Goals
codewhale-hq/Codewhale
Set, review, and update the user's goals. An agent skill from codewhale-hq/Codewhale.
Prove a DeepReason fix against its GOAL.md success criterion, optionally with one guarded live run, and record the honest outcome in VERIFY.md.
$ npx skills add AHepi/DeepReason --skill dr-verify-outcome -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install AHepi/DeepReason dr-verify-outcome --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/AHepi/DeepReason.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/dr-verify-outcome .claude/skills/dr-verify-outcome && 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 "dr-verify-outcome" agent skill from https://github.com/AHepi/DeepReason/tree/main/.claude/skills/dr-verify-outcome into .claude/skills/dr-verify-outcome/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dr-verify-outcome", 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/AHepi/DeepReason/tree/main/.claude/skills/dr-verify-outcomeType 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 AHepi/DeepReason --skill dr-verify-outcome -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install AHepi/DeepReason dr-verify-outcome --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AHepi/DeepReason.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/dr-verify-outcome .agents/skills/dr-verify-outcome && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "dr-verify-outcome" agent skill from https://github.com/AHepi/DeepReason/tree/main/.claude/skills/dr-verify-outcome into .agents/skills/dr-verify-outcome/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dr-verify-outcome", 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 AHepi/DeepReason --skill dr-verify-outcome -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install AHepi/DeepReason dr-verify-outcome --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AHepi/DeepReason.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/dr-verify-outcome .cursor/skills/dr-verify-outcome && 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 "dr-verify-outcome" agent skill from https://github.com/AHepi/DeepReason/tree/main/.claude/skills/dr-verify-outcome into .cursor/skills/dr-verify-outcome/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dr-verify-outcome", 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/AHepi/DeepReason.git --path .claude/skills/dr-verify-outcome--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 AHepi/DeepReason --skill dr-verify-outcome -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install AHepi/DeepReason dr-verify-outcome --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AHepi/DeepReason.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/dr-verify-outcome .gemini/skills/dr-verify-outcome && 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 "dr-verify-outcome" agent skill from https://github.com/AHepi/DeepReason/tree/main/.claude/skills/dr-verify-outcome into .gemini/skills/dr-verify-outcome/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dr-verify-outcome", 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 AHepi/DeepReason dr-verify-outcomeInstalls 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 AHepi/DeepReason --skill dr-verify-outcome -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/AHepi/DeepReason.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/dr-verify-outcome .github/skills/dr-verify-outcome && 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 "dr-verify-outcome" agent skill from https://github.com/AHepi/DeepReason/tree/main/.claude/skills/dr-verify-outcome into .github/skills/dr-verify-outcome/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dr-verify-outcome", 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 AHepi/DeepReason --skill dr-verify-outcome -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install AHepi/DeepReason dr-verify-outcome --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AHepi/DeepReason.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/dr-verify-outcome .opencode/skills/dr-verify-outcome && 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 "dr-verify-outcome" agent skill from https://github.com/AHepi/DeepReason/tree/main/.claude/skills/dr-verify-outcome into .opencode/skills/dr-verify-outcome/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dr-verify-outcome", 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.
dr-verify-outcomeProve a DeepReason fix against its GOAL.md success criterion, optionally with one guarded live run, and record the honest outcome in VERIFY.md.
Dr Verify Outcome is an agent skill from AHepi/DeepReason. Prove a DeepReason fix against its GOAL.md success criterion, optionally with one guarded live run, and record the honest outcome in VERIFY.md. Use after dr-implement-fix.
Its SKILL.md is about 900 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The licence is MIT.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 9607fba. It shows what the files ask for, not the result of running them.
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.
Shell commands in SKILL.md call:
gitFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use git, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Dr Verify Outcome loads about 896 tokens when it runs. Until then it costs about 47 tokens; SKILL.md has 467 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.
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.
The full file from AHepi/DeepReason at commit 9607fba, republished under its MIT licence (© AHepi). 467 words, ~896 tokens.
.claude/skills/dr-verify-outcome/SKILL.md (or your agent's skills folder).Input: GOAL.md's machine-decidable success criterion + the pushed fix. Output: VERIFY.md with verdict PASS or FAIL. You verify; you do not patch. Any new code change belongs to a fresh cycle through the orchestrator.
verify_root against the committed roots that showed the defect
AND one known-good root: the target violations must disappear,
everything else must be unchanged. List remaining violations by
class — do not summarize them away.deepreason importable, run
identity free (retire + commit rename first if occupied).setsid nohup ./<ladder>.sh & disown.progress.jsonl
state/phase + the driver log's rc= lines, alerting on both
success AND failure signatures.verify_root, FINDINGS.md. Model prose is not verification.# Verification
Criterion command + output: <pasted>
Historical roots re-checked: <root -> before/after violation classes>
Live attempt (if any): <run id, typed stop, tokens, one-line audit>
Verdict: PASS | FAIL | PASS-offline/INCONCLUSIVE-live
Residue (honest): <what remains unproven or parked, or "none">
Errata: <docs/ERRATA.md entry id(s) added, or "errata: none">docs/ERRATA.md entry lands in the
SAME commit as VERIFY.md. If no, state "errata: none" explicitly in
VERIFY.md's Errata line — the same state-not-silence pattern this
template already uses for Residue: an omitted line is ambiguous, an
explicit "none" is not.git status is clean and the
branch head is on the remote.On FAIL: append the failure evidence to DIAGNOSIS.md, commit, and return to the orchestrator (route: dr-diagnose). Never patch from inside this skill.
