RESILAND Intelligence

AI-powered decision support for the World Bank's $256M RESILAND CA+ landscape-restoration program — Claude Opus 4.7 turns months of consultant analysis into minutes, live in production.

Production dark theme + 4-language UI (EN · TR · RU · UZ) · 3D globe hero + interactive satellite map across six countries · Opus 4.7 generates Phase-4-style feasibility reports in 2–3 minutes (with prompt caching) · Drop a field photo for Opus Vision analysis, or a KMZ/KML/GeoJSON polygon for geospatial scoring · MCP server + admin panel — clone, run python scripts/setup.py, plug in your own API keys.

A note on naming. The World Bank program is RESILAND CA+. Our production domain is resilland.com (the .com we could acquire for the build). Internal code identifiers use the shorter resiland prefix that pre-dates the domain. Same project, three spellings, all intentional.

📋 Roadmap & Channels: ROADMAP.md — what's live today (web + MCP + WhatsApp bot at +90 535 374 99 71), what's coming in Q2/Q3 2026 (5-country expansion · Blender 3D nursery design · disease/product CV · researcher no-code sub-agent builder · 12 queued open datasets), and the long-term moonshots.

🪧 Live kanban board: github.com/users/ilhankilic/projects/2 — the same 25 roadmap items as a public GitHub Projects board. Switch the layout to Board and group by Roadmap Phase for the four-column kanban view (Done · Q2 2026 · Q3-Q4 2026 · Moonshot).

Demo video

▶ Watch on YouTube — 3:15 · İlhan Kılıç (retired engineer, Türkiye) opens the build with consultant İsmail Belen (Turkish forestry expert, decades of arid-land restoration in Central Asia) and Dr. Hülya Hernandez — six days of Opus 4.7 work on the World Bank's $256 M RESILAND CA+ program. Cameras on the live site: globe hero → satellite map → Opus 4.7 feasibility report streaming → MCP install snippet.

Screenshots

Landing — marketing surface



Same data, different lens — MiniTerrain 3D topo view (Sentinel-2, NDVI time series, cadastral polygons, admin boundaries on one canvas)	A Phase 4 report, drafted by Opus 4.7 — Fergana Valley / Namangan Oblast feasibility card with inline citations

Speak to your landscape + Your assistant, wherever you work — Web Speech → Haiku 4.5 / Opus 4.7 and a live MCP install snippet in one frame	Clone it. Plug your keys in. Ship. — CTA + full footer with Slack / Discord / WhatsApp / LinkedIn community links

Shaped with the people doing the work — consultant testimonials alongside the `pip install mcp-resilland` + `claude mcp add` flow

/app — live map



World scale — 20.5 M ha under management across six countries, RESILAND pilot regions highlighted in emerald + violet	Parcel detail — ESRI satellite imagery, Map Layers side panel (base maps, weather, fires, vegetation)

Layer-aware stats + controls — Default / Mine / Org tabs, per-layer opacity, multi-tenant sharing (sprint H)

Analyze dashboard



Verdict overview — Opus 4.7 suitability score 74/100, confidence = high, top species, ecological highlights, risks, next steps, pipeline sidebar	Environment & NDVI — temperature monthly series, precipitation SPI-3, drought index, NDVI 5-year trend — all sourced from ERA5 + CHIRPS + Sentinel-2

/stats — live data intelligence



KPIs — 125 documents, 757 chunks, 413 avg tokens, 5,925 Sentinel scenes, 20.5 M ha, 3,566 parcels — all live from Postgres every 30 s	Deeper view — chunk-size distribution (Voyage-3), country-coverage bar (UZB 100%), live ticker, and the LIVE / PLACEHOLDER / TILE-API disclosure panel

Admin console



First-run setup wizard — Account → AI Providers → Maps → Satellite → Default Layers, credentials Fernet-encrypted in Postgres, nothing written to `.env`	Organizations — multi-tenant workspaces, role-based invitations (owner / admin / user), revocable tokens

Knowledge Ingestion — drag-drop DOCX / PDF / PPTX / MD / GeoJSON or paste a GitHub repo URL; Opus 4.7 classifies kind + relevance + tags, Voyage-3 embeds into pgvector

/roadmap — "What's Next" (7 Three.js dioramas)



01 Simulate · Q2 2026 — 36 saplings grow in a parcel over a 20-year timeline, sun arcs overhead, carbon ring fills. 02 Design · Q2 2026 — 4-zone nursery auto-design with irrigation lanes and floating octahedron markers	03 Measure · Q3 2026 — Sentinel-2 orbits overhead, scan cone reveals bounding boxes across 40 trees. 04 Measure · Q3 2026 — drone mows lawn pattern over crop-row field while the satellite writes weekly deltas

