environmentalist-analyst

rysweet/amplihack · updated Apr 8, 2026

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$npx skills add https://github.com/rysweet/amplihack --skill environmentalist-analyst
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summary

Analyze events through the disciplinary lens of environmental science and ecology, applying ecological principles (energy flow, nutrient cycling, succession), systems thinking, conservation biology frameworks, and sustainability science to understand ecosystem dynamics, evaluate biodiversity impacts, assess climate and pollution effects, and determine long-term environmental sustainability and resilience.

skill.md

Environmentalist Analyst Skill

Purpose

Analyze events through the disciplinary lens of environmental science and ecology, applying ecological principles (energy flow, nutrient cycling, succession), systems thinking, conservation biology frameworks, and sustainability science to understand ecosystem dynamics, evaluate biodiversity impacts, assess climate and pollution effects, and determine long-term environmental sustainability and resilience.

When to Use This Skill

  • Environmental Policy Analysis: Evaluating legislation, regulations, and international agreements affecting environment
  • Climate Change Assessment: Analyzing mitigation and adaptation strategies, emissions policies, climate impacts
  • Conservation and Biodiversity: Assessing protected areas, endangered species, habitat loss, ecosystem restoration
  • Resource Management: Evaluating sustainable use of forests, fisheries, water, soil, minerals
  • Pollution and Toxicity: Analyzing air, water, soil, and chemical pollution impacts
  • Energy Systems: Assessing fossil fuels, renewables, nuclear, and energy transitions
  • Land Use and Development: Evaluating urbanization, agriculture, infrastructure impacts on ecosystems
  • Environmental Justice: Examining disproportionate environmental burdens on marginalized communities
  • Sustainability Assessment: Evaluating long-term ecological, social, and economic sustainability

Core Philosophy: Ecological Thinking

Environmental analysis rests on fundamental ecological principles:

Interconnection and Interdependence: All living and non-living components of ecosystems are interconnected. Changes to one part affect the whole. Humans are part of, not separate from, nature.

Energy Flow and Nutrient Cycling: Energy flows through ecosystems (sun → plants → herbivores → carnivores) and nutrients cycle. Disrupting these fundamental processes degrades ecosystem function.

Carrying Capacity and Limits: Every ecosystem has finite capacity to support populations and absorb waste. Exceeding carrying capacity leads to collapse. Earth has planetary boundaries that must be respected.

Biodiversity Maintains Resilience: Diverse ecosystems are more stable and resilient to disturbances. Biodiversity loss reduces ecosystem services and increases vulnerability.

Succession and Change: Ecosystems are dynamic, not static. They undergo succession following disturbance. Understanding natural change patterns informs conservation and restoration.

Scale Matters: Environmental processes operate across multiple spatial scales (local to global) and temporal scales (days to millennia). Analysis must consider appropriate scales.

Prevention Over Remediation: Preventing environmental damage is vastly more effective and less costly than cleaning up afterward. Precautionary principle applies when risks are uncertain.

Intergenerational Equity: Current generation is steward, not owner, of Earth's resources. Sustainable development meets present needs without compromising future generations' ability to meet their needs.


Theoretical Foundations (Expandable)

Framework 1: Ecosystem Ecology and Services

Core Principles:

  • Ecosystems consist of biotic (living) and abiotic (non-living) components interacting as functional units
  • Energy flows one way (sun → producers → consumers → decomposers); nutrients cycle
  • Primary productivity (photosynthesis) is foundation of ecosystem function
  • Trophic levels represent feeding relationships and energy transfer
  • Ecosystem processes (nutrient cycling, water regulation, pollination) provide services to humanity

Ecosystem Services (Millennium Ecosystem Assessment framework):

Provisioning Services: Products obtained from ecosystems

  • Food (crops, livestock, fish, wild foods)
  • Fresh water
  • Fiber and fuel (wood, biomass)
  • Genetic resources
  • Biochemicals and pharmaceuticals

Regulating Services: Benefits from ecosystem processes

  • Climate regulation (carbon sequestration, temperature moderation)
  • Water purification and waste treatment
  • Pollination
  • Pest and disease control
  • Flood and storm protection

Cultural Services: Non-material benefits

  • Recreation and ecotourism
  • Spiritual and religious values
  • Aesthetic appreciation
  • Cultural heritage
  • Educational values

Supporting Services: Services necessary for all others

  • Soil formation
  • Nutrient cycling
  • Primary production (photosynthesis)

Key Insights:

  • Humans depend utterly on ecosystem services for survival and wellbeing
  • Economic value of ecosystem services vastly exceeds measured GDP
  • Ecosystem degradation undermines services, with cascading impacts
  • Conservation protects services; restoration can rebuild them

When to Apply:

  • Environmental impact assessment
  • Land use planning
  • Conservation prioritization
  • Natural capital accounting
  • Payment for ecosystem services programs

Sources:

Framework 2: Conservation Biology and Biodiversity

Core Principles:

  • Biodiversity exists at genetic, species, and ecosystem levels
  • Extinction is permanent and accelerating due to human activities
  • Small populations face extinction risks (genetic, demographic, environmental stochasticity)
  • Habitat loss and fragmentation are primary threats
  • Conservation requires protecting ecosystems, not just species

Key Concepts:

Extinction Vortex: Small populations trapped in positive feedback loops leading to extinction (low genetic diversity → inbreeding depression → lower fitness → smaller population → lower genetic diversity...)

Island Biogeography: Larger, less isolated habitat patches support more species. Guides protected area design.

Metapopulation Dynamics: Species persist in fragmented landscapes through network of local populations connected by dispersal. Corridors enhance connectivity.

Minimum Viable Population (MVP): Smallest population size with high probability of persisting for specified time. Informs recovery targets.

Biodiversity Hotspots: Regions with exceptional species richness and endemism facing extreme threat. Conservation priority.

Current Crisis:

  • Sixth mass extinction underway, driven by human activities
  • Current extinction rate 100-1000x background rate
  • One million species threatened with extinction (IPBES 2019)
  • Major drivers: Habitat destruction, overexploitation, invasive species, pollution, climate change

When to Apply:

  • Endangered species recovery
  • Protected area design and management
  • Habitat restoration
  • Wildlife trade and poaching issues
  • Invasive species management

Sources:

Framework 3: Climate Science and Change

Core Principles:

  • Greenhouse gases (CO2, CH4, N2O) trap heat in atmosphere
  • Human activities (fossil fuels, deforestation, agriculture) have increased atmospheric CO2 from 280 ppm (pre-industrial) to 420 ppm (2024)
  • Global average temperature has risen ~1.1°C since pre-industrial
  • Warming causes cascading impacts: ice melt, sea level rise, extreme weather, ecosystem shifts
  • Further warming locked in due to climate inertia; immediate action required to limit impacts

IPCC Framework:

Drivers: Greenhouse gas emissions from energy, industry, agriculture, land use change

Physical Impacts: Temperature increase, precipitation changes, ice melt, sea level rise, ocean acidification, extreme events (heat waves, droughts, floods, storms)

Ecological Impacts: Species range shifts, phenological changes, coral bleaching, forest dieback, ecosystem transformation

Human Impacts: Agriculture disruption, water scarcity, heat stress, displacement, conflict, health impacts, economic losses

Mitigation: Reducing emissions through renewable energy, energy efficiency, electrification, carbon sequestration

Adaptation: Adjusting to unavoidable impacts through infrastructure, agriculture shifts, ecosystem-based approaches, planning

Key Insights:

  • Warming above 1.5-2°C risks catastrophic and irreversible impacts
  • Immediate, drastic emissions reductions required to limit warming
  • Adaptation necessary even with aggressive mitigation
  • Climate justice: Poorest and most vulnerable bear disproportionate impacts despite contributing least to emissions
  • Nature-based solutions (forest conservation, wetland restoration) provide both mitigation and adaptation

When to Apply:

  • Climate policy evaluation
  • Energy system transitions
  • Disaster preparedness and adaptation
  • Agriculture and food security
  • International climate negotiations

Sources:

Framework 4: Sustainability Science and Planetary Boundaries

Sustainability Definition (Brundtland Commission 1987): "Development that meets the needs of the present without compromising the ability of future generations to meet their own needs"

Three Pillars (often represented as overlapping circles):

  • Environmental: Ecosystem health, resource conservation, pollution control
  • Social: Equity, health, education, community wellbeing
  • Economic: Prosperity, livelihoods, efficient resource use

True sustainability requires all three pillars; environmental sustainability is foundation

Planetary Boundaries Framework (Rockström et al. 2009, updated 2023):

Nine Earth system processes with boundaries defining "safe operating space for humanity":

  1. Climate Change: Atmospheric CO2 concentration / radiative forcing

    • Status: BOUNDARY TRANSGRESSED
  2. Biosphere Integrity (Biodiversity loss): Extinction rate / genetic diversity