© AHepi, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .claude/skills/dr-verify-outcome of AHepi/DeepReason.
Open the folder on GitHubat commit 9607fba
Dr Verify Outcome 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 |
|---|---|---|---|---|---|---|
| Dr Verify Outcome this skillAHepi/DeepReason | 141 | — | ~896 | Automated safety check: Pass | MIT | |
| Goalscodewhale-hq/Codewhale | 41k | — | ~273 | Automated safety check: Pass | MIT | |
| Fable Goalalirezarezvani/claude-skills | 28k | — | ~2.4k | Automated safety check: Pass | MIT | |
| Agent Goal Plannerruvnet/ruflo | 74k | 2 repos | ~842 | Automated safety check: Pass | MIT | |
| Goal Planruvnet/ruflo | 74k | — | ~807 | Automated safety check: Notes | MIT | |
| Goal Objective DrafterQwenLM/qwen-code | 28k | — | ~3.5k | Automated safety check: Pass | Apache-2.0 |
codewhale-hq/Codewhale
Set, review, and update the user's goals. An agent skill from codewhale-hq/Codewhale.
alirezarezvani/claude-skills
Convert a rambling description of a desired outcome into one polished, autonomous /goal prompt ready to paste into a fresh session.
ruvnet/ruflo
Agent skill for goal-planner - invoke with $agent-goal-planner
ruvnet/ruflo
Create and execute Goal-Oriented Action Plans (GOAP) with precondition analysis, cost optimization, and adaptive replanning
QwenLM/qwen-code
Turns a vague intention into a /goal objective with one outcome, numbered yes-or-no checks, guardrails, a budget and a block protocol, without starting the work.
sickn33/agentic-awesome-skills
Draft and explain persistent goal-loop prompts for long-running agent work with clear stop conditions.
AHepi/DeepReason
Orchestrate a Steven Pinker-grounded workflow for teaching, explanatory writing, or material that must do both.
AHepi/DeepReason
Design, deliver, or audit explanations and lessons with a Pinker-informed focus on phenomena, the curse of knowledge, concrete models, active reasoning, feedback, and revision.
AHepi/DeepReason
Draft, revise, teach, or audit expository prose using Pinker's cognitive approach to style: classic presentation, reader modeling, curse-of-knowledge repair, coherent information order, deliberate…
AHepi/DeepReason
Build a battery of concrete instances BEFORE writing or evaluating any definition, pin, or semantic clause (Reed step 1).
AHepi/DeepReason
Rules for writing, editing, and retiring skill and workflow files for LLM agents.
AHepi/DeepReason
Entry point for any DeepReason problem. An agent skill from AHepi/DeepReason.
Prove a DeepReason fix against its GOAL.md success criterion, optionally with one guarded live run, and record the honest outcome in VERIFY.md. Dr Verify Outcome is an agent skill from AHepi/DeepReason.md.
Run `npx skills add AHepi/DeepReason --skill dr-verify-outcome -a claude-code`. Or copy the skill folder (.claude/skills/dr-verify-outcome in AHepi/DeepReason) into .claude/skills/dr-verify-outcome in your project. Claude Code loads it when a task matches its description.
Run `npx skills add AHepi/DeepReason --skill dr-verify-outcome -a codex`. Or copy the skill folder (.claude/skills/dr-verify-outcome in AHepi/DeepReason) into .agents/skills/dr-verify-outcome in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add AHepi/DeepReason --skill dr-verify-outcome -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/dr-verify-outcome, .gemini/skills/dr-verify-outcome, .github/skills/dr-verify-outcome and .opencode/skills/dr-verify-outcome in your project.
Going by SKILL.md and its folder, Dr Verify Outcome needs the command-line tools its instructions call (git).
SKILL.md contains no URLs. Its commands use git, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
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.
Dr Verify Outcome is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 896 tokens (SKILL.md is roughly 3.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Dr Verify Outcome: Goals (codewhale-hq/Codewhale, 41k stars), Fable Goal (alirezarezvani/claude-skills, 28k stars), Agent Goal Planner (ruvnet/ruflo, 74k stars) and Goal Plan (ruvnet/ruflo, 74k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
AHepi (a GitHub user) maintains it in AHepi/DeepReason, which has 141 GitHub stars. The repository holds 30 skills in this directory. The repository was last updated on September 10, 2026.
Source: AHepi/DeepReason on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.