05 Report · Q4 2026 — 8 floating document planes with header bars and connector lines, progress rings fill at 84%. 06 Community · Q4 2026 — 14 pins on a grid-map, photo cards hover overhead, lines rise to a central pool sphere	07 Intelligence · Q1 2027 — holographic leaf with 5 pulsing disease spots, scan ring + 8 orbiting octahedron readouts · below: BYO-key pricing card ($10 ≈ 1,000 Opus 4.7 scans, transparent cost math)

Screenshots reflect the state as of 2026-04-25 on resilland.com. Files live in assets/screenshots/.

What

An AI-powered decision-support platform that turns months of manual landscape-restoration analysis into minutes. Built in six days for the Cerebral Valley "Built with Opus 4.7" hackathon as a working prototype for the World Bank's RESILAND CA+ program — a $256M landscape-restoration initiative covering Kazakhstan, Kyrgyzstan, Tajikistan, Uzbekistan ($153M) and Turkmenistan — plus Türkiye as a partner geography drawing on decades of OGM / TEMA reforestation expertise.

Designed to be clone-and-go: nothing sensitive lives in the repo. Run the interactive scripts/setup.py wizard, answer a few questions, docker compose up, and you are live — locally on your laptop or on a Linux VPS behind nginx.

Why

Central Asia is the most under-represented region in AI-for-climate. RESILAND CA+ manages tens of millions of hectares of degraded forest across five countries, and decisions rely on month-long manual consultant reports. Every day of delay means more desertification, mudflows and lost ecosystem services. Türkiye's decades of dryland afforestation experience is directly transferable — this platform connects those dots.

What Opus 4.7 does here that no prior model class could:

Teacher model — learns from nine World Bank Phase 4 feasibility reports, drafts new ones in 2–3 minutes (with prompt caching) instead of months of consultant work
Multi-modal vision — reads field photos + Sentinel-2 imagery + multi-page PDFs in the same request, cites passages by page
Localized at the UI level — full English / Turkish / Russian / Uzbek interface; report bodies are Sonnet-translated on demand and clearly labeled as machine translation
Adaptive routing — Haiku 4.5 handles ~90 % of conversational queries, Sonnet 4.6 drives per-section report generation with prompt caching, Opus 4.7 escalates for deep cross-document reasoning and Vision

Who it is for

World Bank Task Team Leaders overseeing RESILAND projects
National forestry agencies in the five CA countries (Uzbekistan State Forestry Agency, etc.)
Field consultants running Phase 4-6 assessments — including the team behind this project
Community cooperatives implementing on-the-ground restoration

Geographic scope

Code	Country	Role
UZB	Uzbekistan	Primary pilot — 3,563 cadastral parcels + nine Phase 4 reports
KAZ	Kazakhstan	RESILAND CA+ partner ($6M allocation)
KGZ	Kyrgyzstan	RESILAND CA+ partner ($52M allocation)
TJK	Tajikistan	RESILAND CA+ partner ($45M allocation)
TKM	Turkmenistan	RESILAND CA+ partner
TUR	Türkiye	Partner geography — OGM / TEMA afforestation expertise

Every spatial table carries a country column so the same platform serves all six geographies; Sentinel-2, GADM boundaries and climate data cover the region uniformly.

Features

Landing + public

3D globe hero with procedural NDVI shader + atmospheric glow (Three.js)
/stats — live data-intelligence dashboard: documents, vector chunks, NDVI rasters, parcels, area, sources — queried from production Postgres every 30 s, with transparent LIVE / PLACEHOLDER / TILE-API badges on every panel
Landing reports modal — nav / CTA / footer Reports buttons open a modal listing the user's saved reports instead of navigating away; anonymous visitors see a sign-in prompt
Voice + mascot — Web Speech API + Haiku 4.5 assistant that can navigate pages and trigger the analyze pipeline by voice

Analysis workflow

Draw-then-analyze — draw a polygon on the map, pick a model (Opus 4.7 / Sonnet 4.6), get a streaming dashboard: verdict card + species recommendations + NDVI trend + nearest nurseries + climate + 9 section markdowns
Cached reopen — click any past analysis from the Reports drawer or /reports?tab=analyses and the full dashboard rehydrates from cache (no Opus re-run). Old reports that predate the cached-dashboard format gracefully fall back to 9 per-section markdown cards
Upload pipeline — drop a photo / KMZ / KML / GeoJSON / GeoTIFF; parse + Vision + reverse-geocode + feasibility report in one flow
Background translate — translation runs in an asyncio background task so closing the tab does not lose work; UI polls until the sibling report flips to final

