Three-Statement Financial Analysis
HKUDS/Vibe-Trading
Reads the income statement, balance sheet and cash flow statement together to judge earnings quality, apply DuPont analysis and check 12 red-flag indicators for manipulation; Chinese text.
Reviews the quality and coherence of behavior statements. An agent skill from mrinalwadhwa/fluent.
Apache-2.0Auto-check passed
Install Review Behaviors
$ npx skills add mrinalwadhwa/fluent --skill review-behaviors -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install mrinalwadhwa/fluent review-behaviors --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/mrinalwadhwa/fluent.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/review-behaviors .claude/skills/review-behaviors && 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 "review-behaviors" agent skill from https://github.com/mrinalwadhwa/fluent/tree/main/skills/review-behaviors into .claude/skills/review-behaviors/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "review-behaviors", 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/mrinalwadhwa/fluent/tree/main/skills/review-behaviorsType 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 mrinalwadhwa/fluent --skill review-behaviors -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install mrinalwadhwa/fluent review-behaviors --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mrinalwadhwa/fluent.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/review-behaviors .agents/skills/review-behaviors && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "review-behaviors" agent skill from https://github.com/mrinalwadhwa/fluent/tree/main/skills/review-behaviors into .agents/skills/review-behaviors/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "review-behaviors", 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 mrinalwadhwa/fluent --skill review-behaviors -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install mrinalwadhwa/fluent review-behaviors --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mrinalwadhwa/fluent.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/review-behaviors .cursor/skills/review-behaviors && 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 "review-behaviors" agent skill from https://github.com/mrinalwadhwa/fluent/tree/main/skills/review-behaviors into .cursor/skills/review-behaviors/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "review-behaviors", 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/mrinalwadhwa/fluent.git --path skills/review-behaviors--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 mrinalwadhwa/fluent --skill review-behaviors -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install mrinalwadhwa/fluent review-behaviors --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mrinalwadhwa/fluent.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/review-behaviors .gemini/skills/review-behaviors && 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 "review-behaviors" agent skill from https://github.com/mrinalwadhwa/fluent/tree/main/skills/review-behaviors into .gemini/skills/review-behaviors/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "review-behaviors", 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 mrinalwadhwa/fluent review-behaviorsInstalls 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 mrinalwadhwa/fluent --skill review-behaviors -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/mrinalwadhwa/fluent.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/review-behaviors .github/skills/review-behaviors && 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 "review-behaviors" agent skill from https://github.com/mrinalwadhwa/fluent/tree/main/skills/review-behaviors into .github/skills/review-behaviors/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "review-behaviors", 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 mrinalwadhwa/fluent --skill review-behaviors -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install mrinalwadhwa/fluent review-behaviors --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mrinalwadhwa/fluent.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/review-behaviors .opencode/skills/review-behaviors && 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 "review-behaviors" agent skill from https://github.com/mrinalwadhwa/fluent/tree/main/skills/review-behaviors into .opencode/skills/review-behaviors/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "review-behaviors", 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
review-behaviors- GitHub stars
- 111
- Token cost
- ~428 tokens
- SKILL.md length
- 203 words
- Files
- 2 (incl. references)
- Skills in repo
- 5
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Reviews the quality and coherence of behavior statements. An agent skill from mrinalwadhwa/fluent.
- Works in 4 steps: Read references/behaviors.md for… → For each in-scope behavior statement → Check the collection for coherence —… → …
- Reviewing behavior changes in a diff
- SKILL.md covers Purpose, Scope and Method
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Review Behaviors is an agent skill from mrinalwadhwa/fluent. Reviews the quality and coherence of behavior statements. Use when reviewing behavior changes in a diff, checking a new or edited behavior statement, or auditing the behavior statements of a codebase.
Its SKILL.md is about 430 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/behaviors.md`).
The repository describes itself as: Fluent is a self-improving software factory. It autonomously turns your team's vision, ideas, bug reports, user feedback, production logs, and agent traces into working software. The licence is Apache-2.0.
When your agent uses it
- Reviewing behavior changes in a diff
- Edited behavior statement
- Auditing the behavior statements of a codebase
Example prompts
- “Use the review-behaviors skill to review the quality and coherence of behavior statements. An agent skill from mrinalwadhwa/fluent”
- “/review-behaviors”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- Read references/behaviors.md for behavior-writing standards.
- For each in-scope behavior statement
- Check the collection for coherence — vocabulary consistency, contradictions, coverage, and redundancy — using the "Coherence across…
- For each improvement, decide if it blocks shipping. Statements that leak implementation, combine multiple behaviors, or lack a way to…
What it can do on your machine
Read from SKILL.md and the folder at commit be19732. 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
Review Behaviors loads about 428 tokens when it runs, and up to ~436 if it reads all its reference files. Until then it costs about 54 tokens; SKILL.md has 203 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 mrinalwadhwa/fluent at commit be19732, republished under its Apache-2.0 licence (© mrinalwadhwa). 203 words, ~428 tokens.
Download SKILL.mdSave it as
.claude/skills/review-behaviors/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- review-behaviors
- description
- Reviews the quality and coherence of behavior statements. Use when reviewing behavior changes in a diff, checking a new or edited behavior statement, or auditing the behavior statements of a codebase.
