A specialized skill providing industry-specific benchmark data and KPI selection frameworks for KPI dashboard design.
$ npx skills add revfactory/harness-100 --skill kpi-benchmark-engine -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install revfactory/harness-100 kpi-benchmark-engine --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/revfactory/harness-100.git skills-src && mkdir -p .claude/skills && cp -r skills-src/en/51-investor-report/.claude/skills/kpi-benchmark-engine .claude/skills/kpi-benchmark-engine && 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 "kpi-benchmark-engine" agent skill from https://github.com/revfactory/harness-100/tree/main/en/51-investor-report/.claude/skills/kpi-benchmark-engine into .claude/skills/kpi-benchmark-engine/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "kpi-benchmark-engine", 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/revfactory/harness-100/tree/main/en/51-investor-report/.claude/skills/kpi-benchmark-engineType 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 revfactory/harness-100 --skill kpi-benchmark-engine -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install revfactory/harness-100 kpi-benchmark-engine --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .agents/skills && cp -r skills-src/en/51-investor-report/.claude/skills/kpi-benchmark-engine .agents/skills/kpi-benchmark-engine && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "kpi-benchmark-engine" agent skill from https://github.com/revfactory/harness-100/tree/main/en/51-investor-report/.claude/skills/kpi-benchmark-engine into .agents/skills/kpi-benchmark-engine/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "kpi-benchmark-engine", 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 revfactory/harness-100 --skill kpi-benchmark-engine -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install revfactory/harness-100 kpi-benchmark-engine --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/en/51-investor-report/.claude/skills/kpi-benchmark-engine .cursor/skills/kpi-benchmark-engine && 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 "kpi-benchmark-engine" agent skill from https://github.com/revfactory/harness-100/tree/main/en/51-investor-report/.claude/skills/kpi-benchmark-engine into .cursor/skills/kpi-benchmark-engine/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "kpi-benchmark-engine", 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/revfactory/harness-100.git --path en/51-investor-report/.claude/skills/kpi-benchmark-engine--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 revfactory/harness-100 --skill kpi-benchmark-engine -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install revfactory/harness-100 kpi-benchmark-engine --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/en/51-investor-report/.claude/skills/kpi-benchmark-engine .gemini/skills/kpi-benchmark-engine && 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 "kpi-benchmark-engine" agent skill from https://github.com/revfactory/harness-100/tree/main/en/51-investor-report/.claude/skills/kpi-benchmark-engine into .gemini/skills/kpi-benchmark-engine/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "kpi-benchmark-engine", 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 revfactory/harness-100 kpi-benchmark-engineInstalls 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 revfactory/harness-100 --skill kpi-benchmark-engine -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .github/skills && cp -r skills-src/en/51-investor-report/.claude/skills/kpi-benchmark-engine .github/skills/kpi-benchmark-engine && 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 "kpi-benchmark-engine" agent skill from https://github.com/revfactory/harness-100/tree/main/en/51-investor-report/.claude/skills/kpi-benchmark-engine into .github/skills/kpi-benchmark-engine/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "kpi-benchmark-engine", 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 revfactory/harness-100 --skill kpi-benchmark-engine -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install revfactory/harness-100 kpi-benchmark-engine --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/en/51-investor-report/.claude/skills/kpi-benchmark-engine .opencode/skills/kpi-benchmark-engine && 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 "kpi-benchmark-engine" agent skill from https://github.com/revfactory/harness-100/tree/main/en/51-investor-report/.claude/skills/kpi-benchmark-engine into .opencode/skills/kpi-benchmark-engine/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "kpi-benchmark-engine", 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.
kpi-benchmark-engineA specialized skill providing industry-specific benchmark data and KPI selection frameworks for KPI dashboard design.