Report center

Multi-lingual siblings — one analysis_group shares reports across EN / TR / RU / UZ with the same scope and data
Per-section versioning — re-analyze any of the nine sections (executive_summary, ndvi_analysis, …) without touching the rest
Share links — 7-day signed URLs, public read-only with PDF download
PDF export — server-side weasyprint render with MRV-ready metadata
Oblast roll-ups — aggregate dozens of parcel analyses into a programme-level brief

Admin + ops

Multi-tenant — Organizations + invitations + per-org layer sharing via M2M (migration 0013)
Policy engine — personal key → operator-shared key + active demo allowance → HTTP 402, explicit cascade documented in /admin/providers
10 k-token / day demo allowance — users without keys can try the platform for 30 days on the operator's shared key
Knowledge ingestion — /admin/ingest takes DOCX / PDF / PPTX / MD / HTML / GeoJSON or a GitHub repo URL, pipes it through parse → Opus 4.7 metadata (kind / relevance / tags / summary) → semantic splitter → Voyage-3 embeddings → pgvector, all with per-stage audit trail
CMS — help centre + blog + privacy policies, all TipTap-editable, locale-aware
Audit log — every mutation (role changes, provider edits, ingestion runs, prompt updates, report creation) appended to audit_logs with actor + diff + target + timestamp; MRV-ready
MCP server — mcp-resilland on PyPI · source lives both in this mono-repo at mcp/ and in its own distribution repo github.com/ilhankilic/mcp-resilland (PyPI release pipeline). 16 tools, 8 resources, 3 prompts covering parcels, nurseries, analyze_area, feasibility reports, translate, Report Center (list/get/translate/share/PDF), and live platform stats. Usable inside Claude Desktop / Cursor / Windsurf.

Bring your own keys

Two modes, switchable per provider:

Self-host (BYO keys) — each user pastes their own key on /settings/api-keys; the Policy Engine routes requests to that key.
Operator mode — an operator flips a provider to is_operator_shared in /admin/providers. Users can then run on that key under a demo allowance (default: 30 days, 10 k tokens / 100 requests per day, issued from /admin/demo-keys). Hitting the cap returns HTTP 402 with a link back to settings.

Cascade: personal key → operator-shared + active demo → 402.

Quick start

git clone https://github.com/<YOUR_GITHUB_USER>/resilland-intelligence.git
cd resilland-intelligence

# Interactive wizard — writes .env, walks Firebase/API-keys/passwords:
python scripts/setup.py

# Spin up the stack
docker compose up -d
docker compose exec backend alembic upgrade head

# First sign-in becomes superadmin:
open http://localhost:3000

Production deployment (Linux VPS + nginx + certbot): see DEPLOY.md or run python scripts/setup.py --prod for production defaults.

Service	Local port
Next.js frontend	3000
FastAPI backend	8000
PostgreSQL 16 + PostGIS 3.4	5432
Redis 7	6379
MinIO API / console	9000 / 9001
pgAdmin (`--profile tools`)	5050

Tech stack

Layer	Technology
Frontend	Next.js 14 (app router) + React 18 + TypeScript + Tailwind + Three.js + react-leaflet + TipTap
Backend	FastAPI (Python 3.11) + SQLAlchemy 2.0 async + asyncpg + GeoAlchemy2 + Alembic
Database	PostgreSQL 16 + PostGIS 3.4 + pgvector
Cache / queue	Redis 7
Object store	MinIO (S3-compat)
Auth	Firebase Auth (Google + email/password)
AI	Anthropic Claude Opus 4.7 · Sonnet 4.6 · Haiku 4.5
Embeddings	Voyage-3 (Voyage AI)
Satellite	Sentinel-2 via STAC · Google Earth Engine · SoilGrids · Open-Meteo · ESA WorldCover
MCP	FastMCP 3.x — `mcp-resilland` on PyPI / mirror repo
Deployment	Docker Compose + nginx + Let's Encrypt

