hashes, locks, receipts, dashboards, certification markers, progress metadata, or presence-only records. …
Read the whole file at its exact version.
How to install
mdr add vuk97/forward-implementation-first/forward-implementation-first@sha256:0cae4d3ec2e2c2c8The line at the top of this page pins the label git:20260831.2d4dd7e, 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_s5rfttmtas7ncjg2)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Aug 29, 2026 and Aug 31, 2026, about one every 2 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260831.2d4dd7e latest | 2026-08-31 | 2d4dd7e | 7,091 B | A | view · diff |
| git:20260829.91fa46a | 2026-08-29 | 91fa46a | 7,129 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 (7091 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
vuk97/forward-implementation-first · 184 stars · license MIT · pushed 2026-08-31 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_s5rfttmtas7ncjg2 GET https://markdownregistry.com/api/v1/resolve?ref=vuk97/forward-implementation-first/forward-implementation-first GET https://markdownregistry.com/api/v1/blob/0cae4d3ec2e2c2c88f51a46d551ee3d31e49134f7f8bee5c1dff4832f49a2541
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.