Kpi Benchmark Engine is an agent skill from revfactory/harness-100. A specialized skill providing industry-specific benchmark data and KPI selection frameworks for KPI dashboard design. Used by the kpi-designer agent when selecting key metrics and setting benchmarks. Automatically applied in contexts such as 'KPI benchmarks', 'key metric selection', 'performance indicators', 'OKR metrics', 'industry KPIs'. However, actual BI tool (Tableau, Power BI) dashboard implementation and real-time data pipeline construction are outside the scope of this skill.
Its SKILL.md is about 970 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 Business, Finance & HR, covering OKRs and executive reporting. It works with Power BI and Tableau. The licence is Apache-2.0.
Read from SKILL.md and the folder at commit 8e8d35c. 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.
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.
Kpi Benchmark Engine loads about 972 tokens when it runs. Until then it costs about 127 tokens; SKILL.md has 325 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 revfactory/harness-100 at commit 8e8d35c, republished under its Apache-2.0 licence (© revfactory). 325 words, ~972 tokens.
.claude/skills/kpi-benchmark-engine/SKILL.md (or your agent's skills folder).A specialized skill that enhances the KPI design capabilities of the kpi-designer agent.
| Criterion | Description | Validation Question |
|---|---|---|
| Specific | Specifically defined | "What is the exact formula for this KPI?" |
| Measurable | Quantitatively measurable | "Where is the data source?" |
| Actionable | Drives action | "What action do we take when this KPI deteriorates?" |
| Relevant | Linked to strategic objectives | "Which strategic objective does this KPI contribute to?" |
| Time-bound | Clear frequency | "What is the measurement frequency (daily/weekly/monthly/quarterly)?" |
| Reliable | Not gameable | "Can this KPI be gamed?" |
| KPI | Seed | Series A | Series B+ | Public |
|---|---|---|---|---|
| ARR Growth | 200%+ | 100-200% | 50-100% | 20-40% |
| NRR | 100%+ | 110%+ | 115%+ | 120%+ |
| Gross Margin | 60%+ | 65%+ | 70%+ | 75%+ |
| CAC Payback (months) | <24 | <18 | <15 | <12 |
| LTV/CAC | >3x | >3x | >4x | >5x |
| Logo Churn (monthly) | <5% | <3% | <2% | <1% |
| KPI | Early | Growth | Mature |
|---|---|---|---|
| GMV Growth | 100%+ | 40-80% | 15-25% |
| Take Rate | 5-15% | 10-20% | 15-25% |
| Repeat Purchase Rate | 20%+ | 30%+ | 40%+ |
| KPI | Benchmark |
|---|---|
| TPV Growth | QoQ 20%+ |
| Revenue/TPV | 1-3% |
| Default Rate | <2% |
| KPI | Benchmark |
|---|---|
| OEE | 85%+ World-class |
| Yield | 95%+ |
| Raw Material Ratio | 30-50% |
[North Star Metric]
(1 core metric)
/ | \
[Primary KPIs] (3-5)
Financial | Growth | Efficiency | Customer
/ | \ \
[Secondary KPIs] (10-15)
Detailed operational metrics, leading indicators| Business Model | North Star Candidates | Reason |
|---|---|---|
| SaaS B2B | ARR or NRR | Quality of recurring revenue |
| Marketplace | GMV or MAU | Two-sided market health |
| Consumer App | DAU/MAU Ratio | User engagement |
| Fintech | TPV or Active Customers | Transaction scale |
| KPI Type | Recommended Chart | Reason |
|---|---|---|
| Trend | Line Chart | Intuitive direction visibility |
| Composition | Donut/Stacked Bar | Ratios at a glance |
| vs. Target | Gauge/Bullet Chart | Gap visualization |
| Benchmark | Horizontal Bar + Reference Line | Relative positioning |
| Cohort | Heatmap | Time-based patterns |
| Source Type | Examples | Reliability |
|---|---|---|
| Research Institutions | Bessemer, OpenView | High |
| Peer Public Company IR | 10-K, Investor Day | High |
| Industry Reports | Gartner, IDC | Medium |
| Internal History | Prior Quarter/Prior Year Same Period | High |
When citing benchmarks in reports, always specify source, date, and sample size.
