We codified decades of
operational expertise.
Then we open sourced it.
Evos are the first to translate and codify decades of operational domain expertise into agent-ready skills.
Every industry runs on expertise that took decades to build.
Humans have always acquired and stored the most valuable expertise in their fields. Yet, it's been uncaptured by technology — locked in the heads of the people who do the work.
196 years of expertise — captured
Compatible with


Benchmarked performance
Every skill, eval-tested and benchmarked
against real operational scenarios.
Handles shipment delays, damages, losses, refused deliveries, and carrier disputes. Applies Carmack Amendment filing logic, financial impact assessment, and carrier-specific escalation protocols.
+9.8pp improvement over baseline across 30 scenarios
Capabilities
The library
8 skills. Open source. Growing.
Each skill is a self-contained module of codified operational expertise — ready to plug into any agent framework.
Logistics Exception Management
Handles shipment delays, damages, losses, refused deliveries, and carrier disputes. Applies Carmack Amendment filing logic, financial impact assessment, and carrier-specific escalation protocols.
Carrier Relationship Management
Manages carrier portfolios — rate negotiation, performance scorecarding, tender acceptance, routing guide construction, and RFP evaluation across asset carriers, brokers, and niche specialists.
Customs & Trade Compliance
Navigates HS tariff classification, FTA utilisation, restricted party screening, and documentation requirements across US CBP, EU customs union, UK post-Brexit, and Middle East COC regimes.
Inventory & Demand Planning
Runs forecasting, safety stock calculation, reorder logic, and promotional lift estimation. Handles seasonal transitions, ABC/XYZ segmentation, and vendor MOQ constraints.
Why it's different
AI models are smart. But without expertise, they guess.
Domain skills close the gap between general intelligence and operational expertise.
Built from real operators
Not generated, not scraped. Every skill is built from structured conversations with professionals who've spent 10–20 years in the field.
Eval-verified, not vibes-tested
201 automated evaluation scenarios. Every skill is benchmarked against base models on real operational tasks before release.
Framework-agnostic
Works across AI models, coding agents, and dedicated platforms — Claude, OpenAI, Gemini, Cursor, OpenClaw, and more. Drop in a skill, get domain expertise.
Open source, always
MIT licensed. Use it, fork it, extend it. The operational expertise that powers traditional industries shouldn't be locked behind enterprise contracts.
Quick start
Three commands to domain expertise.
git clone https://github.com/ai-evos/agent-skills.git cp -r agent-skills/capabilities/logistics-exception-management ~/.claude/skills/
Contribute your expertise.
Get paid for its use.
Domain experts will be able to speak with Evos via WhatsApp — codifying their years of operational knowledge into capabilities, that agents can use. Earning from each use. Future proof your decades of expertise.
Talk to Evos — answer scenario-based questions, and tell us about how you actually work
We translate your expertise into a tested, agent-usable skill
You earn every time your expertise is utilised by an agent
Evos Discovery Agent
Processing...
Scenario: A carrier no-shows on a dedicated lane during peak season. Walk me through your first 30 minutes.
The bigger picture
Operational expertise, unlocked for machines.
The future of work is autonomous. For that to happen in the physical economy, agents need decades of domain expertise. Evos translates it, then builds the systems that run the work.
See the productCovering logistics, retail, manufacturing, and energy — with more being codified.
Every capability benchmarked against base models on real operational tasks.
From Claude and OpenAI to Cursor, OpenClaw, and dedicated agent frameworks.
For developers
Start building with
domain expertise today.
Open source. MIT licensed. Drop a skill into your agent in three lines of code.
For enterprises
Looking to turn your
ops autonomous?
Evos assesses your operations, codifies your team's expertise, and deploys autonomous systems in 24 hours.
