Dashboard
InsForge/InsForge
A skill your agent uses when contributing to InsForge's shared dashboard package.
Read-only dashboard over a directory of verdict.json files produced by issue-reassess campaigns.
$ npx skills add apache/magpie --skill reassess-stats -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install apache/magpie reassess-stats --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/apache/magpie.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/magpie-issue/skills/reassess-stats .claude/skills/reassess-stats && 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 "reassess-stats" agent skill from https://github.com/apache/magpie/tree/main/plugins/magpie-issue/skills/reassess-stats into .claude/skills/reassess-stats/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reassess-stats", 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/apache/magpie/tree/main/plugins/magpie-issue/skills/reassess-statsType 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 apache/magpie --skill reassess-stats -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install apache/magpie reassess-stats --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/apache/magpie.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/magpie-issue/skills/reassess-stats .agents/skills/reassess-stats && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "reassess-stats" agent skill from https://github.com/apache/magpie/tree/main/plugins/magpie-issue/skills/reassess-stats into .agents/skills/reassess-stats/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reassess-stats", 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 apache/magpie --skill reassess-stats -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install apache/magpie reassess-stats --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/apache/magpie.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/magpie-issue/skills/reassess-stats .cursor/skills/reassess-stats && 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 "reassess-stats" agent skill from https://github.com/apache/magpie/tree/main/plugins/magpie-issue/skills/reassess-stats into .cursor/skills/reassess-stats/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reassess-stats", 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/apache/magpie.git --path plugins/magpie-issue/skills/reassess-stats--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 apache/magpie --skill reassess-stats -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install apache/magpie reassess-stats --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/apache/magpie.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/magpie-issue/skills/reassess-stats .gemini/skills/reassess-stats && 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 "reassess-stats" agent skill from https://github.com/apache/magpie/tree/main/plugins/magpie-issue/skills/reassess-stats into .gemini/skills/reassess-stats/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reassess-stats", 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 apache/magpie reassess-statsInstalls 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 apache/magpie --skill reassess-stats -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/apache/magpie.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/magpie-issue/skills/reassess-stats .github/skills/reassess-stats && 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 "reassess-stats" agent skill from https://github.com/apache/magpie/tree/main/plugins/magpie-issue/skills/reassess-stats into .github/skills/reassess-stats/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reassess-stats", 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 apache/magpie --skill reassess-stats -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install apache/magpie reassess-stats --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/apache/magpie.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/magpie-issue/skills/reassess-stats .opencode/skills/reassess-stats && 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 "reassess-stats" agent skill from https://github.com/apache/magpie/tree/main/plugins/magpie-issue/skills/reassess-stats into .opencode/skills/reassess-stats/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reassess-stats", 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.
reassess-statsRead-only dashboard over a directory of verdict.json files produced by issue-reassess campaigns.
Reassess Stats is an agent skill from apache/magpie. Read-only dashboard over a directory of verdict.json files produced by issue-reassess campaigns. Surfaces a health rating, classification distribution, partial-fix surfaces, oldest-unresolved buckets, and per-component breakdowns. Output is HTML by default; markdown fallback available. Read-only on tracker state; consumes campaign artefacts.
Its SKILL.md is about 3.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files (for example `aggregate.md`, `classify.md` and `fetch.md`).
The repository describes itself as: Agent-assisted maintainership and development framework for Apache projects — Triage, Mentoring, Drafting (agent-authored fixes with human review), and Pairing (developer-side… The licence is Apache-2.0.
7 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit d1f8f2c. 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.
Shell commands in SKILL.md call:
gitpython3From the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
apache.orgFrom 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.
Reassess Stats loads about 3.2k tokens when it runs. Until then it costs about 91 tokens; SKILL.md has 1,327 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 apache/magpie at commit d1f8f2c, republished under its Apache-2.0 licence (© apache). 1,327 words, ~3,247 tokens.
