Weavebench Cua Reproduce
AMAP-ML/LongHorizon-Harness
Reproduce CUA-Harness experiments on WeaveBench from a GitHub checkout.
File structured feedback about TinyFish — bug reports, confusing setup steps, missing features, or a doctor diagnostic report.
Install Feedback
$ npx skills add tinyfish-io/tinyfish-cookbook --skill feedback -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install tinyfish-io/tinyfish-cookbook feedback --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/tinyfish-io/tinyfish-cookbook.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/tinyfish/skills/feedback .claude/skills/feedback && 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 "feedback" agent skill from https://github.com/tinyfish-io/tinyfish-cookbook/tree/main/plugins/tinyfish/skills/feedback into .claude/skills/feedback/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "feedback", 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/tinyfish-io/tinyfish-cookbook/tree/main/plugins/tinyfish/skills/feedbackType 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 tinyfish-io/tinyfish-cookbook --skill feedback -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install tinyfish-io/tinyfish-cookbook feedback --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/tinyfish-io/tinyfish-cookbook.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/tinyfish/skills/feedback .agents/skills/feedback && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "feedback" agent skill from https://github.com/tinyfish-io/tinyfish-cookbook/tree/main/plugins/tinyfish/skills/feedback into .agents/skills/feedback/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "feedback", 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 tinyfish-io/tinyfish-cookbook --skill feedback -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install tinyfish-io/tinyfish-cookbook feedback --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/tinyfish-io/tinyfish-cookbook.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/tinyfish/skills/feedback .cursor/skills/feedback && 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 "feedback" agent skill from https://github.com/tinyfish-io/tinyfish-cookbook/tree/main/plugins/tinyfish/skills/feedback into .cursor/skills/feedback/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "feedback", 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/tinyfish-io/tinyfish-cookbook.git --path plugins/tinyfish/skills/feedback--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 tinyfish-io/tinyfish-cookbook --skill feedback -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install tinyfish-io/tinyfish-cookbook feedback --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/tinyfish-io/tinyfish-cookbook.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/tinyfish/skills/feedback .gemini/skills/feedback && 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 "feedback" agent skill from https://github.com/tinyfish-io/tinyfish-cookbook/tree/main/plugins/tinyfish/skills/feedback into .gemini/skills/feedback/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "feedback", 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 tinyfish-io/tinyfish-cookbook feedbackInstalls 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 tinyfish-io/tinyfish-cookbook --skill feedback -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/tinyfish-io/tinyfish-cookbook.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/tinyfish/skills/feedback .github/skills/feedback && 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 "feedback" agent skill from https://github.com/tinyfish-io/tinyfish-cookbook/tree/main/plugins/tinyfish/skills/feedback into .github/skills/feedback/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "feedback", 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 tinyfish-io/tinyfish-cookbook --skill feedback -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install tinyfish-io/tinyfish-cookbook feedback --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/tinyfish-io/tinyfish-cookbook.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/tinyfish/skills/feedback .opencode/skills/feedback && 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 "feedback" agent skill from https://github.com/tinyfish-io/tinyfish-cookbook/tree/main/plugins/tinyfish/skills/feedback into .opencode/skills/feedback/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "feedback", 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
feedback- GitHub stars
- 2.2k
- Token cost
- ~600 tokens
- SKILL.md length
- 278 words
- Files
- 1
- Skills in repo
- 28
- Repo updated
- First seen
- Licence
- MIT
At a glance
File structured feedback about TinyFish — bug reports, confusing setup steps, missing features, or a doctor diagnostic report.
- Tasks that involve QA and bug reports
- SKILL.md covers Collect, Structure, Preview gate and File
- Calls npx
What it does
Feedback is an agent skill from tinyfish-io/tinyfish-cookbook. File structured feedback about TinyFish — bug reports, confusing setup steps, missing features, or a doctor diagnostic report. Creates a GitHub issue on tinyfish-io/tinyfish-cookbook with the user's approval; nothing is sent without an explicit preview.
Its SKILL.md is about 600 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 Testing & QA, covering QA and bug reports. It works with GitHub. The repository describes itself as: A collection of sample apps and recipes built with the TinyFish web agent. Open-source examples for you to learn & build! The licence is MIT.