    • Status: BOUNDARY TRANSGRESSED
  3. Biogeochemical Flows: Nitrogen and phosphorus cycles

    • Status: BOUNDARY TRANSGRESSED (nitrogen and phosphorus)
  4. Ocean Acidification: Carbonate saturation of seawater

    • Status: Within boundary but approaching
  5. Land System Change: Forested land as % of original cover

    • Status: BOUNDARY TRANSGRESSED in some biomes
  6. Freshwater Use: Consumptive blue water use

    • Status: BOUNDARY TRANSGRESSED at regional scales
  7. Atmospheric Aerosol Loading: Particulate matter concentration

    • Status: Boundary not yet quantified globally
  8. Stratospheric Ozone Depletion: Ozone concentration

    • Status: Within boundary (recovering due to Montreal Protocol)
  9. Novel Entities: Chemical pollution, plastics, etc.

    • Status: BOUNDARY TRANSGRESSED

Key Insights:

  • Humanity has transgressed 6 of 9 planetary boundaries
  • We are in danger zone for Earth system stability
  • Transgressing boundaries risks abrupt, irreversible changes
  • Must urgently return to safe operating space
  • Framework guides global sustainability governance

When to Apply:

  • Global environmental governance
  • Sustainability indicator development
  • Corporate environmental performance
  • National environmental policy
  • Earth system analysis

Sources:

Framework 5: Environmental Justice and Equity

Definition: "Fair treatment and meaningful involvement of all people regardless of race, color, national origin, or income with respect to the development, implementation, and enforcement of environmental laws, regulations, and policies" (US EPA)

Core Principles:

  • Environmental burdens (pollution, toxic waste, climate impacts) disproportionately affect marginalized communities (low-income, people of color, indigenous peoples)
  • Environmental benefits (parks, clean air/water, climate mitigation) disproportionately accrue to privileged communities
  • Affected communities must have voice in decisions impacting them
  • Distribution of environmental harms is not accidental but reflects structural racism and inequality

Key Concepts:

Distributive Justice: Fair distribution of environmental benefits and burdens

Procedural Justice: Meaningful participation in environmental decision-making

Recognition Justice: Respect for diverse cultures, knowledge systems, and rights

Capabilities Justice: Ensuring communities have capacity to participate and benefit

Evidence of Injustice:

  • Communities of color face higher exposure to air pollution, lead, pesticides, hazardous waste
  • Climate change disproportionately impacts poor and marginalized globally and locally
  • Toxic facilities disproportionately sited near communities of color
  • Environmental enforcement weaker in disadvantaged communities
  • Indigenous peoples face extractive projects on traditional lands without consent

When to Apply:

  • Facility siting decisions (waste, industry, infrastructure)
  • Environmental policy and regulation
  • Climate policy and adaptation
  • Conservation and protected areas (potential displacement)
  • Resource extraction (mining, logging, drilling)
  • Urban planning and green space

Sources:

Framework 6: Ecological Economics and Degrowth

Ecological Economics distinguishes itself from neoclassical environmental economics:

Core Principles:

  • Economy is subsystem of finite biosphere, not the reverse
  • Economic scale is constrained by ecological limits
  • Infinite growth on finite planet is impossible
  • GDP growth does not equal wellbeing or sustainability
  • Natural capital cannot be fully substituted by human-made capital
  • Discounting future generations is unethical

Critiques of Growth Paradigm:

  • Decoupling economic growth from resource use and emissions has not occurred at necessary scale
  • Growth-driven economy structurally incompatible with planetary boundaries
  • Efficiency gains offset by scale increases (Jevons paradox / rebound effect)
  • Growth benefits accrue disproportionately to wealthy while environmental costs borne by poor

Degrowth: "Planned reduction of energy and resource throughput to bring economy into balance with Earth's capacity while improving wellbeing"

Degrowth Proposals:

  • Reduction of material/energy throughput in high-income countries
  • Shift from GDP to wellbeing indicators
  • Shorter work week, work sharing
  • Universal basic services (healthcare, education, housing)
  • Limits on resource extraction and consumption
  • Local and circular economies

When to Apply:

  • Economic policy critique
  • Sustainability strategy
  • Climate mitigation pathways
  • Consumption and lifestyle analysis
  • Green growth vs. degrowth debates

Sources:


Core Analytical Frameworks (Expandable)

Framework 1: Life Cycle Assessment (LCA)

Definition: "Methodology for assessing environmental impacts associated with all stages of a product's life from raw material extraction through materials processing, manufacture, distribution, use, repair and maintenance, and disposal or recycling"

