Task Observer
rebelytics/one-skill-to-rule-them-all
Monitors task execution for skill improvement opportunities.
Fill the empty Purpose cells of a directory AGENTS.md tree with one-line LLM summaries (one subagent per file, plan-then-confirm, cap 50 rows/run).
$ npx skills add BlackBeltTechnology/pi-agent-dashboard --skill dox-describe -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install BlackBeltTechnology/pi-agent-dashboard dox-describe --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/BlackBeltTechnology/pi-agent-dashboard.git skills-src && mkdir -p .claude/skills && cp -r skills-src/packages/kb-extension/.pi/skills/dox-describe .claude/skills/dox-describe && 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 "dox-describe" agent skill from https://github.com/BlackBeltTechnology/pi-agent-dashboard/tree/develop/packages/kb-extension/.pi/skills/dox-describe into .claude/skills/dox-describe/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dox-describe", 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/BlackBeltTechnology/pi-agent-dashboard/tree/develop/packages/kb-extension/.pi/skills/dox-describeType 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 BlackBeltTechnology/pi-agent-dashboard --skill dox-describe -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install BlackBeltTechnology/pi-agent-dashboard dox-describe --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BlackBeltTechnology/pi-agent-dashboard.git skills-src && mkdir -p .agents/skills && cp -r skills-src/packages/kb-extension/.pi/skills/dox-describe .agents/skills/dox-describe && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "dox-describe" agent skill from https://github.com/BlackBeltTechnology/pi-agent-dashboard/tree/develop/packages/kb-extension/.pi/skills/dox-describe into .agents/skills/dox-describe/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dox-describe", 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 BlackBeltTechnology/pi-agent-dashboard --skill dox-describe -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install BlackBeltTechnology/pi-agent-dashboard dox-describe --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BlackBeltTechnology/pi-agent-dashboard.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/packages/kb-extension/.pi/skills/dox-describe .cursor/skills/dox-describe && 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 "dox-describe" agent skill from https://github.com/BlackBeltTechnology/pi-agent-dashboard/tree/develop/packages/kb-extension/.pi/skills/dox-describe into .cursor/skills/dox-describe/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dox-describe", 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/BlackBeltTechnology/pi-agent-dashboard.git --path packages/kb-extension/.pi/skills/dox-describe--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 BlackBeltTechnology/pi-agent-dashboard --skill dox-describe -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install BlackBeltTechnology/pi-agent-dashboard dox-describe --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BlackBeltTechnology/pi-agent-dashboard.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/packages/kb-extension/.pi/skills/dox-describe .gemini/skills/dox-describe && 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 "dox-describe" agent skill from https://github.com/BlackBeltTechnology/pi-agent-dashboard/tree/develop/packages/kb-extension/.pi/skills/dox-describe into .gemini/skills/dox-describe/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dox-describe", 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 BlackBeltTechnology/pi-agent-dashboard dox-describeInstalls 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 BlackBeltTechnology/pi-agent-dashboard --skill dox-describe -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/BlackBeltTechnology/pi-agent-dashboard.git skills-src && mkdir -p .github/skills && cp -r skills-src/packages/kb-extension/.pi/skills/dox-describe .github/skills/dox-describe && 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 "dox-describe" agent skill from https://github.com/BlackBeltTechnology/pi-agent-dashboard/tree/develop/packages/kb-extension/.pi/skills/dox-describe into .github/skills/dox-describe/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dox-describe", 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 BlackBeltTechnology/pi-agent-dashboard --skill dox-describe -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install BlackBeltTechnology/pi-agent-dashboard dox-describe --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BlackBeltTechnology/pi-agent-dashboard.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/packages/kb-extension/.pi/skills/dox-describe .opencode/skills/dox-describe && 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 "dox-describe" agent skill from https://github.com/BlackBeltTechnology/pi-agent-dashboard/tree/develop/packages/kb-extension/.pi/skills/dox-describe into .opencode/skills/dox-describe/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dox-describe", 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.
dox-describeFill the empty Purpose cells of a directory AGENTS.md tree with one-line LLM summaries (one subagent per file, plan-then-confirm, cap 50 rows/run).
Dox Describe is an agent skill from BlackBeltTechnology/pi-agent-dashboard. Fill the empty Purpose cells of a directory AGENTS.md tree with one-line LLM summaries (one subagent per file, plan-then-confirm, cap 50 rows/run). Use for a path-only kb dox init tree, or when asked to "describe the tree", "fill AGENTS.md purposes", or "populate the kb corpus".
