Show Me Your Work Decision Log
cursor/plugins
Keeps a TSV decision log for long or unattended agent runs, one row per decision with what, why, evidence and result, so a reviewer can check the work later.
A skill your agent uses when about to claim a result, effect, significance, or that an analysis reproduces, before reporting or writing it up - requires running the analysis fresh and reading the…
$ npx skills add K-Dense-AI/science-superpowers --skill verifying-results-before-claiming -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install K-Dense-AI/science-superpowers verifying-results-before-claiming --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/K-Dense-AI/science-superpowers.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/verifying-results-before-claiming .claude/skills/verifying-results-before-claiming && 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 "verifying-results-before-claiming" agent skill from https://github.com/K-Dense-AI/science-superpowers/tree/main/skills/verifying-results-before-claiming into .claude/skills/verifying-results-before-claiming/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "verifying-results-before-claiming", 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/K-Dense-AI/science-superpowers/tree/main/skills/verifying-results-before-claimingType 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 K-Dense-AI/science-superpowers --skill verifying-results-before-claiming -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install K-Dense-AI/science-superpowers verifying-results-before-claiming --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/K-Dense-AI/science-superpowers.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/verifying-results-before-claiming .agents/skills/verifying-results-before-claiming && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "verifying-results-before-claiming" agent skill from https://github.com/K-Dense-AI/science-superpowers/tree/main/skills/verifying-results-before-claiming into .agents/skills/verifying-results-before-claiming/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "verifying-results-before-claiming", 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 K-Dense-AI/science-superpowers --skill verifying-results-before-claiming -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install K-Dense-AI/science-superpowers verifying-results-before-claiming --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/K-Dense-AI/science-superpowers.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/verifying-results-before-claiming .cursor/skills/verifying-results-before-claiming && 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 "verifying-results-before-claiming" agent skill from https://github.com/K-Dense-AI/science-superpowers/tree/main/skills/verifying-results-before-claiming into .cursor/skills/verifying-results-before-claiming/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "verifying-results-before-claiming", 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/K-Dense-AI/science-superpowers.git --path skills/verifying-results-before-claiming--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 K-Dense-AI/science-superpowers --skill verifying-results-before-claiming -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install K-Dense-AI/science-superpowers verifying-results-before-claiming --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/K-Dense-AI/science-superpowers.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/verifying-results-before-claiming .gemini/skills/verifying-results-before-claiming && 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 "verifying-results-before-claiming" agent skill from https://github.com/K-Dense-AI/science-superpowers/tree/main/skills/verifying-results-before-claiming into .gemini/skills/verifying-results-before-claiming/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "verifying-results-before-claiming", 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 K-Dense-AI/science-superpowers verifying-results-before-claimingInstalls 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 K-Dense-AI/science-superpowers --skill verifying-results-before-claiming -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/K-Dense-AI/science-superpowers.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/verifying-results-before-claiming .github/skills/verifying-results-before-claiming && 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 "verifying-results-before-claiming" agent skill from https://github.com/K-Dense-AI/science-superpowers/tree/main/skills/verifying-results-before-claiming into .github/skills/verifying-results-before-claiming/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "verifying-results-before-claiming", 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 K-Dense-AI/science-superpowers --skill verifying-results-before-claiming -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install K-Dense-AI/science-superpowers verifying-results-before-claiming --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/K-Dense-AI/science-superpowers.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/verifying-results-before-claiming .opencode/skills/verifying-results-before-claiming && 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 "verifying-results-before-claiming" agent skill from https://github.com/K-Dense-AI/science-superpowers/tree/main/skills/verifying-results-before-claiming into .opencode/skills/verifying-results-before-claiming/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "verifying-results-before-claiming", 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.
verifying-results-before-claimingA skill your agent uses when about to claim a result, effect, significance, or that an analysis reproduces, before reporting or writing it up - requires running the analysis fresh and reading the…
Verifying Results Before Claiming is an agent skill from K-Dense-AI/science-superpowers. Use when about to claim a result, effect, significance, or that an analysis reproduces, before reporting or writing it up - requires running the analysis fresh and reading the actual output first; evidence before claims always
Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Agent Workflows, covering Verification before completion. The repository describes itself as: Composable computational-science methodology skills for AI research agents — pre-registration over TDD. A science-domain reimplementation of Superpowers.
Read from SKILL.md and the folder at commit 0374bdf. 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.
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.
No URLs in SKILL.md.
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.
Verifying Results Before Claiming loads about 1.5k tokens when it runs. Until then it costs about 65 tokens; SKILL.md has 509 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.
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 509 words (~1,489 tokens).
“Claiming a finding without fresh verification is dishonesty, not efficiency.”
Just SKILL.md in skills/verifying-results-before-claiming of K-Dense-AI/science-superpowers.
