Diagnose Playwright Failure as Product Bug
appsmithorg/appsmith
Investigates a stubbornly failing Playwright test as a possible product bug, using error output, screenshots, traces and server code, and writes a structured bug report.
Diagnose a context-related analytical failure, propose the smallest relevant change, compare the same evaluation cases before and after, and produce an accept, revise, or revert receipt.
MITAuto-check passed
Install Improve Context
$ npx skills add ai-analyst-lab/ai-analyst --skill improve-context -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ai-analyst-lab/ai-analyst improve-context --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/ai-analyst-lab/ai-analyst.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/improve-context .claude/skills/improve-context && 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 "improve-context" agent skill from https://github.com/ai-analyst-lab/ai-analyst/tree/main/.claude/skills/improve-context into .claude/skills/improve-context/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "improve-context", 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/ai-analyst-lab/ai-analyst/tree/main/.claude/skills/improve-contextType 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 ai-analyst-lab/ai-analyst --skill improve-context -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ai-analyst-lab/ai-analyst improve-context --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ai-analyst-lab/ai-analyst.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/improve-context .agents/skills/improve-context && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "improve-context" agent skill from https://github.com/ai-analyst-lab/ai-analyst/tree/main/.claude/skills/improve-context into .agents/skills/improve-context/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "improve-context", 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 ai-analyst-lab/ai-analyst --skill improve-context -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ai-analyst-lab/ai-analyst improve-context --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ai-analyst-lab/ai-analyst.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/improve-context .cursor/skills/improve-context && 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 "improve-context" agent skill from https://github.com/ai-analyst-lab/ai-analyst/tree/main/.claude/skills/improve-context into .cursor/skills/improve-context/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "improve-context", 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/ai-analyst-lab/ai-analyst.git --path .claude/skills/improve-context--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 ai-analyst-lab/ai-analyst --skill improve-context -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ai-analyst-lab/ai-analyst improve-context --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ai-analyst-lab/ai-analyst.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/improve-context .gemini/skills/improve-context && 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 "improve-context" agent skill from https://github.com/ai-analyst-lab/ai-analyst/tree/main/.claude/skills/improve-context into .gemini/skills/improve-context/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "improve-context", 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 ai-analyst-lab/ai-analyst improve-contextInstalls 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 ai-analyst-lab/ai-analyst --skill improve-context -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ai-analyst-lab/ai-analyst.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/improve-context .github/skills/improve-context && 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 "improve-context" agent skill from https://github.com/ai-analyst-lab/ai-analyst/tree/main/.claude/skills/improve-context into .github/skills/improve-context/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "improve-context", 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 ai-analyst-lab/ai-analyst --skill improve-context -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ai-analyst-lab/ai-analyst improve-context --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ai-analyst-lab/ai-analyst.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/improve-context .opencode/skills/improve-context && 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 "improve-context" agent skill from https://github.com/ai-analyst-lab/ai-analyst/tree/main/.claude/skills/improve-context into .opencode/skills/improve-context/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "improve-context", 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
improve-context- GitHub stars
- 304
- Token cost
- ~753 tokens
- SKILL.md length
- 371 words
- Files
- 1
- Skills in repo
- 43
- Repo updated
- First seen
- Licence
- MIT
At a glance
Diagnose a context-related analytical failure, propose the smallest relevant change, compare the same evaluation cases before and after, and produce an accept, revise, or revert receipt.
- Works in 6 steps: Diagnose → Propose → Preserve the baseline → …
- The user asks to improve context
- SKILL.md covers 1. Diagnose, 2. Propose, 3. Preserve the baseline and 4. Apply one change, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Improve Context is an agent skill from ai-analyst-lab/ai-analyst. Diagnose a context-related analytical failure, propose the smallest relevant change, compare the same evaluation cases before and after, and produce an accept, revise, or revert receipt. Use when the user asks to improve context, fix a definition or example, test whether context helped, or invokes /improve-context.
Its SKILL.md is about 750 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 Product Analyst — Claude Code-powered data analysis toolkit. The licence is MIT.
When your agent uses it
- The user asks to improve context
- Fix a definition
- Test whether context helped
- Invokes /improve-context
Example prompts
- “/improve-context”
Workflow steps
6 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit 52c0744. 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
Improve Context loads about 753 tokens when it runs. Until then it costs about 83 tokens; SKILL.md has 371 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 ai-analyst-lab/ai-analyst at commit 52c0744, republished under its MIT licence (© ai-analyst-lab). 371 words, ~753 tokens.
Download SKILL.mdSave it as
.claude/skills/improve-context/SKILL.md (or your agent's skills folder).- name
- improve-context
- description
- Diagnose a context-related analytical failure, propose the smallest relevant change, compare the same evaluation cases before and after, and produce an accept, revise, or revert receipt. Use when the user asks to improve context, fix a definition or example, test whether context helped, or invokes /improve-context.
Improve context
Use the evaluation system as the referee. Do not promote a context change because the new answer looks more plausible.
1. Diagnose
Read the failing evaluation record and its analysis trace. Classify the context failure:
- missing information;
- wrong information;
- stale information;
- conflicting information;
- correct information was not supplied;
- supplied information was ignored or misapplied;
- the problem belongs in a skill, helper, workflow, or evaluator rather than context.