Purpose
Decide whether the behavior statements under review are fit to ship. Identify improvements that would make each statement more precise about what the system does, or the collection more coherent and complete as a whole.
Scope
The invoking layer decides what's in scope. For a diff-scoped review, that's the behavior statements changed in the diff. For a full-codebase audit, that's the entire set of behavior statements. Check each statement for quality and check the collection for coherence and completeness.
Method
Read
references/behaviors.mdfor behavior-writing standards.For each in-scope behavior statement:
- Verify it uses one of the six EARS patterns from
references/behaviors.md. Statements without a recognized trigger (WHEN, WHILE, IF, WHERE) or without "THE SYSTEM SHALL" are hard to verify. - Evaluate against the "Properties of a good behavior statement" and "What not to specify" sections in
references/behaviors.md. - Identify improvements.
- Verify it uses one of the six EARS patterns from
Check the collection for coherence — vocabulary consistency, contradictions, coverage, and redundancy — using the "Coherence across behavior statements" section of
references/behaviors.md.For each improvement, decide if it blocks shipping. Statements that leak implementation, combine multiple behaviors, or lack a way to verify typically block. Style issues and minor phrasing don't.
The invoking layer may add checks in addition to those above.
© mrinalwadhwa, 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 1 other file (references) in skills/review-behaviors of mrinalwadhwa/fluent.
- SKILL.md
- references/behaviors.md
Open the folder on GitHubat commit be19732
Compare with similar skills
Review Behaviors 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 |
|---|---|---|---|---|---|---|
| Review Behaviors this skillmrinalwadhwa/fluent | 111 | — | ~428 | Automated safety check: Pass | Apache-2.0 | |
| Three-Statement Financial AnalysisHKUDS/Vibe-Trading | 35k | — | ~1.2k | Automated safety check: Pass | MIT | |
| Behavioral Finance for TradingHKUDS/Vibe-Trading | 35k | — | ~2.7k | Automated safety check: Pass | MIT | |
| Detecting Mobile Malware Behaviormukul975/Anthropic-Cybersecurity-Skills | 34k | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | |
| Change Spf Behaviorvideojs/video.js | 40k | — | ~451 | Automated safety check: Pass | Custom licence | |
| Create Spf Behaviorvideojs/video.js | 40k | — | ~389 | Automated safety check: Pass | Custom licence |
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Change Spf Behavior
videojs/video.js
Change SPF playback-engine behaviors. An agent skill from videojs/video.js.
Create Spf Behavior
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- Official
Announcing Behavior Changes
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Decides whether a behavior-changing fix needs an in-app notice, then builds one that reaches only the affected users and can be removed later.
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Questions about Review Behaviors
What does Review Behaviors do?
Reviews the quality and coherence of behavior statements. An agent skill from mrinalwadhwa/fluent. Review Behaviors is an agent skill from mrinalwadhwa/fluent. Reviews the quality and coherence of behavior statements.
When should I use Review Behaviors?
Review Behaviors fits situations like: reviewing behavior changes in a diff; edited behavior statement; auditing the behavior statements of a codebase.
How do I install Review Behaviors in Claude Code?
Run `npx skills add mrinalwadhwa/fluent --skill review-behaviors -a claude-code`. Or copy the skill folder (skills/review-behaviors in mrinalwadhwa/fluent) into .claude/skills/review-behaviors in your project. Claude Code loads it when a task matches its description.
How do I install Review Behaviors in Codex?
Run `npx skills add mrinalwadhwa/fluent --skill review-behaviors -a codex`. Or copy the skill folder (skills/review-behaviors in mrinalwadhwa/fluent) into .agents/skills/review-behaviors in your project. Codex loads it when a task matches its description.
Can I use Review Behaviors 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 mrinalwadhwa/fluent --skill review-behaviors -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/review-behaviors, .gemini/skills/review-behaviors, .github/skills/review-behaviors and .opencode/skills/review-behaviors in your project.
What does Review Behaviors need to run?
SKILL.md names no scripts, command-line tools or credentials: Review Behaviors is instructions for the agent only.
Does Review Behaviors 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 Review Behaviors 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 Review Behaviors use?
Review Behaviors is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Review Behaviors use?
About 428 tokens (SKILL.md is roughly 1.7k 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 8 tokens, read only when the agent opens those files.
What are the alternatives to Review Behaviors?
Skills that share tags, products or a category with Review Behaviors: Three-Statement Financial Analysis (HKUDS/Vibe-Trading, 35k stars), Behavioral Finance for Trading (HKUDS/Vibe-Trading, 35k stars), Detecting Mobile Malware Behavior (mukul975/Anthropic-Cybersecurity-Skills, 34k stars) and Change Spf Behavior (videojs/video.js, 40k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Review Behaviors?
mrinalwadhwa (a GitHub user) maintains it in mrinalwadhwa/fluent, which has 111 GitHub stars. The repository holds 5 skills in this directory. The repository was last updated on October 11, 2026.
Source: mrinalwadhwa/fluent on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.