Implement a piece of work based on a spec or set of tickets.
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
Implement the work described by the user in the spec or tickets.
If the user passes a ticket reference, fetch it from the issue tracker and state its title before starting. If the reference is ambiguous, ask.
Call the Skill tool with "tdd" where possible, at pre-agreed seams.
Run typechecking regularly, single test files regularly, and the full test suite once at the end.
Once done, call the Skill tool with "code-review" to review the work.
Commit your work to the current branch.
The line at the top of this page pins the label git:20261012.178eb1e, 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.
A 17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
pass: Frontmatter block present
pass: Frontmatter declares a name
pass: Frontmatter declares a description
pass: Size between 200 bytes and 200 KB (649 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
GitHub
shaderera/shaderera · 7 stars · license MIT · pushed 2026-10-31 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_7sd4cw2uh46did7s
GET https://markdownregistry.com/api/v1/resolve?ref=shaderera/shaderera/implement
GET https://markdownregistry.com/api/v1/blob/dd9f09e805ea028f9f30cec78141b1fb8b0e29d7d88fae60fc2d35e9d15b5ceb
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.
shaderera/shaderera · .claude/skills/code-review/SKILL.md · Review the changes since a fixed point (commit, branch, tag, or merge-base) along two axes: Standards (does the code…
shaderera/shaderera · .claude/skills/codebase-design/SKILL.md · Shared vocabulary for designing deep modules. Use when the user wants to design or improve a module's interface, find…
shaderera/shaderera · .claude/skills/diagnosing-bugs/SKILL.md · Diagnosis loop for hard bugs and performance regressions. Use when the user says "diagnose"/"debug this", or reports…
shaderera/shaderera · .claude/skills/domain-modeling/SKILL.md · Build and sharpen a project's domain model. Use when discussing codebase terminology, writing or editing a GLOSSARY.md…
shaderera/shaderera · .claude/skills/grill-with-docs/SKILL.md · A relentless interview to sharpen a plan or design, which also creates docs (ADR's and glossary) as we go.
shaderera/shaderera · .claude/skills/grilling/SKILL.md · Grill the user relentlessly about a plan, decision, or idea. Use when the user wants to stress-test their thinking, or…
shaderera/shaderera · .claude/skills/improve-codebase-architecture/SKILL.md · Scan a codebase for deepening opportunities, present them as a visual HTML report, then grill through whichever one you…
shaderera/shaderera · .claude/skills/ponytail-audit/SKILL.md · Quality audit of a whole repo: bugs, security holes, what breaks under real load, risky code without tests, slow paths…
rsmdt/the-startup · plugins/start/skills/implement/SKILL.md · Implementation entry point. Use to execute a completed specification. Reads the spec's slice and scenario tasks from…
posit-dev/skills · posit-dev/implement/SKILL.md · Orchestrates implementation of a plan file by delegating work to subagents in parallel. Verifies git branch state…
boshu2/agentops · packs/agentops-executor/agents/implementer/skills/implement/SKILL.md · Execute one bounded RED to GREEN experiment from bead or caller intent; return derived subject identity and check…
boshu2/agentops · plugin/skills/implement/SKILL.md · Change or repair code, config or services without weakening tests; report what ran and what did not. Use when…
boshu2/agentops · packs/agentops-executor/agents/implementer-claude/skills/implement/SKILL.md · Execute one bounded RED to GREEN experiment from bead or caller intent; return derived subject identity and check…
boshu2/agentops · skills/implement/SKILL.md · Change or repair code, config or services without weakening tests; report what ran and what did not. Use when…
ericrisco/rsc-harness · skills/implement/SKILL.md · Use when an approved plan and task list exist and it is time to turn them into working, tested code — the SDD phase…
