Explorer
supabase/supabase
Build and modify Studio Explorer surfaces, including notebooks, chats, SQL snippets, query cells, and their shared toolbar patterns.
A skill your agent uses when missing context may be recoverable from local code, files, logs, or environment evidence before asking the user or making assumptions.
No licenceAuto-check passed
Install Proactive Explorer
$ npx skills add cnfjlhj/ai-collab-playbook --skill proactive-explorer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install cnfjlhj/ai-collab-playbook proactive-explorer --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/cnfjlhj/ai-collab-playbook.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/full/proactive-explorer .claude/skills/proactive-explorer && 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 "proactive-explorer" agent skill from https://github.com/cnfjlhj/ai-collab-playbook/tree/main/skills/full/proactive-explorer into .claude/skills/proactive-explorer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "proactive-explorer", 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/cnfjlhj/ai-collab-playbook/tree/main/skills/full/proactive-explorerType 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 cnfjlhj/ai-collab-playbook --skill proactive-explorer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install cnfjlhj/ai-collab-playbook proactive-explorer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cnfjlhj/ai-collab-playbook.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/full/proactive-explorer .agents/skills/proactive-explorer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "proactive-explorer" agent skill from https://github.com/cnfjlhj/ai-collab-playbook/tree/main/skills/full/proactive-explorer into .agents/skills/proactive-explorer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "proactive-explorer", 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 cnfjlhj/ai-collab-playbook --skill proactive-explorer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install cnfjlhj/ai-collab-playbook proactive-explorer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cnfjlhj/ai-collab-playbook.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/full/proactive-explorer .cursor/skills/proactive-explorer && 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 "proactive-explorer" agent skill from https://github.com/cnfjlhj/ai-collab-playbook/tree/main/skills/full/proactive-explorer into .cursor/skills/proactive-explorer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "proactive-explorer", 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/cnfjlhj/ai-collab-playbook.git --path skills/full/proactive-explorer--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 cnfjlhj/ai-collab-playbook --skill proactive-explorer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install cnfjlhj/ai-collab-playbook proactive-explorer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cnfjlhj/ai-collab-playbook.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/full/proactive-explorer .gemini/skills/proactive-explorer && 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 "proactive-explorer" agent skill from https://github.com/cnfjlhj/ai-collab-playbook/tree/main/skills/full/proactive-explorer into .gemini/skills/proactive-explorer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "proactive-explorer", 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 cnfjlhj/ai-collab-playbook proactive-explorerInstalls 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 cnfjlhj/ai-collab-playbook --skill proactive-explorer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/cnfjlhj/ai-collab-playbook.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/full/proactive-explorer .github/skills/proactive-explorer && 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 "proactive-explorer" agent skill from https://github.com/cnfjlhj/ai-collab-playbook/tree/main/skills/full/proactive-explorer into .github/skills/proactive-explorer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "proactive-explorer", 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 cnfjlhj/ai-collab-playbook --skill proactive-explorer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install cnfjlhj/ai-collab-playbook proactive-explorer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cnfjlhj/ai-collab-playbook.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/full/proactive-explorer .opencode/skills/proactive-explorer && 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 "proactive-explorer" agent skill from https://github.com/cnfjlhj/ai-collab-playbook/tree/main/skills/full/proactive-explorer into .opencode/skills/proactive-explorer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "proactive-explorer", 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
proactive-explorer- GitHub stars
- 453
- Token cost
- ~662 tokens
- SKILL.md length
- 369 words
- Files
- 1
- Skills in repo
- 17
- Repo updated
- First seen
- Licence
- None found
At a glance
A skill your agent uses when missing context may be recoverable from local code, files, logs, or environment evidence before asking the user or making assumptions.
- Works in 5 steps: Read local rules and nearby docs such as… → Search filenames, code, tests, and logs… → Inspect runtime state with shell… → …
- Missing context may be recoverable from local code
- SKILL.md covers Overview, Rules, When to Use and Exploration Order, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Proactive Explorer is an agent skill from cnfjlhj/ai-collab-playbook. Use when missing context may be recoverable from local code, files, logs, or environment evidence before asking the user or making assumptions.
Its SKILL.md is about 660 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: Practical AI collaboration playbook for research, writing, reading, and coding: article, prompts, agent rules, and reusable skills.
When your agent uses it
- Missing context may be recoverable from local code
- Environment evidence before asking the user
- Making assumptions
Example prompts
- “/proactive-explorer”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Read local rules and nearby docs such as AGENTS.md, project docs, and relevant config.
- Search filenames, code, tests, and logs with rg and targeted reads.
- Inspect runtime state with shell commands when needed.
- Use web search only when the missing fact is outside the workspace.
- Ask the user only for the remaining gap.
