Product Lens Reviewer
udecode/plate
Reviews planning documents as a senior product leader -- challenges problem framing, evaluates scope decisions, and surfaces misalignment between stated goals and proposed work.
Trigger: reviewer transport, advisory transport, review adapter, lens prompt/schema, OpenCode reviewer plugin, Codex reviewer, ReviewProviderContract.
Apache-2.0Auto-check passed
Install Rdd Advisory Transport
$ npx skills add Gentleman-Programming/gentle-ai --skill rdd-advisory-transport -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Gentleman-Programming/gentle-ai rdd-advisory-transport --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/Gentleman-Programming/gentle-ai.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/rdd-advisory-transport .claude/skills/rdd-advisory-transport && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "rdd-advisory-transport" agent skill from https://github.com/Gentleman-Programming/gentle-ai/tree/main/skills/rdd-advisory-transport into .claude/skills/rdd-advisory-transport/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rdd-advisory-transport", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/Gentleman-Programming/gentle-ai/tree/main/skills/rdd-advisory-transportType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add Gentleman-Programming/gentle-ai --skill rdd-advisory-transport -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Gentleman-Programming/gentle-ai rdd-advisory-transport --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Gentleman-Programming/gentle-ai.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/rdd-advisory-transport .agents/skills/rdd-advisory-transport && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "rdd-advisory-transport" agent skill from https://github.com/Gentleman-Programming/gentle-ai/tree/main/skills/rdd-advisory-transport into .agents/skills/rdd-advisory-transport/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rdd-advisory-transport", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Gentleman-Programming/gentle-ai --skill rdd-advisory-transport -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Gentleman-Programming/gentle-ai rdd-advisory-transport --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Gentleman-Programming/gentle-ai.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/rdd-advisory-transport .cursor/skills/rdd-advisory-transport && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "rdd-advisory-transport" agent skill from https://github.com/Gentleman-Programming/gentle-ai/tree/main/skills/rdd-advisory-transport into .cursor/skills/rdd-advisory-transport/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rdd-advisory-transport", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/Gentleman-Programming/gentle-ai.git --path skills/rdd-advisory-transport--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add Gentleman-Programming/gentle-ai --skill rdd-advisory-transport -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Gentleman-Programming/gentle-ai rdd-advisory-transport --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Gentleman-Programming/gentle-ai.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/rdd-advisory-transport .gemini/skills/rdd-advisory-transport && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "rdd-advisory-transport" agent skill from https://github.com/Gentleman-Programming/gentle-ai/tree/main/skills/rdd-advisory-transport into .gemini/skills/rdd-advisory-transport/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rdd-advisory-transport", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install Gentleman-Programming/gentle-ai rdd-advisory-transportInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add Gentleman-Programming/gentle-ai --skill rdd-advisory-transport -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Gentleman-Programming/gentle-ai.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/rdd-advisory-transport .github/skills/rdd-advisory-transport && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "rdd-advisory-transport" agent skill from https://github.com/Gentleman-Programming/gentle-ai/tree/main/skills/rdd-advisory-transport into .github/skills/rdd-advisory-transport/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rdd-advisory-transport", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Gentleman-Programming/gentle-ai --skill rdd-advisory-transport -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Gentleman-Programming/gentle-ai rdd-advisory-transport --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Gentleman-Programming/gentle-ai.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/rdd-advisory-transport .opencode/skills/rdd-advisory-transport && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "rdd-advisory-transport" agent skill from https://github.com/Gentleman-Programming/gentle-ai/tree/main/skills/rdd-advisory-transport into .opencode/skills/rdd-advisory-transport/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rdd-advisory-transport", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
rdd-advisory-transport- GitHub stars
- 7.6k
- Token cost
- ~1.1k tokens
- SKILL.md length
- 498 words
- Files
- 3 (incl. references)
- Skills in repo
- 15
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Trigger: reviewer transport, advisory transport, review adapter, lens prompt/schema, OpenCode reviewer plugin, Codex reviewer, ReviewProviderContract.
- Works in 6 steps: Freeze the boundary: contract-level… → Extract the Go provider contract;… → Add adapter-minimality static guards (no… → …
- SKILL.md covers Activation Contract, Hard Rules, Decision Gates and Execution Steps, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Rdd Advisory Transport is an agent skill from Gentleman-Programming/gentle-ai. Trigger: reviewer transport, advisory transport, review adapter, lens prompt/schema, OpenCode reviewer plugin, Codex reviewer, ReviewProviderContract. Enforce the shared Go advisory reviewer transport contract.
Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `references/issue-impact-matrix.md` and `references/shared-advisory-transport-proposal.md`).
The repository describes itself as: Gentle-AI configures the AI coding agents you already use: Claude Code, Cursor, OpenCode, Codex, Pi, and more. Choose persistent memory, Organic-Driven Development, curated… The licence is Apache-2.0.
Example prompts
- “/rdd-advisory-transport”
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Freeze the boundary: contract-level tests around current native prompt/evidence/schema/admission.
- Extract the Go provider contract; differential-test against current admission.
- Add adapter-minimality static guards (no binding types, prompt text, schema copies, budgets, parsers, capture, retry in adapters) — from…
- Cut Claude + OpenCode over without an advertised intermediate path; delete the OpenCode plugin and isolation machinery in the same release…
- Prove Codex organically before advertising; retire historical transport code last.
- Gate every slice on the bench journey corpus diff: all journeys unchanged.
What it can do on your machine
Read from SKILL.md and the folder at commit a52058c. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Rdd Advisory Transport loads about 1.1k tokens when it runs, and up to ~8k if it reads all its reference files. Until then it costs about 58 tokens; SKILL.md has 498 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from Gentleman-Programming/gentle-ai at commit a52058c, republished under its Apache-2.0 licence (© Gentleman-Programming). 498 words, ~1,091 tokens.
Download SKILL.mdSave it as
.claude/skills/rdd-advisory-transport/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.- name
- rdd-advisory-transport
- description
- Trigger: reviewer transport, advisory transport, review adapter, lens prompt/schema, OpenCode reviewer plugin, Codex reviewer, ReviewProviderContract. Enforce the shared Go advisory reviewer transport contract.
- license
- Apache-2.0
- metadata.author
- gentleman-programming
- metadata.version
- 1.0
Activation Contract
Load when changing how any runtime (Claude Code, OpenCode, Codex, future) invokes an RDD reviewer, refuter, or fix validator, or when touching reviewer prompts, lens evidence, result schemas, adapters, or transport capability policy.
Hard Rules
- One Go provider contract owns binding, frozen evidence, lens mandate, prompt, result schema, byte budget, JSON extraction, and admission. Start from existing native sources (
reviewLensContextBlock,ReviewerResultSchema,RunReviewCaptureResult,CaptureAdmittedReviewerResult); never build a parallel system. - Adapters only invoke the reviewer and return raw bytes plus a transport error. An adapter must never parse bindings, rebuild prompts, copy schemas, apply local budgets, parse JSON, capture or preserve results, hold retry state, or decide blocking.
- Runtime output is advisory: it cannot create authority, mutate review state, mint a receipt, or open a gate. Only Go admission does.
- Byte budget refuses before invocation; never truncate. Malformed, truncated, or incomplete input never becomes PASS, complete, or a clean receipt.
- No OpenCode restart, child isolation, special session, or
OPENCODE_DISABLE_*variables. An ordinary running session is sufficient. - The RDD semantic pipeline is untouchable: lens selection, severity meanings, candidate causality, refuter adjudication, bounded correction, verification, terminal receipt, and read-only review-context evaluation. These are review-lifecycle concerns only; ordinary repository policy owns delivery.
- Refuter and fix validator consume the same provider contract. A validator that could not inspect produced no verdict — surface a blocked decision; never record it as failed (that irreversibly consumes the single correction).
- Capability advertisement requires shared-contract conformance plus organic runtime proof. Codex stays unadvertised until both positive and fail-closed proofs pass.
- Transport failures never consume a correction budget, duplicate a capture, or strand a lineage.
- Historical receipts stay readable; never rewrite
provider_commandorruntime_interceptiondescriptors.
Show full SKILL.md (223 more words)Show less
Decision Gates
| Condition | Action |
|---|---|
| Logic fits "prompt/evidence/schema/validation" | It belongs in the Go contract, never an adapter. |
| Adapter cannot expose raw final output | Runtime stays typed unavailable; no artifact-parser workaround. |
| Cutover slice exceeds 1000 lines/PR | Chained PRs on the tracker; advertisement flip lands last. |
| Shared prompt changes any semantic outcome | STOP; regression against baseline blocks the slice. |
Slice touches negotiated START / repository_context | Coordinate with the deferred Wave 7 switch-removal finding first. |
Execution Steps
- Freeze the boundary: contract-level tests around current native prompt/evidence/schema/admission.
- Extract the Go provider contract; differential-test against current admission.
