Browser Automation Edge Cases
aden-hive/hive
Step-by-step procedure for debugging browser automation failures on complex sites such as LinkedIn, Twitter/X, single-page apps and Shadow DOM pages.
Ensuring the AI behaves predictably across sessions, edge cases, and modalities.
MITAuto-check passed
Install Behavioral Consistency
$ npx skills add Owl-Listener/ai-design-skills --skill behavioral-consistency -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Owl-Listener/ai-design-skills behavioral-consistency --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/Owl-Listener/ai-design-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/system-behavior-shaping/behavioral-consistency .claude/skills/behavioral-consistency && 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 "behavioral-consistency" agent skill from https://github.com/Owl-Listener/ai-design-skills/tree/main/skills/system-behavior-shaping/behavioral-consistency into .claude/skills/behavioral-consistency/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "behavioral-consistency", 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/Owl-Listener/ai-design-skills/tree/main/skills/system-behavior-shaping/behavioral-consistencyType 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 Owl-Listener/ai-design-skills --skill behavioral-consistency -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Owl-Listener/ai-design-skills behavioral-consistency --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Owl-Listener/ai-design-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/system-behavior-shaping/behavioral-consistency .agents/skills/behavioral-consistency && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "behavioral-consistency" agent skill from https://github.com/Owl-Listener/ai-design-skills/tree/main/skills/system-behavior-shaping/behavioral-consistency into .agents/skills/behavioral-consistency/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "behavioral-consistency", 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 Owl-Listener/ai-design-skills --skill behavioral-consistency -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Owl-Listener/ai-design-skills behavioral-consistency --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Owl-Listener/ai-design-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/system-behavior-shaping/behavioral-consistency .cursor/skills/behavioral-consistency && 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 "behavioral-consistency" agent skill from https://github.com/Owl-Listener/ai-design-skills/tree/main/skills/system-behavior-shaping/behavioral-consistency into .cursor/skills/behavioral-consistency/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "behavioral-consistency", 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/Owl-Listener/ai-design-skills.git --path skills/system-behavior-shaping/behavioral-consistency--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 Owl-Listener/ai-design-skills --skill behavioral-consistency -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Owl-Listener/ai-design-skills behavioral-consistency --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Owl-Listener/ai-design-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/system-behavior-shaping/behavioral-consistency .gemini/skills/behavioral-consistency && 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 "behavioral-consistency" agent skill from https://github.com/Owl-Listener/ai-design-skills/tree/main/skills/system-behavior-shaping/behavioral-consistency into .gemini/skills/behavioral-consistency/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "behavioral-consistency", 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 Owl-Listener/ai-design-skills behavioral-consistencyInstalls 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 Owl-Listener/ai-design-skills --skill behavioral-consistency -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Owl-Listener/ai-design-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/system-behavior-shaping/behavioral-consistency .github/skills/behavioral-consistency && 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 "behavioral-consistency" agent skill from https://github.com/Owl-Listener/ai-design-skills/tree/main/skills/system-behavior-shaping/behavioral-consistency into .github/skills/behavioral-consistency/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "behavioral-consistency", 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 Owl-Listener/ai-design-skills --skill behavioral-consistency -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Owl-Listener/ai-design-skills behavioral-consistency --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Owl-Listener/ai-design-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/system-behavior-shaping/behavioral-consistency .opencode/skills/behavioral-consistency && 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 "behavioral-consistency" agent skill from https://github.com/Owl-Listener/ai-design-skills/tree/main/skills/system-behavior-shaping/behavioral-consistency into .opencode/skills/behavioral-consistency/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "behavioral-consistency", 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
behavioral-consistency- GitHub stars
- 182
- Token cost
- ~568 tokens
- SKILL.md length
- 272 words
- Files
- 1
- Skills in repo
- 11
- Repo updated
- First seen
- Licence
- MIT
At a glance
Ensuring the AI behaves predictably across sessions, edge cases, and modalities.
- SKILL.md covers Dimensions of Consistency, Sources of Inconsistency, Designing for Consistency and Consistency vs. Adaptation, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Behavioral Consistency is an agent skill from Owl-Listener/ai-design-skills. Ensuring the AI behaves predictably across sessions, edge cases, and modalities.
Its SKILL.md is about 570 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: AI Design Skills Collection: agentic skills, commands, and plugins for designing AI products — from interaction patterns to alignment, evaluation, agent orchestration, and prompt… The licence is MIT.
Example prompts
- “/behavioral-consistency”
What it can do on your machine
Read from SKILL.md and the folder at commit f41b650. 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
Behavioral Consistency loads about 568 tokens when it runs. Until then it costs about 26 tokens; SKILL.md has 272 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 Owl-Listener/ai-design-skills at commit f41b650, republished under its MIT licence (© Owl-Listener). 272 words, ~568 tokens.
Download SKILL.mdSave it as
.claude/skills/behavioral-consistency/SKILL.md (or your agent's skills folder).- name
- behavioral-consistency
- description
- Ensuring the AI behaves predictably across sessions, edge cases, and modalities.
Behavioral Consistency
Users build mental models of how the AI behaves. Consistency is what makes those models reliable. Inconsistency — even if each individual response is good — erodes trust.