Its SKILL.md is about 1.3k 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 Agent Workflows, covering Subagents and Agent instruction files. The repository describes itself as: Real-time web dashboard for pi coding-agent sessions. Multi-session view, live chat mirroring, integrated terminal, diff viewer, pi-flows execution, and mobile-first remote… The licence is MIT.
4 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 7a2d171. It shows what the files ask for, not the result of running them.
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.
No scripts in the folder and no shell commands in SKILL.md (its code samples are bash).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Dox Describe loads about 1.3k tokens when it runs. Until then it costs about 74 tokens; SKILL.md has 721 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.
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.
The full file from BlackBeltTechnology/pi-agent-dashboard at commit 7a2d171, republished under its MIT licence (© BlackBeltTechnology). 721 words, ~1,274 tokens.
.claude/skills/dox-describe/SKILL.md (or your agent's skills folder).Turn a path-only directory AGENTS.md tree into a searchable kb corpus. A fresh
kb dox init tree carries rows shaped | `file.ts` | | — the Purpose cell is
empty, so the agents retrieval lane (the one file-lookup queries depend on)
finds nothing. This skill fills those cells with one-line, caveman-style
purposes, one subagent per AGENTS.md.
Read-only first: the CLI enumerates empty rows; the LLM only ever writes a
Purpose cell. The parent never edits an AGENTS.md itself, and a subagent edits
only the single file it was assigned.
kb dox describe --list --jsonParse { groups: [{ agentsPath, subjects: string[] }], total }. Each group is
one AGENTS.md; each subject is a path whose Purpose cell is empty. Nothing to
do when total === 0 — say so and stop.
Show the user, then WAIT (ask_user, confirm) for approval before any write:
AGENTS.md files (groups) and number of rows (total);Never start fan-out without an explicit yes.
AGENTS.mdCap concurrency at 2 in flight (the extension schedules a debounced reindex
on every markdown write, and every subagent contends on the single SQLite index;
≤2 keeps SQLITE_BUSY recoverable — the parent's final reindex is
authoritative). Skip groups whose rows are entirely past the cap.
Spawn with an inline Agent label (write-capable, parent defaults) and
model: "@fast" — one-line summaries do not need the parent's model. Do NOT use
Explore — it is read-only and cannot fill cells.
Each subagent's task must include:
AGENTS.md path and its assigned subjects (cap 50 total across
all groups for this run);| `file` | purpose |;symbolName, paths, env
vars); concrete tokens over prose;<File>.AGENTS.md sidecar — sidecar splitting
is the parent's/scripts/split-large-agents.mjs job;AGENTS.md; do not touch any other file;kb dox lint — must be clean. On a finding, hand it back to the subagent
that owns that AGENTS.md to repair or revert its OWN file (the parent never
edits a tree file). Re-run lint after the repair.kb indexdox-describe again to fill the rest".Re-running is idempotent: --list returns only rows still empty, so a second
run writes nothing when everything is filled.
For very large trees (well past the 50-row cap), the plan-then-confirm loop is
boring to babysit. You may instead drive workers with parallel headless pi
processes (pi -p --model <fast-ref> "<task>", where <fast-ref> is the
fast role's provider/id from list_roles — the CLI takes no @role), one
per AGENTS.md, then run steps 4.1–4.3
yourself. This is an escape hatch, not the default: it skips the interactive
confirm, so the CALLER owns the cap and the kb dox lint gate.
--list walk and kb dox lint both depend on the exact row shape.SQLITE_BUSY.--stale refresh mode is a follow-up. Read the file before describing it.© BlackBeltTechnology, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in packages/kb-extension/.pi/skills/dox-describe of BlackBeltTechnology/pi-agent-dashboard.
Open the folder on GitHubat commit 7a2d171
Dox Describe 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 |
|---|---|---|---|---|---|---|
| Dox Describe this skillBlackBeltTechnology/pi-agent-dashboard | 315 | — | ~1.3k | Automated safety check: Pass | MIT | |
| Task Observerrebelytics/one-skill-to-rule-them-all | 3.2k | 1 repos | ~11k | Automated safety check: Pass | CC-BY-4.0 | |
| Harness Agent Team Designerrevfactory/harness | 9.1k | — | ~4.5k | Automated safety check: Pass | Apache-2.0 | |
| Repo Task Proof LoopDenisSergeevitch/repo-task-proof-loop | 730 | — | ~3.8k | Automated safety check: Pass | Apache-2.0 | |
| Rules Distillationaffaan-m/ECC | 277k | 2 repos | ~2.3k | Automated safety check: Pass | MIT | |
| Claude Docs Consultantcentminmod/my-claude-code-setup | 2.7k | — | ~959 | Automated safety check: Pass | MIT |
rebelytics/one-skill-to-rule-them-all
Monitors task execution for skill improvement opportunities.
revfactory/harness
Designs a project-specific agent harness: defines specialist agents, writes the skills they follow, picks an execution mode and model for each, and keeps the setup maintained.