Open the folder on GitHubat commit 0374bdf
Verifying Results Before Claiming 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 |
|---|---|---|---|---|---|---|
| Verifying Results Before Claiming this skillK-Dense-AI/science-superpowers | 350 | — | ~1.5k | Automated safety check: Pass | Custom licence | |
| Show Me Your Work Decision Logcursor/plugins | 11k | 8 repos | ~1.6k | Automated safety check: Pass | None | |
| Scope Creep Guardlennney/stop-that-shit | 2.5k | 1 repos | ~2k | Automated safety check: Pass | MIT | |
| Verification Before Completionfarm-fe/farm | 5.6k | 47 repos | ~1k | Automated safety check: Pass | MIT | |
| PUA High-Agency Governancetanweai/pua | 20k | — | ~502 | Automated safety check: Pass | MIT | |
| Loop Change Verifiercobusgreyling/loop-engineering | 11k | 1 repos | ~709 | Automated safety check: Pass | MIT |
cursor/plugins
Keeps a TSV decision log for long or unattended agent runs, one row per decision with what, why, evidence and result, so a reviewer can check the work later.
lennney/stop-that-shit
Keeps an agent focused on the requested work by applying a five-step ladder that checks for direct solutions, real gaps and speculative defenses before adding anything.
farm-fe/farm
A skill your agent uses when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before making any…
tanweai/pua
Pushes an agent to keep verifying and changing approach after repeated failures, using a diagnosis line, evidence-based completion and confirmation before risky edits.
cobusgreyling/loop-engineering
Acts as a skeptical checker for changes an implementer sub-agent made, running the tests, confirming the diff scope and returning approve, reject or escalate to a human.
addyosmani/agent-skills
Delivers a change in thin vertical slices, each implemented, tested, verified and committed before the next, using vertical, contract-first or risk-first slicing.
K-Dense-AI/science-superpowers
A skill your agent uses when you have an approved research question and need a concrete analysis plan, before touching outcome data or fitting any model
K-Dense-AI/science-superpowers
A skill your agent uses when facing 2+ independent investigations that can proceed without shared state - parallel literature survey, multi-dataset replication, or pre-specified robustness checks
K-Dense-AI/science-superpowers
A skill your agent uses when your human partner has explicitly opted into exploratory or feasibility mode - a compute-heavy simulation, an unproven pipeline, an unbenchmarked solver, an untested…
K-Dense-AI/science-superpowers
You MUST use this before any data analysis or investigation - before exploring a dataset, loading or profiling data, running a model, computing a statistic, or testing an idea, and before any…
K-Dense-AI/science-superpowers
A skill your agent uses when a result is surprising, impossible, contradicts a sanity check, a pipeline fails, a model won't converge, or a replication fails - before adjusting anything
K-Dense-AI/science-superpowers
A skill your agent uses when receiving critical feedback on an analysis or manuscript, before implementing suggestions, especially if feedback seems unclear or methodologically questionable -…
Categories
A skill your agent uses when about to claim a result, effect, significance, or that an analysis reproduces, before reporting or writing it up - requires running the analysis fresh and reading the…. Verifying Results Before Claiming is an agent skill from K-Dense-AI/science-superpowers.
Verifying Results Before Claiming fits situations like: about to claim a result; that an analysis reproduces; before reporting; writing it up - requires running the analysis fresh and reading the actual output first.
Run `npx skills add K-Dense-AI/science-superpowers --skill verifying-results-before-claiming -a claude-code`. Or copy the skill folder (skills/verifying-results-before-claiming in K-Dense-AI/science-superpowers) into .claude/skills/verifying-results-before-claiming in your project. Claude Code loads it when a task matches its description.
Run `npx skills add K-Dense-AI/science-superpowers --skill verifying-results-before-claiming -a codex`. Or copy the skill folder (skills/verifying-results-before-claiming in K-Dense-AI/science-superpowers) into .agents/skills/verifying-results-before-claiming 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 K-Dense-AI/science-superpowers --skill verifying-results-before-claiming -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/verifying-results-before-claiming, .gemini/skills/verifying-results-before-claiming, .github/skills/verifying-results-before-claiming and .opencode/skills/verifying-results-before-claiming in your project.
SKILL.md names no scripts, command-line tools or credentials: Verifying Results Before Claiming is instructions for the agent only.
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.
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.
Verifying Results Before Claiming has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
About 1.5k tokens (SKILL.md is roughly 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 Verifying Results Before Claiming: Show Me Your Work Decision Log (cursor/plugins, 11k stars), Scope Creep Guard (lennney/stop-that-shit, 2.5k stars), Verification Before Completion (farm-fe/farm, 5.6k stars) and PUA High-Agency Governance (tanweai/pua, 20k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
K-Dense-AI (a GitHub organization) maintains it in K-Dense-AI/science-superpowers, which has 350 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on September 13, 2026.
Source: K-Dense-AI/science-superpowers on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.