- Add adapter-minimality static guards (no binding types, prompt text, schema copies, budgets, parsers, capture, retry in adapters) — from the first adapter slice, not last.
- Cut Claude + OpenCode over without an advertised intermediate path; delete the OpenCode plugin and isolation machinery in the same release slice.
- Prove Codex organically before advertising; retire historical transport code last.
- Gate every slice on the bench journey corpus diff: all journeys unchanged.
Output Contract
Report per slice: contract surface touched, adapter minimality guard status, bench corpus diff result, semantic regression result, capability advertisement state, and any unresolved maintainer decision (e.g. receipt provider_contract descriptor).
References
references/shared-advisory-transport-proposal.md— full proposal: architecture, deletion candidates, test plan, risks.references/issue-impact-matrix.md— per-issue dispositions under the shared contract; a maintainer condition in an issue's own thread always outranks its row.
© Gentleman-Programming, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 2 other files (references) in skills/rdd-advisory-transport of Gentleman-Programming/gentle-ai.
- SKILL.md
- references/issue-impact-matrix.md
- references/shared-advisory-transport-proposal.md
Open the folder on GitHubat commit a52058c
Compare with similar skills
Rdd Advisory Transport next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Rdd Advisory Transport this skillGentleman-Programming/gentle-ai | 7.6k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | |
| Product Lens Reviewerudecode/plate | 17k | — | ~767 | Automated safety check: Pass | Custom licence | |
| Review Pending PR Reviewsnrwl/nx | 29k | — | ~3.9k | Automated safety check: Pass | MIT | |
| Reviewthedaviddias/Front-End-Checklist | 74k | — | ~556 | Automated safety check: Pass | MIT | |
| ReviewClickHouse/ClickHouse | 50k | — | ~8k | Automated safety check: Notes | Apache-2.0 | |
| Docling Pull Request Reviewdocling-project/docling | 69k | — | ~1k | Automated safety check: Pass | MIT |
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Questions about Rdd Advisory Transport
What does Rdd Advisory Transport do?
Trigger: reviewer transport, advisory transport, review adapter, lens prompt/schema, OpenCode reviewer plugin, Codex reviewer, ReviewProviderContract. Rdd Advisory Transport is an agent skill from Gentleman-Programming/gentle-ai. Trigger: reviewer transport, advisory transport, review adapter, lens prompt/schema, OpenCode reviewer plugin, Codex reviewer, ReviewProviderContract.
How do I install Rdd Advisory Transport in Claude Code?
Run `npx skills add Gentleman-Programming/gentle-ai --skill rdd-advisory-transport -a claude-code`. Or copy the skill folder (skills/rdd-advisory-transport in Gentleman-Programming/gentle-ai) into .claude/skills/rdd-advisory-transport in your project. Claude Code loads it when a task matches its description.
How do I install Rdd Advisory Transport in Codex?
Run `npx skills add Gentleman-Programming/gentle-ai --skill rdd-advisory-transport -a codex`. Or copy the skill folder (skills/rdd-advisory-transport in Gentleman-Programming/gentle-ai) into .agents/skills/rdd-advisory-transport in your project. Codex loads it when a task matches its description.
Can I use Rdd Advisory Transport in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Gentleman-Programming/gentle-ai --skill rdd-advisory-transport -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/rdd-advisory-transport, .gemini/skills/rdd-advisory-transport, .github/skills/rdd-advisory-transport and .opencode/skills/rdd-advisory-transport in your project.
What does Rdd Advisory Transport need to run?
SKILL.md names no scripts, command-line tools or credentials: Rdd Advisory Transport is instructions for the agent only.
Does Rdd Advisory Transport access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Rdd Advisory Transport safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Rdd Advisory Transport use?
Rdd Advisory Transport is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Rdd Advisory Transport use?
About 1.1k tokens (SKILL.md is roughly 4.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 6.9k tokens, read only when the agent opens those files.
What are the alternatives to Rdd Advisory Transport?
Skills that share tags, products or a category with Rdd Advisory Transport: Product Lens Reviewer (udecode/plate, 17k stars), Review Pending PR Reviews (nrwl/nx, 29k stars), Review (thedaviddias/Front-End-Checklist, 74k stars) and Review (ClickHouse/ClickHouse, 50k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Rdd Advisory Transport?
Gentleman-Programming (a GitHub organization) maintains it in Gentleman-Programming/gentle-ai, which has 7,642 GitHub stars. The repository holds 15 skills in this directory. The repository was last updated on October 10, 2026.
Source: Gentleman-Programming/gentle-ai on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.