Phases:

  1. Raw Material Extraction: Mining, drilling, harvesting; habitat destruction, pollution
  2. Manufacturing: Energy use, emissions, waste generation
  3. Transportation: Fuel consumption, emissions
  4. Use Phase: Energy/resource consumption during product use
  5. End of Life: Disposal (landfill, incineration) or recycling

Impact Categories Assessed:

  • Climate change (greenhouse gas emissions)
  • Resource depletion (minerals, fossil fuels, water)
  • Air pollution (particulates, NOx, SOx)
  • Water pollution (eutrophication, toxicity)
  • Land use and habitat impacts
  • Toxicity (human and ecological)

Key Insights:

  • Many products have largest impacts in extraction or use phases, not manufacturing
  • Recycling significantly reduces impacts compared to virgin materials
  • "Green" products may have hidden impacts (e.g., electric vehicles: battery production vs. use phase emissions)
  • System boundaries and assumptions profoundly affect results

Applications:

  • Product design and improvement
  • Comparing alternatives (paper vs. plastic bags, electric vs. gasoline vehicles)
  • Corporate sustainability reporting
  • Policy development (eco-labels, extended producer responsibility)

Sources:

Framework 2: Environmental Impact Assessment (EIA)

Definition: "Process of evaluating the likely environmental impacts of a proposed project or development, taking into account inter-related socio-economic, cultural, and human-health impacts"

Purpose: Inform decision-makers and public before approving projects; identify mitigation measures

Process:

  1. Screening: Determine if EIA required
  2. Scoping: Identify key issues and impacts to assess
  3. Impact Analysis: Predict magnitude and significance of impacts
  4. Mitigation: Propose measures to avoid, minimize, or compensate impacts
  5. Reporting: Document findings in Environmental Impact Statement (EIS)
  6. Review: Public and expert review of EIS
  7. Decision: Approval, rejection, or conditional approval
  8. Monitoring: Track actual impacts post-approval

Impact Categories:

  • Air quality
  • Water resources (quality, quantity, hydrology)
  • Soil and geology
  • Flora and fauna (biodiversity)
  • Ecosystems and habitats
  • Climate (greenhouse gas emissions)
  • Noise, light, visual impacts
  • Cultural heritage and archaeology
  • Socioeconomic (livelihoods, health, displacement)

Mitigation Hierarchy:

  1. Avoid: Prevent impacts (alternative site, design)
  2. Minimize: Reduce magnitude or extent
  3. Restore: Repair or rehabilitate affected resources
  4. Compensate: Offset unavoidable impacts (biodiversity offsets, conservation elsewhere)
  5. <
how to use environmentalist-analyst

How to use environmentalist-analyst on Cursor

AI-first code editor with Composer

1

Prerequisites

Before installing skills in Cursor, ensure your development environment meets these requirements:

  • Cursor installed and configured on your development machine
  • Node.js version 16.0+ with npm package manager (verify with node --version)
  • Active project directory or workspace where you want to add environmentalist-analyst
2

Execute installation command

Execute the skills CLI command in your project's root directory to begin installation:

$npx skills add https://github.com/rysweet/amplihack --skill environmentalist-analyst

The skills CLI fetches environmentalist-analyst from GitHub repository rysweet/amplihack and configures it for Cursor.

3

Select Cursor when prompted

The CLI will show a list of available agents. Use arrow keys to navigate and space to select Cursor:

◆ Which agents do you want to install to?
│ ── Universal (.agents/skills) ── always included ────
│ • Amp
│ • Antigravity
│ • Cline
│ • Codex
│ ●Cursor(selected)
│ • Cursor
│ • Windsurf
4

Verify installation

Confirm successful installation by checking the skill directory location:

.cursor/skills/environmentalist-analyst

Reload or restart Cursor to activate environmentalist-analyst. Access the skill through slash commands (e.g., /environmentalist-analyst) or your agent's skill management interface.

Security & Verification Notice

We perform automated surface-level scans (Gen AI Scanner, Socket, Snyk) during installation. These checks detect common vulnerabilities but do not guarantee complete security. Always review skill source code and verify the publisher's reputation before production use.

Skills execute code in your development environment. Always verify the publisher's identity, review recent commits, and test in isolated environments before production deployment.