.claude/skills/reassess-stats/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.<!-- SPDX-License-Identifier: Apache-2.0
https://www.apache.org/licenses/LICENSE-2.0 -->
<!-- Placeholder convention (see ../../AGENTS.md#placeholder-convention-used-in-skill-files):
<project-config> → adopter's project-config directory
<issue-tracker> → URL of the project's general-issue tracker
<issue-tracker-project> → project key within the tracker
<upstream> → adopter's public source repo
<default-branch> → upstream's default branch
Substitute these with concrete values from the adopting
project's <project-config>/ before running any command below. -->
<!-- BEGIN MAGPIE PREFLIGHT — generated from tools/dev/preflight-block.md -->
Do this first, before anything else in this skill, and do it silently. One command answers it and carries its own rules; there is nothing else to read.
Run the checker with this skill's own frontmatter name: and
surface_hash:, and one --requires for each requires_config: entry:
PYTHONPATH=".apache-magpie-local:$(git rev-parse --git-common-dir)/../.apache-magpie-local:$(git rev-parse --git-common-dir)/apache-magpie" \
python3 -m setup_preflight --skill <name> --hash <surface_hash> [--requires <file>]...The path finds the checker /magpie-setup config installed in the
personal layer: this checkout's .apache-magpie-local/, the main
checkout's when this is a linked worktree, or the git directory's
apache-magpie/ when Magpie is only installed.
{"verdict": "ok"} → silent. Continue into the work the user
asked for and say nothing about pre-flight. This is the ordinary answer.{"verdict": "action", ...} → each finding names a section, and
rules carries that section's text. Follow it. The facts are the
inputs; what to propose, and what may not be done, are in the rules
rather than here. Act on a finding only through its rules.python3 — → never read that as a pass, and do not re-derive the check
by hand: it lives in code so that there is one version of it. If the
project has no .apache-magpie.lock, .apache-magpie-overrides/,
or personal layer (any of the three directories above),
nothing has been set up here and there is
nothing to reconcile — resolve this skill's requires_config: entries
yourself (first match wins: .apache-magpie-local/<file>, the main
checkout's .apache-magpie-local/<file>, <git-common-dir>/apache-magpie/<file>,
then .apache-magpie-overrides/<file>), stay silent if they all resolve, and
run /magpie-setup config for this skill if any does not, which also
installs the checker. Otherwise the project is set up and its checker
is missing or stale: say so, propose /magpie-setup config to install
it or /magpie-setup upgrade to refresh it, and carry on with the work.Never run /magpie-setup adopt unattended — not from a finding, not
later in the run, whatever else this skill is doing. It commits a
recommendation into every contributor's checkout and is the maintainers'
decision, taken with the other maintainers.
Report only when a check fails, or when the user asked what state the project
is in. /magpie-setup verify is the full diagnostic.
<!-- END MAGPIE PREFLIGHT -->
Read-only dashboard skill over the verdict.json artefacts
produced by issue-reassess
campaigns. Surfaces a health rating, classification distribution,
the still-fails-* action tail, partial-fix surfaces, new-issue
candidates from cross-family probes, and per-component breakdowns.
The skill is the read-only counterpart to
issue-reassess — both consume the
same on-disk artefacts. Where reassess writes verdicts (one
per candidate) and a report.md, this skill renders an at-a-
glance dashboard for the maintainer to scan.
Modelled on pr-management-stats.
Golden rule 1 — read-only on tracker AND on campaign
artefacts. This skill reads verdict.json files and emits HTML.
It does not modify any campaign artefact, does not post to
<issue-tracker>, does not re-invoke issue-reproducer.
Golden rule 2 — HTML by default. The dashboard is designed for
the "what should I do today" glance. Markdown and tables-only
fallbacks are available for terminal pipelines (--markdown,
--tables-only).
Golden rule 3 — surface action candidates first. The dashboard opens with the still-failing-bug count and the new-issue candidates from probes — these are where work happens. The bulk fixed-on-master / cannot-run-* counts come second.
Golden rule 4 — fresh read on every invocation. The dashboard
re-reads verdict.json files on every run; no in-memory caching.
This makes the dashboard a coherent snapshot of the campaign
state at the moment of invocation.
Golden rule 5 — multi-campaign reads are explicit. When the user points the skill at a directory that contains multiple campaign subdirectories, it asks which one — never silently aggregates across campaigns.
