Light Research Orchestrator
Light0305/Light-skills
Coordinates and recovers multi-stage Light research projects from a single passport file, with checkpoints, stale-work tracking and rerouting only when you approve.
After writefile, re-read the deliverable (or ls + hexdump/line-print) and re-check the last format clauses before finishing.
$ npx skills add ashutoshsinghpr7/wikiskill --skill verify-output-readback -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ashutoshsinghpr7/wikiskill verify-output-readback --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/ashutoshsinghpr7/wikiskill.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/verify-output-readback .claude/skills/verify-output-readback && 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 "verify-output-readback" agent skill from https://github.com/ashutoshsinghpr7/wikiskill/tree/main/skills/verify-output-readback into .claude/skills/verify-output-readback/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "verify-output-readback", 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/ashutoshsinghpr7/wikiskill/tree/main/skills/verify-output-readbackType 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 ashutoshsinghpr7/wikiskill --skill verify-output-readback -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ashutoshsinghpr7/wikiskill verify-output-readback --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ashutoshsinghpr7/wikiskill.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/verify-output-readback .agents/skills/verify-output-readback && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "verify-output-readback" agent skill from https://github.com/ashutoshsinghpr7/wikiskill/tree/main/skills/verify-output-readback into .agents/skills/verify-output-readback/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "verify-output-readback", 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 ashutoshsinghpr7/wikiskill --skill verify-output-readback -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ashutoshsinghpr7/wikiskill verify-output-readback --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ashutoshsinghpr7/wikiskill.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/verify-output-readback .cursor/skills/verify-output-readback && 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 "verify-output-readback" agent skill from https://github.com/ashutoshsinghpr7/wikiskill/tree/main/skills/verify-output-readback into .cursor/skills/verify-output-readback/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "verify-output-readback", 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/ashutoshsinghpr7/wikiskill.git --path skills/verify-output-readback--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 ashutoshsinghpr7/wikiskill --skill verify-output-readback -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ashutoshsinghpr7/wikiskill verify-output-readback --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ashutoshsinghpr7/wikiskill.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/verify-output-readback .gemini/skills/verify-output-readback && 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 "verify-output-readback" agent skill from https://github.com/ashutoshsinghpr7/wikiskill/tree/main/skills/verify-output-readback into .gemini/skills/verify-output-readback/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "verify-output-readback", 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 ashutoshsinghpr7/wikiskill verify-output-readbackInstalls 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 ashutoshsinghpr7/wikiskill --skill verify-output-readback -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ashutoshsinghpr7/wikiskill.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/verify-output-readback .github/skills/verify-output-readback && 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 "verify-output-readback" agent skill from https://github.com/ashutoshsinghpr7/wikiskill/tree/main/skills/verify-output-readback into .github/skills/verify-output-readback/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "verify-output-readback", 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 ashutoshsinghpr7/wikiskill --skill verify-output-readback -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ashutoshsinghpr7/wikiskill verify-output-readback --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ashutoshsinghpr7/wikiskill.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/verify-output-readback .opencode/skills/verify-output-readback && 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 "verify-output-readback" agent skill from https://github.com/ashutoshsinghpr7/wikiskill/tree/main/skills/verify-output-readback into .opencode/skills/verify-output-readback/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "verify-output-readback", 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.
verify-output-readbackAfter writefile, re-read the deliverable (or ls + hexdump/line-print) and re-check the last format clauses before finishing.
Verify Output Readback is an agent skill from ashutoshsinghpr7/wikiskill. After writefile, re-read the deliverable (or ls + hexdump/line-print) and re-check the last format clauses before finishing.
Its SKILL.md is about 240 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: WikiSkill (arXiv:2608.27454) for Hermes Agent — self-evolving agent skills via a persistent knowledge wiki. Faithful Algorithm 1 implementation with real agent runs, isolated… The licence is MIT.
Read from SKILL.md and the folder at commit cdc291c. 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.
Verify Output Readback loads about 241 tokens when it runs. Until then it costs about 37 tokens; SKILL.md has 82 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 ashutoshsinghpr7/wikiskill at commit cdc291c, republished under its MIT licence (© ashutoshsinghpr7). 82 words, ~241 tokens.
.claude/skills/verify-output-readback/SKILL.md (or your agent's skills folder).write_file, always re-read the deliverable (or ls + hexdump /
line-print) to confirm exact content, line count, and absence of trailing
blank lines before finishing.find-secret run verified the payload was exactly data.log (8 bytes).Any task graded by exact-match output comparison — the readback is the difference between a byte-exact pass and a silent 0.0.