Architecture

┌─────────────────────────────────────────────────────────────┐
│ Next.js frontend — landing + /app map + /reports + /stats  │
│ 3D globe · draw polygon · streaming dashboard · TipTap CMS │
└────────────────────────────┬────────────────────────────────┘
                             │ HTTPS + SSE
           ┌─────────────────▼─────────────────┐
           │ FastAPI backend                   │
           │ /parcels /ai/analyze (stream)     │
           │ /reports /agent/internal /mcp     │
           │ Policy engine · audit log · RQ    │
           └──┬──────┬──────────────┬───────┬──┘
              │      │              │       │
   ┌──────────▼─┐  ┌─▼────────┐  ┌──▼───┐  ┌▼──────────┐
   │ Postgres 16│  │ Anthropic│  │MinIO │  │ Redis     │
   │ + PostGIS  │  │ Opus /   │  │(S3)  │  │ + RQ      │
   │ + pgvector │  │ Sonnet / │  │uploads│  │ cache     │
   │ 25 tables  │  │ Haiku    │  │reports│  │ sessions  │
   └────────────┘  └──────────┘  └──────┘  └───────────┘

All backend reads are read-only against /data (bind-mounted government datasets); mutations only touch Postgres + MinIO.

Data pipeline & ingestion

RESILAND Intelligence is only as good as the data under it. Here's what the stack has processed as of 2026-04-25 — all numbers are live and visible on the /stats dashboard.

Current ingestion footprint

Layer	Count	Notes
Cadastral parcels	3,563	Public Uzbek cadastral shapefile → PostGIS (EPSG:4326), every parcel has geometry + centroid + raw DBF attrs
Total area under management	20,507,131 ha	Sum of `Parcel.area_hectares` across the 3,563 rows
Admin boundaries	229	GADM 4.1, Uzbekistan oblast + tuman level (Kazakhstan/Kyrgyzstan/Tajikistan/Turkmenistan/Türkiye boundaries queued — see roadmap)
Nurseries	11	RESILAND-9 + 2 auxiliary, GPS-point rows with category + source
NDVI snapshots	5,921	Sentinel-2 L2A monthly medians, per-parcel, multi-scale buffers (500 m / 2 km / 5 km / 10 km)
Tree species catalog	64	Curated Central Asia + Türkiye dryland restoration candidates
Species enrichments	65	Opus 4.7 cross-reference writes — disease, pest, cultivar, silviculture, ecology, 4 languages
Documents (RAG corpus)	125	Broken down below
Vector chunks	757	All embedded (Voyage-3, 1024 dims)
Total tokens in pgvector	312,858	Avg 413 tokens/chunk with 50-token overlap
Feasibility reports (final)	13	9 World Bank Phase 4 originals + 4 Opus-generated drafts
Report sections (versioned)	99	Each section can be re-analysed without touching the other eight
Layer features	3,843	Admin boundaries + parcels + nurseries + uploads, each visible on the map
User uploads	5	Photo / KMZ / KML / GeoTIFF; Vision analysis + reverse-geocode + auto-feasibility
Audit log events	289	Every mutation traced (who / what / when / diff)

Documents broken down by kind

Kind	Count	What it contains
`regional_data`	75	Country-level climate indicators (ERA5, CHIRPS, SPI, FWI, Hansen GFC, WRI water stress, MODIS dust, soil moisture, WorldCover)
`species_profile`	20	One document per tree species — climate profile, tolerances, silviculture
`research_brief`	10	Academic paper summaries (Stanturf 2020, Matsui 2019, Sutton 2026, Dubovyk 2013/2017, Meroni 2017 BACI)
`phase4_report`	9	World Bank RESILAND CA+ Phase 4 feasibility reports (Dargom, Kitob, Pastdargom, Şehrisabz, Termiz, Uzun, Shortan, O'rtaorol, Nine-Nurseries summary)
`other`	8	Uncategorised — tagged for reclassification
`phase5_report`	1	Qoravultepa detailed design (post-Phase 4)
`nursery_handbook`	1	Turkish OGM Fidan Yetiştiriciliği handbook
`technical_disposition`	1	MRV protocol draft

Ingestion pipeline

Raw source (PDF / DOCX / shapefile / CSV / KMZ / TSV)
    ↓
Parse + clean (PyMuPDF · python-docx · pyshp · fastkml)
    ↓
Opus 4.7 metadata pass (kind · relevance · tags · summary · language)
    ↓
Semantic splitter (50-token overlap; 400-600 target)
    ↓
Voyage-3 embedding (1024-dim dense vectors)
    ↓
PostgreSQL 16 + pgvector (IVFFlat index, cosine distance)
    ↓
Retrieval: top-K cosine + similarity score injected into prompts

Every ingestion step appends an audit_logs row so the lineage is queryable later — critical for the MRV (Monitoring-Reporting-Verification) use case where World Bank task team leaders must cite provenance.

