~/ domain/fr8labs.co.mdTHE AGENT-READABLE WEB

fr8labs.co valid

Fr8Labs

The AI agent-ready freight management system (FMS) for freight forwarders — FMS, CRM, integrated accounting, customer portals and AI built in, plus an MCP server that connects ChatGPT and Claude to your freight data. Built in Southeast Asia.

Visit publisher ↗
Authority
46 reach 5 · trust 5 · quality 21 · freshness 15
Tier
listed
llms.txt
https://fr8labs.co/llms.txt
Sections
5
Links
35
Size
8389 bytes
Popularity rank
#947686
Country
— Publisher location unknown; CDN address excluded
Country evidence
No published address evidence collected yet
Categories
AI and machine learning · Marketing
For agents
Interface: a documented API or declared MCP endpoint an agent can call
First seen
2026-10-25T16:45:41.109Z
Last checked
2026-10-25T19:19:24.792Z
Badge
Agent Web Map badge for fr8labs.co

Their llms.txt

The beginning of the file, from our validated copy saved 2026-10-25T19:19:20.786Z. Cached copy · Source on fr8labs.co

# Fr8Labs

> The AI agent-ready freight management system (FMS) for freight forwarders — FMS, CRM, integrated accounting, customer portals and AI built in, plus an MCP server that connects ChatGPT and Claude to your freight data. Built in Southeast Asia.

## Key pages

- [Homepage](https://fr8labs.co/): Product overview, pillars, platform narrative
- [Who we serve](https://fr8labs.co/who-we-serve): By company size, role, and local-market fit
- [Why Fr8Labs](https://fr8labs.co/why-fr8labs): Partnership model, ICP criteria
- [Fr8Labs AI Team](https://fr8labs.co/ai): An AI copilot for every teammate and your own AI Console to run them (available today), AI employees that own one defined job (private beta), built-in AI for documents, tracking, analytics and status chasing, and ChatGPT/Claude connections via MCP; copilot and built-in AI changes are approved by a person, while AI employees are built to run routines on their own and bring exceptions to a person
- [Fr8Labs MCP server](https://fr8labs.co/mcp): Remote MCP server for freight forwarders — connect ChatGPT or Claude (OAuth) to Analytics (ask, dashboards, scheduled reports), Actions (jobs, quotes, invoices, confirmed by a person before saving) and Notifications; Accounting in early access; company-scoped, admin-controlled
- [Philosophy](https://fr8labs.co/philosophy): Stable Core, AI Adaptive Edge — architecture philosophy
- [Local fit](https://fr8labs.co/local-fit): Per-country compliance and integrations
- [Pricing](https://fr8labs.co/pricing): Per-user base fee for the core platform, modules as add-ons
- [Book a demo](https://fr8labs.co/demo): Demo booking for freight forwarders

## Solutions

- [All solutions](https://fr8labs.co/solutions): 11 modules across three pillars — Operate, Engage, Automate
- [Freight Management System](https://fr8labs.co/solutions/fms): Quote to invoice in one chain — ocean, air, job costing, 20+ native documents, per-job P&L
- [CRM](https://fr8labs.co/solutions/crm): Freight-native sales pipeline connected to live shipment data
- [Accounting](https://fr8labs.co/solutions/accounting): Integrated double-entry accounting — charge-to-GL defaults, multi-currency, SOA, month-end controls
- [AI Autofill](https://fr8labs.co/solutions/ai-autofill): Stop re-keying bills of lading — AI reads BLs, air waybills, arrival notices, booking confirmations, manifests and vendor invoices in seconds and fills the job; a person approves before anything is saved, and vendor invoices arrive as drafts
- [AI Companion](https://fr8labs.co/solutions/ai-companion): Track containers and air cargo across 410+ shipping lines and airlines without EDI or carrier contracts — AI reads carrier websites and self-heals when they change; Fr8bot Chrome extension reads carrier portals
- [AI Analytics](https://fr8labs.co/solutions/ai-analytics): Build freight dashboards by asking in plain English — top consignees, margin by lane, on-time % — with the built-in AI editor or your own AI (ChatGPT/Claude) conn
…

Related sites

Explore similar publishers →

Category suggestions: other listed sites in AI and machine learning. These share a category. See the whole category →

DomainTitleCategoryCountryAuthorityllms.txtllms-full.txtSave
gofrantic.com Frantic interface AI and machine learning AI agents and MCP — 61 ✓
agentwebmap.com Agent Web Map interface AI and machine learning AI agents and MCP +1 FR 60 ✓ ✓
aiteamguide.com AITeamGuide documentation AI and machine learning Marketing +4 — 60 ✓ ✓
cloudflare.com Cloudflare interface AI and machine learning Infrastructure +1 — 85 ✓ ✓
adobe.com Adobe Tools transactional AI and machine learning Productivity +1 FR 75 ✓
intel.com Intel Corporation documentation Industry and manufacturing Consumer electronics +1 US 74 ✓ ✓
opera.com The Opera browser overview documentation Infrastructure AI and machine learning +2 NL 74 ✓
taboola.com Taboola.com documentation AI and machine learning Marketing — 74 ✓ ✓

Machine-readable: GET /v1/resolve?q=fr8labs.co · GET /v1/domain/fr8labs.co · this page as Accept: application/json or text/markdown · MCP lookup_domain

Automatically discovered from public files. Inclusion does not imply endorsement or publisher participation.

Own or manage this website?

If you own or manage fr8labs.co, you can update its listing and review file health, discovery activity and score history.

Manage this listing — optional

What verification unlocks

See how your site is discovered—and control what agents see.

  • See your website in the map

    Review your indexed topics, nearby publishers sharing headings, measured listing exposure and map snapshots in a private report for your website.

  • Control what agents see

    Edit your listing description, tags, public contact details and additional llms.txt paths. Publish your terms for automated access, attribution and pricing.

  • Make your profile eligible for search

    A valid, listed, unblocked, verified profile can appear in our publisher sitemap and become eligible for search-engine visibility. Search engines decide what to index and rank.

  • Appear in our llms-full.txt

    Eligible verified publishers are listed by name, with their file links and summaries, in the service overview agents can read.

Free. No account registration, backlink or payment required. Public discovery remains available without verification.

Verify your website—free

Preview the owner dashboard · All verification benefits

Let your coding agent verify it

If your coding agent is authorized to manage this website, paste these instructions into it.

Claim my listing on Agent Web Map for fr8labs.co:
1. POST https://agentwebmap.com/v1/sites/fr8labs.co/claims and keep claim_id and claim_secret private.
2. Publish the verification line "AgentWebMap verification: <token>" (token from step 1) in https://fr8labs.co/llms.txt, or use the DNS, meta-tag or well-known method the response describes. This only verifies the listing; your website and domain remain yours.
3. POST https://agentwebmap.com/v1/sites/fr8labs.co/verify with {"claim_id": "...", "claim_secret": "..."}.
4. Save the api_key from the answer; it manages the listing (PATCH https://agentwebmap.com/v1/sites/fr8labs.co).
MCP equivalent: tools begin_ownership_claim, then verify_domain, at https://agentwebmap.com/mcp. Docs: https://agentwebmap.com/docs#verify

Corrections or removal requests: contact the directory.

agent web map / a clearer way in.API & MCP · Contact