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Use Cases

User Story & Requirements Generation

Create detailed user stories, acceptance criteria, and feature specs

Example

Generate user stories for 'password reset feature' with acceptance criteria, edge cases, and test scenarios

Reduce spec writing time by 50%, ensure comprehensive coverage

Competitive Analysis

Research competitors, compare features, identify gaps

Example

Analyze 5 competitor products, create feature comparison matrix, suggest differentiation opportunities

Complete competitive research in 2 hours instead of 2 days

Roadmap Prioritization

Evaluate features using frameworks (RICE, ICE, Kano) and create prioritized backlogs

Example

Score 20 feature ideas using RICE framework, generate prioritized roadmap with rationale

Make data-driven prioritization decisions faster

Stakeholder Communication

Draft PRDs, status updates, and stakeholder presentations

Example

Create executive summary of Q3 roadmap, monthly progress report, feature launch announcement

Save 3-5 hours/week on communication overhead

Implementation Guide

Prerequisites

  • Claude Desktop or compatible AI client
  • Access to product documentation and roadmap tools (Jira, Notion, etc.)
  • Understanding of product management frameworks (RICE, Jobs-to-be-Done, etc.)
  • Stakeholder contact information and communication channels

Time Estimate

30-60 minutes to see productivity improvements

Installation Steps

  1. 1.Install product management skill
  2. 2.Start with user story generation for known feature
  3. 3.Progress to competitive analysis: research 2-3 competitors
  4. 4.Use for roadmap prioritization: apply RICE/ICE scoring
  5. 5.Draft stakeholder communications and refine based on feedback
  6. 6.Build template library for recurring PM tasks
  7. 7.Share effective prompts with product team

Common Pitfalls

  • Not validating competitive research—verify facts before sharing
  • Accepting user stories without involving engineering team
  • Over-relying on frameworks without qualitative judgment
  • Not customizing outputs to company culture and communication style
  • Skipping stakeholder validation of generated requirements

Best Practices

✓ Do

  • +Validate research and competitive analysis with real data
  • +Collaborate with engineering when generating technical requirements
  • +Customize frameworks and templates to your company context
  • +Use skill for first drafts, refine with stakeholder input
  • +Document successful prompt patterns for PM tasks
  • +Combine AI efficiency with human judgment and intuition

✗ Don't

  • Don't publish competitive analysis without fact-checking
  • Don't finalize user stories without engineering review
  • Don't make prioritization decisions solely on AI scoring
  • Don't skip customer validation of generated requirements
  • Don't ignore company-specific context and culture

💡 Pro Tips

  • Provide context: company goals, constraints, customer feedback
  • Ask for alternatives: 'Show 3 ways to prioritize this roadmap'
  • Request stakeholder-specific formatting: 'Executive summary vs. engineering spec'
  • Use skill for 70% generation + 30% customization to company needs

When to Use This

✓ Use When

Use for user story writing, competitive research, roadmap prioritization, stakeholder communication, and PRD drafting. Best for reducing repetitive documentation and research work.

✗ Avoid When

Avoid for strategic product vision (requires deep customer empathy), pricing decisions (needs market and financial expertise), or when face-to-face customer discovery is more valuable than speed.

Learning Path

  1. 1Basic: user stories, feature specs, status updates
  2. 2Intermediate: competitive analysis, prioritization frameworks, PRDs
  3. 3Advanced: product strategy, go-to-market planning, OKR setting
  4. 4Expert: product vision, market positioning, business model innovation

Discussion

Product Hunt–style comments (not star reviews)
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general reviews

Ratings

4.463 reviews
  • Noah Haddad· Dec 24, 2024

    I recommend environmentalist-analyst for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.

  • Mia Ramirez· Dec 20, 2024

    Keeps context tight: environmentalist-analyst is the kind of skill you can hand to a new teammate without a long onboarding doc.

  • Mia Perez· Dec 20, 2024

    environmentalist-analyst reduced setup friction for our internal harness; good balance of opinion and flexibility.

  • Diya White· Dec 16, 2024

    environmentalist-analyst fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.

  • Maya Jain· Dec 16, 2024

    Solid pick for teams standardizing on skills: environmentalist-analyst is focused, and the summary matches what you get after install.

  • Pratham Ware· Dec 12, 2024

    environmentalist-analyst fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.

  • Noah Huang· Dec 8, 2024

    Registry listing for environmentalist-analyst matched our evaluation — installs cleanly and behaves as described in the markdown.

  • Omar Martinez· Dec 4, 2024

    environmentalist-analyst is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.

  • Noah Khan· Nov 27, 2024

    Useful defaults in environmentalist-analyst — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.

  • Omar Smith· Nov 23, 2024

    Solid pick for teams standardizing on skills: environmentalist-analyst is focused, and the summary matches what you get after install.

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