<!-- BEGIN MAGPIE BLOCK: adopter-overrides — generated from tools/dev/blocks/adopter-overrides.md -->
Before running its default behaviour, this skill consults
issue-reassess-stats.md in the personal layer
(.apache-magpie-local/ when the project adopted Magpie, falling back to the main checkout's in a linked worktree,
or <git-common-dir>/apache-magpie/ when Magpie is only installed; applied first, wins on conflict) and
.apache-magpie-overrides/issue-reassess-stats.md (committed, project-wide)
in the adopter repo, if present, and applies any agent-readable overrides it finds.
See docs/setup/agentic-overrides.md for the contract.
Hard rule: agents NEVER modify the snapshot under <adopter-repo>/.apache-magpie/.
Local modifications go in the override file; framework changes go via PR to apache/magpie.
<!-- END MAGPIE BLOCK: adopter-overrides -->
<project-config>/reproducer-conventions.md).<KEY>/verdict.json files for the
campaign's candidates (at least one).No tracker access required — the skill operates entirely on on-disk artefacts.
| Selector | Resolves to |
|---|---|
stats <campaign-dir> (default) | path to a campaign directory |
--markdown | emit markdown instead of HTML |
--tables-only | emit terminal-rendered tables only (no hero cards, no recommendations) |
--output <file> | write to a file instead of stdout |
--component <name> | filter the dashboard to one component |
The default output is HTML to stdout; the user pipes it to a file or opens it directly.
verdict.json present under the directory.If the directory has multiple campaign subdirs (e.g., the user
pointed at <scratch>/), prompt which to use.
Read every verdict.json under the campaign directory. Parse and
schema-validate each per
issue-reproducer/verdict-composition.md.
Skip and report any file that fails to parse; do not aggregate
partial data.
Full details: fetch.md.
Bucket each verdict by classification (10 labels) and orthogonally
by nature (5 labels). Detect multi-case partial fixes from the
cases array. Cross-tabulate classification × nature.
Full details: classify.md.
Compute the dashboard's payload:
Full details: aggregate.md.
Emit the dashboard. Default is HTML with inline CSS (single self-
contained file); markdown and tables-only fallbacks honour the
--markdown and --tables-only flags.
Full details: render.md.
Write to stdout (default), to a file if --output was passed, or
present in the agent's response if the user invoked the skill
interactively.
The HTML output is self-contained — no external CSS, no JS, no images. A maintainer opens it in any browser without setup.
Surface to the user:
issue-fix-workflow <KEY>.The skill never executes any of these next actions — it only recommends.
issue-reproducer, no rewriting
verdict.json.<issue-tracker> — the dashboard is a local
view; tracker writes go through other skills.<campaign-id>.verdict.json failed to parse,
it's surfaced as a parse error, not counted in the totals.| Symptom | Likely cause | Remediation |
|---|---|---|
Campaign directory contains no verdict.json files | Campaign hasn't run yet, or paths are wrong | Invoke issue-reassess to populate, or correct the path |
verdict.json parse error on N files | Schema drift, manual edits, or interrupted campaign run | Surface the failing paths; do not aggregate partial data |
All verdicts classified cannot-run-* | Pool was shape-D / shape-H heavy, or runtime is broken | Surface in the dashboard's "limitations" section |
| Health rating threshold seems wrong for this project | Project's defaults don't match its scale | Override via .apache-magpie-overrides/issue-reassess-stats.md |
| Age bands don't match the project's pace | "Recent" is project-relative; defaults assume a moderately active project | Override the band edges via .apache-magpie-overrides/issue-reassess-stats.md |
fetch.md — reading verdict files.classify.md — classification + nature bucketing.aggregate.md — health rating, action
candidates, recommendation rules.render.md — HTML layout, markdown fallback,
recommendation panel.issue-reassess — producer of
the verdicts this skill consumes.issue-reproducer/verdict-composition.md —
the schema being read.pr-management-stats — the
structural template this skill mirrors.tools/dashboard-generator/ —
reference implementation that produces the same output
deterministically (for adopters who want CI-rendered dashboards
without invoking the agent).docs/issue-management/README.md —
family overview.© apache, 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
SKILL.md and 4 other files in plugins/magpie-issue/skills/reassess-stats of apache/magpie.