Planned ingestion (post-submit roadmap)

Next wave targets the remaining five RESILAND CA+ partner geographies and roughly 10× the current RAG corpus. Concrete targets:

Layer	Today	Target Q3 2026	Why
Admin boundaries	229 (UZB only)	~2,100 (all 6 countries)	GADM 4.1 covers KAZ/KGZ/TJK/TKM/TUR at district level; loading is a one-off `scripts/import_boundaries.py` run
Cadastral parcels	3,563 (UZB)	~60,000 (UZB + KAZ + KGZ pilot districts)	Kazakhstan State Land Committee + Kyrgyz Forest Service sharing agreements in draft
NDVI snapshots	5,921	~200,000	Expand from UZB-only pilot to Central Asia + Türkiye at monthly cadence
Documents	125	~1,500	FAO GAEZ crop suitability, UN-REDD+ national submissions, Turkish OGM silviculture library (~1 GB PDFs queued), academic literature pipeline via OpenAlex
Vector chunks	757	~45,000	Follows directly from 10× document count + slightly shorter chunks for newer handbooks
Species catalog	64	~250	Add shrubs + saxaul-belt halophytes + post-fire pioneers + Türkiye Mediterranean species
Species enrichments	65	~4,000	250 species × 16 (country × use-case) Opus cross-refs
Nurseries	11	~200	Full Uzbek agency inventory + Turkmen / Kyrgyz / Kazakh partners

Gate: we ship the submission with what judges can verify is live — the 10× targets above need partner data agreements + budget for the ingestion compute, not engineering work. The pipeline scales linearly; no rewrites needed.

Sprint timeline

Day 0 — 2026-04-21 · Repo, plan, domain, decision log. Day 1 — 2026-04-22 · Sprint 1 + Auth: Docker stack, PostGIS, 5 domain + 6 auth/admin tables, FastAPI, Next.js dark-theme map, Firebase auth, admin panel, encrypted provider vault, 5-step setup wizard. Day 2 — 2026-04-22 · Sprint 2 + 3: pgvector + Phase 4 RAG ingestion, SpatialContextBuilder, Opus 4.7 feasibility generator with prompt caching, Vision upload pipeline, EN/TR/RU/UZ i18n, voice (Web Speech), MRV-ready PDF, country column on every spatial table. Day 3 — 2026-04-23 · Sprint G + H: draw + measure, area analysis streaming, mascot page-awareness, organisations + invitations + layer sharing (0013), 3D viewer gate, API-key policy engine, demo allowance, MCP settings page, policy_pages CMS, public-repo flip prep. Day 4 — 2026-04-24 · Sprint R + MA: Report Center (R-01..R-23 + S1..S4 + B1..B4), in-map Reports drawer + detail modal, SSE streaming, Managed Agent Phase A+B bridges (P2 area pipeline + P3 translator), deploy hook. Day 5 — 2026-04-25 · Landing: 3D globe hero, /stats data-intelligence dashboard, landing reports modal, analyses cached reopen, social links, security sweep, README polish. Day 6 — 2026-04-26 · Demo video + submission + repo flip to public.

Data sources

Sentinel-2 L2A — 10 m optical imagery, 5-day revisit (STAC + GEE)
GADM 4.1 — administrative boundaries for all six countries
OpenStreetMap — base tiles
Open-Meteo — weather forecasts
SoilGrids 250 m — soil properties
ESA WorldCover 10 m — land-cover classification
Mapbox Terrain-RGB — elevation / DEM for 3D (BYO token)
Uzbek cadastral shapefile — public forest parcels registry (licensed locally, not redistributed)
Internal consulting datasets — used locally for analysis, never committed

Acknowledgements

İsmail Belen — international forestry expert (40+ years across Türkiye, Central Asia and UN/FAO programmes). Primary domain partner; platform design shaped by his long-running work on RESILAND CA+ feasibility assessments and ORMEL / TEMA reforestation programmes in Türkiye.
World Bank Korea Green Growth Trust Fund — primary program funder for RESILAND CA+.
Anthropic × Cerebral Valley — hackathon organisers, Opus 4.7 access, API credits.
Claude Code — paired through every sprint; dev practice, diffs and docs are a joint effort (see commit log + CLAUDE.md).