When your agent uses it
- Tasks that involve QA and bug reports
Example prompts
- “/feedback”
Requirements
- Node.js
What it can do on your machine
Read from SKILL.md and the folder at commit 292ee62. 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
Shell commands in SKILL.md call:
npx
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use npx, which can reach the network depending on how they are called.
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
Feedback loads about 600 tokens when it runs. Until then it costs about 66 tokens; SKILL.md has 278 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 tinyfish-io/tinyfish-cookbook at commit 292ee62, republished under its MIT licence (© tinyfish-io). 278 words, ~600 tokens.
Download SKILL.mdSave it as
.claude/skills/feedback/SKILL.md (or your agent's skills folder).- name
- feedback
- description
- File structured feedback about TinyFish — bug reports, confusing setup steps, missing features, or a doctor diagnostic report. Creates a GitHub issue on tinyfish-io/tinyfish-cookbook with the user's approval; nothing is sent without an explicit preview.
TinyFish Feedback
Collect the user's feedback, structure it, preview it, then file it. Nothing leaves the machine without the user seeing the exact text first.
Collect
Ask (briefly) for: what they were trying to do, what happened instead, and
what they expected. For anything setup-, auth-, or connectivity-shaped, run
npx -y @tiny-fish/cli@latest doctor and offer to attach its stdout JSON
verbatim — it is schema-versioned and already redaction-safe (undeclared
fields stripped on parse, messages authored rather than raw). Do not add
fields, summarise it, or paste config contents alongside it. On exit 2
doctor produced no JSON — say so instead of attaching an empty report.
Structure
### What I was doing
…
### What happened
…
### Expected
…
### Environment
harness + version, CLI version (if known)
### Doctor report (optional)
`tinyfish doctor` stdout, verbatimPreview gate
Show the complete issue body to the user and ask for an explicit yes before filing. Any edit they request happens before filing.
File
- Preferred: write the body and the title to files, then
gh issue create --repo tinyfish-io/tinyfish-cookbook --title "$(cat "$title_file")" --body-file "$body_file"(only ifghis installed and authenticated). Both values come from the user's free-form text (the body also carries doctor's JSON), so neither may reach the shell as literal text — including in atitle=…assignment, where backticks or$(…)are evaluated just the same.cat's output is not re-parsed. Never build the command as a string or run it througheval. - Fallback: open a prefilled issue URL
(
https://github.com/tinyfish-io/tinyfish-cookbook/issues/new?title=…&body=…). Percent-encode both values — an unencoded#truncates the body and&splits it into junk parameters. URL length limits truncate long bodies anyway — if the body was truncated, tell the user and show the full text so they can paste the remainder.
This repo is public — remind the user of that in the preview if the report contains anything they typed free-form.
© tinyfish-io, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in plugins/tinyfish/skills/feedback of tinyfish-io/tinyfish-cookbook.
Open the folder on GitHubat commit 292ee62
Compare with similar skills
Feedback 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 |
|---|---|---|---|---|---|---|
| Feedback this skilltinyfish-io/tinyfish-cookbook | 2.2k | — | ~600 | Automated safety check: Pass | MIT | |
| Weavebench Cua ReproduceAMAP-ML/LongHorizon-Harness | 1.7k | — | ~1.6k | Automated safety check: Pass | MIT | |
| Evidence-Driven Testingmichaelshimeles/skills | 1.3k | 1 repos | ~3.9k | Automated safety check: Pass | None | |
| Create GitHub IssueNVIDIA/OpenShell | 15k | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | |
| Triage IssuesClickHouse/clickhouse-java | 1.6k | — | ~904 | Automated safety check: Pass | Apache-2.0 | |
| Gentle AI Issue CreationGentleman-Programming/gentle-shell | 1.2k | — | ~2.5k | Automated safety check: Pass | Apache-2.0 |
Similar skills
Evidence-Driven Testing
michaelshimeles/skills
Records an annotated screen recording of the agent testing an app hands-on, then posts the video and a results summary to the PR and tracker issue.
- Official
Create GitHub Issue
NVIDIA/OpenShell
Create GitHub issues using the gh CLI. An agent skill from NVIDIA/OpenShell.