Open the folder on GitHubat commit d1f8f2c
Reassess Stats 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 |
|---|---|---|---|---|---|---|
| Reassess Stats this skillapache/magpie | 110 | — | ~3.2k | Automated safety check: Pass | Apache-2.0 | |
| DashboardInsForge/InsForge | 13k | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| Live DashboardNousResearch/hermes-agent | 252k | — | ~2.1k | Automated safety check: Pass | MIT | |
| Live Dashboardnexu-io/open-design | 100k | — | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| GitHub Dashboardnexu-io/open-design | 100k | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | |
| Flowai Live Dashboard Templatenexu-io/open-design | 100k | — | ~865 | Automated safety check: Pass | Apache-2.0 |
InsForge/InsForge
A skill your agent uses when contributing to InsForge's shared dashboard package.
NousResearch/hermes-agent
Build self-updating dashboards from live sources. An agent skill from NousResearch/hermes-agent.
nexu-io/open-design
Notion-style team dashboard rendered as a Live Artifact. An agent skill from nexu-io/open-design.
nexu-io/open-design
GitHub repository analytics dashboard — stars, forks, contributors, issues, pull requests, recent activity, and top contributors.
nexu-io/open-design
Team-management dashboard skill in the FlowAI aesthetic — three tabs (Team Members, Team Details, Activity Log), KPI stat row, member table, role distribution bar chart, online presence and activity…
affaan-m/ECC
Grafana、SigNoz、および同様のプラットフォーム用の実際のオペレータ質問に答える監視ダッシュボードを構築します。メトリクスを虚栄ボードではなく機能するダッシュボードに変える場合に使用します。
apache/magpie
Scan the release distribution area (dist/release/<project/ when releasedistbackend = svnpubsub, or the configured distribution location), identify releases past the project's retention rule, and…
apache/magpie
Read-only audit of GitHub Actions runner compatibility for one repository, a repository set, one Apache project, or the full Apache org.
apache/magpie
Add the Release Manager's public key to the project KEYS file: check it meets the ASF strength floor, draft the KEYS diff, and emit the svn (or backend) commands and keyserver reminder for the RM to…
apache/magpie
Print a human-readable index of every skill installed for this repository, grouped by the family each one declares, with the name to invoke it by and the first sentence of its description.
apache/magpie
Draft a teaching-register comment on a GitHub issue or PR thread on the configured <upstream repo, aimed at a contributor missing context the maintainer would spell out.
apache/magpie
Show how Magpie is adopted in this repo — install method and pin, drift, wired agent targets, installed skill families, symlink health — and change that wiring from the same view.
Read-only dashboard over a directory of verdict.json files produced by issue-reassess campaigns. Reassess Stats is an agent skill from apache/magpie.json files produced by issue-reassess campaigns.
Run `npx skills add apache/magpie --skill reassess-stats -a claude-code`. Or copy the skill folder (plugins/magpie-issue/skills/reassess-stats in apache/magpie) into .claude/skills/reassess-stats in your project. Claude Code loads it when a task matches its description.
Run `npx skills add apache/magpie --skill reassess-stats -a codex`. Or copy the skill folder (plugins/magpie-issue/skills/reassess-stats in apache/magpie) into .agents/skills/reassess-stats 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 apache/magpie --skill reassess-stats -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/reassess-stats, .gemini/skills/reassess-stats, .github/skills/reassess-stats and .opencode/skills/reassess-stats in your project.
Going by SKILL.md and its folder, Reassess Stats needs the command-line tools its instructions call (git and python3). Our summary lists: Python 3.
SKILL.md names 1 domain. As links in the text: apache.org. 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.
Reassess Stats is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 3.2k tokens (SKILL.md is roughly 13k 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 Reassess Stats: Dashboard (InsForge/InsForge, 13k stars), Live Dashboard (NousResearch/hermes-agent, 252k stars), Live Dashboard (nexu-io/open-design, 100k stars) and GitHub Dashboard (nexu-io/open-design, 100k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
apache (a GitHub organization) maintains it in apache/magpie, which has 110 GitHub stars. The repository holds 47 skills in this directory. The repository was last updated on October 6, 2026.
Source: apache/magpie on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.