Contributing & security

CONTRIBUTING.md — branch + PR conventions, code style, migration rules
CODE_OF_CONDUCT.md — community expectations
SECURITY.md — vulnerability reporting (please do not open a public issue for security findings)
DEPLOY.md — self-host deployment guide (nginx + certbot + Docker Compose)

Roadmap — coming soon

These features are built and tested; they are scheduled for the first post-hackathon release rather than the 2026-04-26 demo so the submission surface stays small and stable.

MCP server

Already shipping in v0.2 (post-submission PyPI upload):

get_stats_overview / get_stats_summary — live KPI dashboard feed
list_reports / get_report — Report Center access via MCP
translate_report — background translation fan-out; poll from MCP
create_report_share_link / get_report_pdf_url — share + PDF in-line
New prompt report_center_workflow — one-shot generate → translate → share

Queued for v0.3 (sprint M0, ~June 2026):

Upload pipeline tools — start + poll image / KMZ / KML / GeoTIFF Vision analysis over MCP
reanalyze_section(report_id, section_key, model, instructions) — regenerate a single section without touching the rest
aggregate_oblast(oblast_code, language, model) — programme-level roll-up
Admin oversight tools — admin_list_reports, admin_audit_log (operator-only scopes)
Resource expansion — resiland://oblasts, resiland://species/enriched/{code}

Managed Agent pipeline

Phase A + B shipped (flag-gated in production): P2 area pipeline and P3 report translator. Call sites routed through Anthropic Managed Agents when USE_AGENT_PIPELINE=true with HMAC-signed service tokens, cost guardrails, and full audit trail in agent_invocations.

Queued for sprint post-submit: P4 (MCP Companion), P5 (Upload Triager), P6 (Chat Companion), P7 (Admin Ops).

Stats trend data

Sparkline + delta percentages on /stats are procedural placeholders today (flagged with the ⚠ PLACEHOLDER badge on every panel). Real historical trend data will stream from a stats_snapshots table populated by a nightly RQ job — planned for June 2026.

Translate worker

/api/reports/{id}/translate?background=true currently runs inside an asyncio.create_task. Scheduled fix: move to a dedicated RQ queue worker container with exponential backoff on Sonnet rate limits, so a translate fan-out survives a full backend restart.

Policy CMS

/admin/policy body is still raw Markdown. TipTap WYSIWYG editor (same one used on the Help + Blog CMS) is queued as a body_markdown → body_html migration + editor swap.

License

Apache 2.0 — see LICENSE.

Built in six days with Claude Code during the April 2026 "Built with Opus 4.7" hackathon. No pre-hackathon code was carried over.

Name		Name	Last commit message	Last commit date
Latest commit History 225 Commits
.claude		.claude
agents/skills		agents/skills
assets/screenshots		assets/screenshots
backend		backend
docs		docs
frontend		frontend
infra		infra
mcp		mcp
scripts		scripts
.env.example		.env.example
.gitignore		.gitignore
CLAUDE.md		CLAUDE.md
CODE_OF_CONDUCT.md		CODE_OF_CONDUCT.md
CONTRIBUTING.md		CONTRIBUTING.md
DEPLOY.md		DEPLOY.md
LICENSE		LICENSE
PLAN.md		PLAN.md
README.md		README.md
ROADMAP.md		ROADMAP.md
SECURITY.md		SECURITY.md
SETUP.md		SETUP.md
docker-compose.override.yml		docker-compose.override.yml
docker-compose.prod.yml		docker-compose.prod.yml
docker-compose.yml		docker-compose.yml

Folders and files

Latest commit

History

Repository files navigation

RESILAND Intelligence

Demo video

Screenshots

Landing — marketing surface

/app — live map

Analyze dashboard

/stats — live data intelligence

Admin console

/roadmap — "What's Next" (7 Three.js dioramas)

What

Why

Who it is for

Geographic scope

Features

Landing + public

Analysis workflow

Report center

Admin + ops

Bring your own keys

Quick start

Tech stack

Architecture

Data pipeline & ingestion

Current ingestion footprint

Documents broken down by kind

Ingestion pipeline

Planned ingestion (post-submit roadmap)

Sprint timeline

Data sources

Acknowledgements

Contributing & security

Roadmap — coming soon

MCP server

Managed Agent pipeline

Stats trend data

Translate worker

Policy CMS

License

About

Topics

Resources

License

Code of conduct

Contributing

Security policy

Uh oh!

Stars

Watchers

Forks

Releases 3

Packages 0

Uh oh!

Contributors

Uh oh!

Languages

Packages