© revfactory, 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
Just SKILL.md in en/51-investor-report/.claude/skills/kpi-benchmark-engine of revfactory/harness-100.
Open the folder on GitHubat commit 8e8d35c
Kpi Benchmark Engine 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 |
|---|---|---|---|---|---|---|
| Kpi Benchmark Engine this skillrevfactory/harness-100 | 1.3k | — | ~972 | Automated safety check: Pass | Apache-2.0 | |
| Consumer Goods Tpe Dashboard Configureforcedotcom/sf-skills | 1.1k | — | ~1.5k | Automated safety check: Pass | Apache-2.0 | |
| Pbi Report Builderlukasreese/powerbi-claude-skills | 128 | — | ~7.5k | Automated safety check: Pass | None | |
| Create Pbi Reportdata-goblin/power-bi-agentic-development | 1k | — | ~3.7k | Automated safety check: Pass | GPL-3.0 | |
| Building Streamlit Dashboardsiusztinpaul/designing-real-world-ai-agents-workshop | 512 | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | |
| Business Overview Analysiszj-unicom-ai/UniEmployee | 348 | — | ~662 | Automated safety check: Pass | MIT |
forcedotcom/sf-skills
End-to-end headless setup of Trade Promotion Effectiveness (TPE) dashboards for a Trade Promotion Management (TPM) Cloud org, covering tenant pairing checks, permission sets, SSOT and Tableau Next…
lukasreese/powerbi-claude-skills
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data-goblin/power-bi-agentic-development
Step-by-step workflow for creating complete Power BI reports from scratch using pbir CLI.
iusztinpaul/designing-real-world-ai-agents-workshop
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zj-unicom-ai/UniEmployee
Produces a full business health analysis from sales, finance, inventory and customer CSV files: core KPIs, monthly trends, drill-downs and recommendations.
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Design effective KPI dashboards with metrics selection, visualization best practices, and real-time monitoring patterns.
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Categories
A specialized skill providing industry-specific benchmark data and KPI selection frameworks for KPI dashboard design. Kpi Benchmark Engine is an agent skill from revfactory/harness-100. A specialized skill providing industry-specific benchmark data and KPI selection frameworks for KPI dashboard design.
Kpi Benchmark Engine fits situations like: tasks that involve OKRs and executive reporting.
Run `npx skills add revfactory/harness-100 --skill kpi-benchmark-engine -a claude-code`. Or copy the skill folder (en/51-investor-report/.claude/skills/kpi-benchmark-engine in revfactory/harness-100) into .claude/skills/kpi-benchmark-engine in your project. Claude Code loads it when a task matches its description.
Run `npx skills add revfactory/harness-100 --skill kpi-benchmark-engine -a codex`. Or copy the skill folder (en/51-investor-report/.claude/skills/kpi-benchmark-engine in revfactory/harness-100) into .agents/skills/kpi-benchmark-engine 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 revfactory/harness-100 --skill kpi-benchmark-engine -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/kpi-benchmark-engine, .gemini/skills/kpi-benchmark-engine, .github/skills/kpi-benchmark-engine and .opencode/skills/kpi-benchmark-engine in your project.
SKILL.md names no scripts, command-line tools or credentials: Kpi Benchmark Engine 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.
Kpi Benchmark Engine is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 972 tokens (SKILL.md is roughly 3.9k 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 Kpi Benchmark Engine: Consumer Goods Tpe Dashboard Configure (forcedotcom/sf-skills, 1.1k stars), Pbi Report Builder (lukasreese/powerbi-claude-skills, 128 stars), Create Pbi Report (data-goblin/power-bi-agentic-development, 1k stars) and Building Streamlit Dashboards (iusztinpaul/designing-real-world-ai-agents-workshop, 512 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
revfactory (a GitHub user) maintains it in revfactory/harness-100, which has 1,290 GitHub stars. The repository holds 464 skills in this directory. The repository was last updated on March 22, 2026.
Source: revfactory/harness-100 on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.