Triage Issues
ClickHouse/clickhouse-java
Analyzes a single GitHub issue at a time. An agent skill from ClickHouse/clickhouse-java.
Gentle AI Issue Creation
Gentleman-Programming/gentle-shell
Create and triage GitHub issues from repository evidence. An agent skill from Gentleman-Programming/gentle-shell.
Termio Bug Report
termio-sh/termio
Diagnose a termio hang, beachball, crash, or 'it froze again' from the evidence macOS and termio actually leave behind — live process samples, crash and CPU-burn reports, the unified log, the…
More from tinyfish-io/tinyfish-cookbook
All 28 skills in this repoTinyfish Social Listening
tinyfish-io/tinyfish-cookbook
Monitor brand mentions, sentiment, and industry chatter across the web using TinyFish Search and Fetch.
Academic Research Mapper
tinyfish-io/tinyfish-cookbook
Map the research landscape for any technical or academic topic by searching arXiv, Semantic Scholar, and Google Scholar in parallel.
Agent
tinyfish-io/tinyfish-cookbook
Default browser automation agent — click, fill forms, navigate, log in, and extract structured data from any website using a natural-language goal, or run the same task across multiple sites in…
Company Hiring Intelligence
tinyfish-io/tinyfish-cookbook
Reverse-engineer what a company is building by scraping their job postings, careers page, LinkedIn Jobs, and engineering blog using TinyFish web agents.
Competitor Product Monitor
tinyfish-io/tinyfish-cookbook
Monitor competitor product releases and new feature announcements.
Dep Security
tinyfish-io/tinyfish-cookbook
Check every dependency in a package.json against live CVE databases and security advisories in real time — specifically targeting vulnerabilities disclosed in the last 48 hours, the window that…
Related
Works with
Categories
Questions about Feedback
What does Feedback do?
File structured feedback about TinyFish — bug reports, confusing setup steps, missing features, or a doctor diagnostic report. Feedback is an agent skill from tinyfish-io/tinyfish-cookbook. File structured feedback about TinyFish — bug reports, confusing setup steps, missing features, or a doctor diagnostic report.
When should I use Feedback?
Feedback fits situations like: tasks that involve QA and bug reports.
How do I install Feedback in Claude Code?
Run `npx skills add tinyfish-io/tinyfish-cookbook --skill feedback -a claude-code`. Or copy the skill folder (plugins/tinyfish/skills/feedback in tinyfish-io/tinyfish-cookbook) into .claude/skills/feedback in your project. Claude Code loads it when a task matches its description.
How do I install Feedback in Codex?
Run `npx skills add tinyfish-io/tinyfish-cookbook --skill feedback -a codex`. Or copy the skill folder (plugins/tinyfish/skills/feedback in tinyfish-io/tinyfish-cookbook) into .agents/skills/feedback in your project. Codex loads it when a task matches its description.
Can I use Feedback 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 tinyfish-io/tinyfish-cookbook --skill feedback -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/feedback, .gemini/skills/feedback, .github/skills/feedback and .opencode/skills/feedback in your project.
What does Feedback need to run?
Going by SKILL.md and its folder, Feedback needs the command-line tools its instructions call (npx). Our summary lists: Node.js.
Does Feedback access the network?
SKILL.md contains no URLs. Its commands use npx, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Feedback 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 Feedback use?
Feedback is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Feedback use?
About 600 tokens (SKILL.md is roughly 2.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Feedback?
Skills that share tags, products or a category with Feedback: Weavebench Cua Reproduce (AMAP-ML/LongHorizon-Harness, 1.7k stars), Evidence-Driven Testing (michaelshimeles/skills, 1.3k stars), Create GitHub Issue (NVIDIA/OpenShell, 15k stars) and Triage Issues (ClickHouse/clickhouse-java, 1.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Feedback?
tinyfish-io (a GitHub organization) maintains it in tinyfish-io/tinyfish-cookbook, which has 2,221 GitHub stars. The repository holds 28 skills in this directory. The repository was last updated on October 1, 2026.
Source: tinyfish-io/tinyfish-cookbook on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.