Run /context-trace on the exact question. Preserve its JSON fingerprint.
2. Propose
For edits to guides, reviewed queries or semantic definitions, use /maintain-context
to inspect the appropriate template, validate dependencies and preserve human review.
Create working/context-change-proposal.yaml with:
- observed failure and evidence;
- smallest proposed change;
- representation and delivery;
- source and owner;
- status
proposed; - cases expected to improve;
- possible regressions;
- required reviewers;
- acceptance criteria.
Do not change trusted context until the user approves the proposal.
3. Preserve the baseline
Run the working and regression cases before the edit. Keep the manifest paths and run IDs. Freeze the suite, data snapshot, model, evaluator, and trial count. Record the proposal's target case IDs and use the installed suite agreed for this experiment. Do not silently replace it with a legacy policy fixture. Lock outputs before grading; keep evaluation references outside candidate context. Do not launch model runs if the user has paused them.
Show full SKILL.md (153 more words)Show less
4. Apply one change
Make only the approved context change. Show the diff. Do not change the evaluator or expected results in the same comparison.
5. Rerun and inspect
Run the same working and regression cases. Inspect:
- aggregate score;
- target cases;
- regressions;
- cases still failing;
- context manifest;
- context citations and SQL-use evidence.
6. Write the receipt
Use helpers.knowledge.context_change with the baseline and candidate manifests. Pass every named
target with --target-case, and verify that the actual changed system paths are a subset of the
approved changed paths. The receipt must recommend:
- accept when target cases improve, no passing case regresses, and the comparison is controlled;
- revert when a passing case regresses without an understood exception;
- revise when the runs are not comparable or the change does not improve the target behavior.
The user chooses whether to promote the proposal. The system may draft the change and evidence, but it does not ratify business truth.
© ai-analyst-lab, 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 .claude/skills/improve-context of ai-analyst-lab/ai-analyst.
Open the folder on GitHubat commit 52c0744
Compare with similar skills
Improve Context 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 |
|---|---|---|---|---|---|---|
| Improve Context this skillai-analyst-lab/ai-analyst | 304 | — | ~753 | Automated safety check: Pass | MIT | |
| Diagnose Playwright Failure as Product Bugappsmithorg/appsmith | 41k | — | ~1.5k | Automated safety check: Pass | Apache-2.0 | |
| Diagnose Gatewayopenclaw/openclaw | 392k | — | ~670 | Automated safety check: Pass | MIT | |
| Analytics Trackingalirezarezvani/claude-skills | 28k | 1 repos | ~3.8k | Automated safety check: Pass | MIT | |
| Analyticsgetsentry/sentry | 46k | — | ~2.5k | Automated safety check: Pass | Custom licence | |
| Geo Proposalsickn33/agentic-awesome-skills | 47k | 1 repos | ~3.2k | Automated safety check: Notes | MIT |
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Questions about Improve Context
What does Improve Context do?
Diagnose a context-related analytical failure, propose the smallest relevant change, compare the same evaluation cases before and after, and produce an accept, revise, or revert receipt. Improve Context is an agent skill from ai-analyst-lab/ai-analyst. Diagnose a context-related analytical failure, propose the smallest relevant change, compare the same evaluation cases before and after, and produce an accept, revise, or revert receipt.
When should I use Improve Context?
Improve Context fits situations like: the user asks to improve context; fix a definition; test whether context helped; invokes /improve-context.
How do I install Improve Context in Claude Code?
Run `npx skills add ai-analyst-lab/ai-analyst --skill improve-context -a claude-code`. Or copy the skill folder (.claude/skills/improve-context in ai-analyst-lab/ai-analyst) into .claude/skills/improve-context in your project. Claude Code loads it when a task matches its description.
How do I install Improve Context in Codex?
Run `npx skills add ai-analyst-lab/ai-analyst --skill improve-context -a codex`. Or copy the skill folder (.claude/skills/improve-context in ai-analyst-lab/ai-analyst) into .agents/skills/improve-context in your project. Codex loads it when a task matches its description.
Can I use Improve Context 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 ai-analyst-lab/ai-analyst --skill improve-context -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/improve-context, .gemini/skills/improve-context, .github/skills/improve-context and .opencode/skills/improve-context in your project.
What does Improve Context need to run?
SKILL.md names no scripts, command-line tools or credentials: Improve Context is instructions for the agent only.
Does Improve Context 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 Improve Context 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 Improve Context use?
Improve Context 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 Improve Context use?
About 753 tokens (SKILL.md is roughly 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 Improve Context?
Skills that share tags, products or a category with Improve Context: Diagnose Playwright Failure as Product Bug (appsmithorg/appsmith, 41k stars), Diagnose Gateway (openclaw/openclaw, 392k stars), Analytics Tracking (alirezarezvani/claude-skills, 28k stars) and Analytics (getsentry/sentry, 46k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Improve Context?
ai-analyst-lab (a GitHub organization) maintains it in ai-analyst-lab/ai-analyst, which has 304 GitHub stars. The repository holds 43 skills in this directory. The repository was last updated on September 30, 2026.
Source: ai-analyst-lab/ai-analyst on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.