Dimensions of Consistency
- Across sessions: The AI should behave the same way whether it's the user's first conversation or their hundredth
- Across topics: Switching subjects shouldn't change the AI's personality or approach
- Across modalities: The AI should feel the same in chat, voice, and email
- Across users: Different users get the same quality and character (unless personalisation is designed)
- Across time: The AI shouldn't randomly change behavior after updates without user awareness
Sources of Inconsistency
- Temperature and sampling: Randomness in generation creates natural variation
- Context sensitivity: Different conversation histories lead to different behaviors
- Prompt drift: System prompts evolve over time without consistency checks
- Edge cases: Unusual inputs trigger unpredictable responses
- Model updates: New model versions may shift behavior subtly
Designing for Consistency
- Behavioral specifications: Document expected behavior for common and edge-case scenarios
- Golden responses: Maintain a library of reference responses that define the standard
- Regression testing: When anything changes, test against the golden response library
- Consistency metrics: Track behavioral variance across sessions and users
- User expectations: Set and maintain expectations about what the AI does and how
Consistency vs. Adaptation
Consistency doesn't mean rigidity. The AI should adapt to:
- User preferences (if designed for personalisation)
- Contextual needs (tone shifts as discussed in tone-calibration)
- Learning from feedback (if memory systems exist) The key is that adaptation should be predictable and explainable, not random.
Design Artefacts
- Behavioral specification documents
- Golden response libraries
- Regression test suites
- Consistency monitoring dashboards
- Adaptation rules (what changes and what stays constant)
© Owl-Listener, 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 skills/system-behavior-shaping/behavioral-consistency of Owl-Listener/ai-design-skills.
Open the folder on GitHubat commit f41b650
Compare with similar skills
Behavioral Consistency 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 |
|---|---|---|---|---|---|---|
| Behavioral Consistency this skillOwl-Listener/ai-design-skills | 182 | — | ~568 | Automated safety check: Pass | MIT | |
| Browser Automation Edge Casesaden-hive/hive | 11k | — | ~1.8k | Automated safety check: Pass | MIT | |
| Session Handoffsickn33/agentic-awesome-skills | 47k | — | ~1.8k | Automated safety check: Notes | MIT | |
| Sessionanthropics/claude-for-legal | 9.6k | 3 repos | ~478 | Automated safety check: Pass | Apache-2.0 | |
| Session History Searchslopus/happy | 24k | — | ~3.1k | Automated safety check: Pass | MIT | |
| Session Handoffdavila7/claude-code-templates | 32k | 2 repos | ~1.6k | Automated safety check: Pass | MIT |
Similar skills
Session Handoff
sickn33/agentic-awesome-skills
A skill your agent uses when context approaches capacity, before /clear or /compact, when switching tasks, or when ending a coding session: produces a structured handoff artifact for the next session.
- Official
Session
anthropics/claude-for-legal
Run a focused N-question study session on a subject — MBE, essay, or flashcards.
Session History Search
slopus/happy
Searches past Claude Code, Codex and Cursor sessions and summarizes what was worked on, tried or decided, using extraction scripts instead of reading raw logs.
Session Handoff
davila7/claude-code-templates
Creates comprehensive handoff documents for seamless AI agent session transfers.
Read Session
asgeirtj/system_prompts_leaks
Locate and read Muse Code's OWN session logs — the current session or a prior one.
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Questions about Behavioral Consistency
What does Behavioral Consistency do?
Ensuring the AI behaves predictably across sessions, edge cases, and modalities. Behavioral Consistency is an agent skill from Owl-Listener/ai-design-skills. Ensuring the AI behaves predictably across sessions, edge cases, and modalities.
How do I install Behavioral Consistency in Claude Code?
Run `npx skills add Owl-Listener/ai-design-skills --skill behavioral-consistency -a claude-code`. Or copy the skill folder (skills/system-behavior-shaping/behavioral-consistency in Owl-Listener/ai-design-skills) into .claude/skills/behavioral-consistency in your project. Claude Code loads it when a task matches its description.
How do I install Behavioral Consistency in Codex?
Run `npx skills add Owl-Listener/ai-design-skills --skill behavioral-consistency -a codex`. Or copy the skill folder (skills/system-behavior-shaping/behavioral-consistency in Owl-Listener/ai-design-skills) into .agents/skills/behavioral-consistency in your project. Codex loads it when a task matches its description.
Can I use Behavioral Consistency 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 Owl-Listener/ai-design-skills --skill behavioral-consistency -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/behavioral-consistency, .gemini/skills/behavioral-consistency, .github/skills/behavioral-consistency and .opencode/skills/behavioral-consistency in your project.
What does Behavioral Consistency need to run?
SKILL.md names no scripts, command-line tools or credentials: Behavioral Consistency is instructions for the agent only.
Does Behavioral Consistency 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 Behavioral Consistency 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 Behavioral Consistency use?
Behavioral Consistency 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 Behavioral Consistency use?
About 568 tokens (SKILL.md is roughly 2.3k 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 Behavioral Consistency?
Skills that share tags, products or a category with Behavioral Consistency: Browser Automation Edge Cases (aden-hive/hive, 11k stars), Session Handoff (sickn33/agentic-awesome-skills, 47k stars), Session (anthropics/claude-for-legal, 9.6k stars) and Session History Search (slopus/happy, 24k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Behavioral Consistency?
Owl-Listener (a GitHub user) maintains it in Owl-Listener/ai-design-skills, which has 182 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on June 9, 2026.
Source: Owl-Listener/ai-design-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.