What it can do on your machine
Read from SKILL.md and the folder at commit b3ee0d6. 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
Proactive Explorer loads about 662 tokens when it runs. Until then it costs about 41 tokens; SKILL.md has 369 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
Without a licence we can't republish the file, so here is its outline and opening line. It has 369 words (~662 tokens).
“Use this skill to reduce avoidable user questions.”
- name
- proactive-explorer
Files
Just SKILL.md in skills/full/proactive-explorer of cnfjlhj/ai-collab-playbook.
Open the folder on GitHubat commit b3ee0d6
Compare with similar skills
Proactive Explorer 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 |
|---|---|---|---|---|---|---|
| Proactive Explorer this skillcnfjlhj/ai-collab-playbook | 453 | — | ~662 | Automated safety check: Pass | None | |
| Explorersupabase/supabase | 111k | — | ~845 | Automated safety check: Pass | Apache-2.0 | |
| Agent Scout Explorerruvnet/ruflo | 74k | 2 repos | ~1.6k | Automated safety check: Pass | MIT | |
| Caveman Repository ExplorerJuliusBrussee/caveman | 111k | 1 repos | ~492 | Automated safety check: Pass | Apache-2.0 | |
| Exploreparcadei/Continuous-Claude-v3 | 3.9k | 1 repos | ~2.9k | Automated safety check: Notes | MIT | |
| Inbox ExplorationPostHog/posthog | 40k | — | ~7.7k | Automated safety check: Pass | Custom licence |
Similar skills
- Official
Agent Scout Explorer
ruvnet/ruflo
Agent skill for scout-explorer - invoke with $agent-scout-explorer
Caveman Repository Explorer
JuliusBrussee/caveman
A read-only explorer for cold-start orientation or failed searches that replies with nothing but file path and line range citations, keeping its reads out of main context.
Explore
parcadei/Continuous-Claude-v3
Meta-skill for internal codebase exploration at varying depths (quick/deep/architecture)
- Official
Inbox Exploration
PostHog/posthog
Explore PostHog's Inbox and act on what it surfaces — the place where signal reports cluster into actionable issues and trends.
- Official
Exploring Scouts
PostHog/posthog
How to explore and make sense of PostHog Signals scouts — the scheduled agents that scan a project and write reports into the Signals inbox.
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Questions about Proactive Explorer
What does Proactive Explorer do?
A skill your agent uses when missing context may be recoverable from local code, files, logs, or environment evidence before asking the user or making assumptions. Proactive Explorer is an agent skill from cnfjlhj/ai-collab-playbook. Use when missing context may be recoverable from local code, files, logs, or environment evidence before asking the user or making assumptions.
When should I use Proactive Explorer?
Proactive Explorer fits situations like: missing context may be recoverable from local code; environment evidence before asking the user; making assumptions.
How do I install Proactive Explorer in Claude Code?
Run `npx skills add cnfjlhj/ai-collab-playbook --skill proactive-explorer -a claude-code`. Or copy the skill folder (skills/full/proactive-explorer in cnfjlhj/ai-collab-playbook) into .claude/skills/proactive-explorer in your project. Claude Code loads it when a task matches its description.
How do I install Proactive Explorer in Codex?
Run `npx skills add cnfjlhj/ai-collab-playbook --skill proactive-explorer -a codex`. Or copy the skill folder (skills/full/proactive-explorer in cnfjlhj/ai-collab-playbook) into .agents/skills/proactive-explorer in your project. Codex loads it when a task matches its description.
Can I use Proactive Explorer 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 cnfjlhj/ai-collab-playbook --skill proactive-explorer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/proactive-explorer, .gemini/skills/proactive-explorer, .github/skills/proactive-explorer and .opencode/skills/proactive-explorer in your project.
What does Proactive Explorer need to run?
SKILL.md names no scripts, command-line tools or credentials: Proactive Explorer is instructions for the agent only.
Does Proactive Explorer 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 Proactive Explorer 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 Proactive Explorer use?
No licence was found for Proactive Explorer or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Proactive Explorer use?
About 662 tokens (SKILL.md is roughly 2.6k 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 Proactive Explorer?
Skills that share tags, products or a category with Proactive Explorer: Explorer (supabase/supabase, 111k stars), Agent Scout Explorer (ruvnet/ruflo, 74k stars), Caveman Repository Explorer (JuliusBrussee/caveman, 111k stars) and Explore (parcadei/Continuous-Claude-v3, 3.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Proactive Explorer?
cnfjlhj (a GitHub user) maintains it in cnfjlhj/ai-collab-playbook, which has 453 GitHub stars. The repository holds 17 skills in this directory. The repository was last updated on September 14, 2026.
Source: cnfjlhj/ai-collab-playbook on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.