© ashutoshsinghpr7, 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 skills/verify-output-readback of ashutoshsinghpr7/wikiskill.
Open the folder on GitHubat commit cdc291c
Verify Output Readback 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 |
|---|---|---|---|---|---|---|
| Verify Output Readback this skillashutoshsinghpr7/wikiskill | 267 | — | ~241 | Automated safety check: Pass | MIT | |
| Light Research OrchestratorLight0305/Light-skills | 640 | — | ~3.8k | Automated safety check: Pass | MIT | |
| Paper Self Reviewbrycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | 1 repos | ~1.2k | Automated safety check: Pass | Custom licence | |
| International Conference On Computer Aided Verificationfranklee16/academic-research-skills | 223 | 1 repos | ~1.9k | Automated safety check: Pass | None | |
| Govern Submissionbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Show Me Your Work Decision Logcursor/plugins | 10k | 8 repos | ~1.6k | Automated safety check: Pass | None |
Light0305/Light-skills
Coordinates and recovers multi-stage Light research projects from a single passport file, with checkpoints, stale-work tracking and rerouting only when you approve.
brycewang-stanford/Auto-Empirical-Research-Skills
This skill should be used when the user asks to "review paper quality", "check paper completeness", "validate paper structure", "self-review before submission", or mentions systematic paper quality…
franklee16/academic-research-skills
A skill your agent uses when targeting International Conference on Computer Aided Verification (CAV) or deciding whether a computer-science manuscript fits this venue.
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running the final pre-submission preflight for a Governance: An International Journal of Policy, Administration, and Institutions manuscript on the Wiley submission…
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.
ashutoshsinghpr7/wikiskill
Run the WikiSkill self-evolution loop (arXiv 2608.27454) on a Hermes workspace — raw→maintainer→proposer→gate with strict Rval Rbest gating.
ashutoshsinghpr7/wikiskill
Propose skills from wiki patterns and traces (WikiSkill). An agent skill from ashutoshsinghpr7/wikiskill.
ashutoshsinghpr7/wikiskill
Consolidate traces into the persistent wiki (WikiSkill). An agent skill from ashutoshsinghpr7/wikiskill.
ashutoshsinghpr7/wikiskill
Sandbox approval policy blocks executecode and python3 -c; use readfile/writefile + manual transforms instead of retrying both runners.
ashutoshsinghpr7/wikiskill
ripgrep/searchfiles silently skips binary-detected files — verify empty search results with grep -a / file / xxd before concluding 'not found'.
ashutoshsinghpr7/wikiskill
Apply ONLY the spec clauses literally — no aggregation, dedup, or cleanup transforms; each input record maps to its own output line.
Categories
After writefile, re-read the deliverable (or ls + hexdump/line-print) and re-check the last format clauses before finishing. Verify Output Readback is an agent skill from ashutoshsinghpr7/wikiskill. After writefile, re-read the deliverable (or ls + hexdump/line-print) and re-check the last format clauses before finishing.
Verify Output Readback fits situations like: tasks that involve Verification before completion.
Run `npx skills add ashutoshsinghpr7/wikiskill --skill verify-output-readback -a claude-code`. Or copy the skill folder (skills/verify-output-readback in ashutoshsinghpr7/wikiskill) into .claude/skills/verify-output-readback in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ashutoshsinghpr7/wikiskill --skill verify-output-readback -a codex`. Or copy the skill folder (skills/verify-output-readback in ashutoshsinghpr7/wikiskill) into .agents/skills/verify-output-readback 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 ashutoshsinghpr7/wikiskill --skill verify-output-readback -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/verify-output-readback, .gemini/skills/verify-output-readback, .github/skills/verify-output-readback and .opencode/skills/verify-output-readback in your project.
SKILL.md names no scripts, command-line tools or credentials: Verify Output Readback 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.
Verify Output Readback is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 241 tokens (SKILL.md is roughly 964 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 Verify Output Readback: Light Research Orchestrator (Light0305/Light-skills, 640 stars), Paper Self Review (brycewang-stanford/Auto-Empirical-Research-Skills, 4.5k stars), International Conference On Computer Aided Verification (franklee16/academic-research-skills, 223 stars) and Govern Submission (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ashutoshsinghpr7 (a GitHub user) maintains it in ashutoshsinghpr7/wikiskill, which has 267 GitHub stars. The repository holds 8 skills in this directory. The repository was last updated on September 15, 2026.
Source: ashutoshsinghpr7/wikiskill on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.