DenisSergeevitch/repo-task-proof-loop
Repo-local workflow skill for large coding tasks. An agent skill from DenisSergeevitch/repo-task-proof-loop.
affaan-m/ECC
Scans installed skills for principles that recur across them and proposes rule-file changes: append, revise, add a section, create a file or leave as covered.
centminmod/my-claude-code-setup
Consult official Claude Code documentation from code.claude.com using selective fetching.
pr-pm/prpm
Reference for writing Claude Code agent files: location, frontmatter fields, validation limits, tool and model choices, and the required content format.
BlackBeltTechnology/pi-agent-dashboard
Browser automation via the agent-browser CLI. An agent skill from BlackBeltTechnology/pi-agent-dashboard.
BlackBeltTechnology/pi-agent-dashboard
Diagnose failed GitHub Actions runs for pi-agent-dashboard: the 11-file workflow taxonomy, affected-test selection, the release pipeline, known failure modes, and how to read gh run logs and…
BlackBeltTechnology/pi-agent-dashboard
Diagnose problems in the running pi-agent-dashboard system: server.log, /api/health, bridge WebSocket connectivity, vitest triage, known-issue FAQ entries.
BlackBeltTechnology/pi-agent-dashboard
Disciplined implementation in pi-agent-dashboard: the rebuild matrix (extension→reload, server→restart, client→build+restart, openspec-apply→full rebuild) plus the project's code discipline rules.
BlackBeltTechnology/pi-agent-dashboard
Monitor and control the pi-dashboard server. An agent skill from BlackBeltTechnology/pi-agent-dashboard.
BlackBeltTechnology/pi-agent-dashboard
Turn a pi session into a Markdown "how-we-did-it" collaboration guideline: reads the session's JSONL transcript and synthesizes a reusable playbook of which prompts worked, what had to be steered…
Categories
Fill the empty Purpose cells of a directory AGENTS.md tree with one-line LLM summaries (one subagent per file, plan-then-confirm, cap 50 rows/run). Dox Describe is an agent skill from BlackBeltTechnology/pi-agent-dashboard.md tree with one-line LLM summaries (one subagent per file, plan-then-confirm, cap 50 rows/run).
Dox Describe fits situations like: A path-only kb dox init tree; asked to describe the tree; fill AGENTS.md purposes; populate the kb corpus.
Run `npx skills add BlackBeltTechnology/pi-agent-dashboard --skill dox-describe -a claude-code`. Or copy the skill folder (packages/kb-extension/.pi/skills/dox-describe in BlackBeltTechnology/pi-agent-dashboard) into .claude/skills/dox-describe in your project. Claude Code loads it when a task matches its description.
Run `npx skills add BlackBeltTechnology/pi-agent-dashboard --skill dox-describe -a codex`. Or copy the skill folder (packages/kb-extension/.pi/skills/dox-describe in BlackBeltTechnology/pi-agent-dashboard) into .agents/skills/dox-describe in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add BlackBeltTechnology/pi-agent-dashboard --skill dox-describe -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/dox-describe, .gemini/skills/dox-describe, .github/skills/dox-describe and .opencode/skills/dox-describe in your project.
SKILL.md names no scripts, command-line tools or credentials: Dox Describe is instructions for the agent only.
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.
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.
Dox Describe is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.3k tokens (SKILL.md is roughly 5.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Dox Describe: Task Observer (rebelytics/one-skill-to-rule-them-all, 3.2k stars), Harness Agent Team Designer (revfactory/harness, 9.1k stars), Repo Task Proof Loop (DenisSergeevitch/repo-task-proof-loop, 730 stars) and Rules Distillation (affaan-m/ECC, 277k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
BlackBeltTechnology (a GitHub organization) maintains it in BlackBeltTechnology/pi-agent-dashboard, which has 315 GitHub stars. The repository holds 70 skills in this directory. The repository was last updated on October 10, 2026.
Source: BlackBeltTechnology/pi-agent-dashboard on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.