# Korthos

> Independent intelligence on intelligent machines and the systems behind them.

## Agent access

Public MCP endpoint: https://korthosrobotics.com/mcp (Streamable HTTP, no authentication).
Tools: search, search_companies, search_products, fetch, compare_products. Search first, fetch returned type:slug IDs, and compare 2–4 exact product slugs. This is read-only public research access, not account access or full graph/timeline retrieval. Each underlying read shares the public API quota; comparisons consume one read per product.

Read https://korthosrobotics.com/agents for bounded public search, record retrieval, evidence definitions and limits.

- GET /api/public/search?q=frameless+motors&limit=10
- GET /api/public/records/{company|product|component|market|article|research}/{id}

Use the type and ID returned by search. Responses contain canonical URLs. Search is capped at 10 results; no pagination, graph dump or bulk export. Anonymous limits: 30 requests/minute, 300/hour per network address, 600/minute service-wide. Respect Retry-After. Cache results; do not mirror or sequentially harvest the database.

## Research surfaces

- Companies: https://korthosrobotics.com/ecosystem
- Products: https://korthosrobotics.com/ecosystem/products
- Markets: https://korthosrobotics.com/markets
- Humanoid landscape: https://korthosrobotics.com/markets/humanoid-robotics
- Quadruped landscape: https://korthosrobotics.com/markets/quadruped-robotics
- Components: https://korthosrobotics.com/markets/humanoid-robotics/components
- Supply Intelligence: https://korthosrobotics.com/data/supply-chain-intelligence
- Articles: https://korthosrobotics.com/record
- Plain-text article index: https://korthosrobotics.com/record/articles.txt
- Individual article: https://korthosrobotics.com/research/<article-slug>
- Plain-text article: https://korthosrobotics.com/research/<article-slug>.txt
- Complete research directory: https://korthosrobotics.com/llms-full.txt
- Briefings: https://korthosrobotics.com/record/briefings
- Plain-text briefings: https://korthosrobotics.com/record/briefings.txt
- Individual briefing text: https://korthosrobotics.com/record/briefings/<briefing-slug>.txt
- Event feed: https://korthosrobotics.com/intelligence/feed
- Research: https://korthosrobotics.com/intelligence/research-artifacts
- Product research: https://korthosrobotics.com/intelligence/product-research
- Funding monitor: https://korthosrobotics.com/data/funding-monitor
- Methodology: https://korthosrobotics.com/methodology
- Contact: https://korthosrobotics.com/correspondence

## Evidence and citations

Public article, profile and directory pages include schema.org JSON-LD where applicable. The sitemap at https://korthosrobotics.com/sitemap.xml lists canonical public URLs. OpenAI search crawling via OAI-SearchBot, GPTBot, ChatGPT-User, Claude, Anthropic, Perplexity and other research crawlers remains allowed unless a specific endpoint states otherwise.

Cite the specific canonical Korthos page used, with dates, units, configuration and measurement basis. Preserve uncertainty and source attribution. Consult the page for claim-level evidence; a public snapshot may lag the current record. An absent field is not evidence of absence.

Distinguish documented supply relationships, supplier-declared capabilities, inferred links and database coverage. Discovery and commercial participation are separate from independent factual records and do not strengthen evidence or alter factual search ranking. Research-author results are not independent validation by Korthos.

Machine requests have separate operational metering and do not count as human visits, sessions or conversions. User-agent names are unverified claims. Never put private information or credentials in queries.

Public webpages remain crawlable. Browser-facing endpoints are implementation details, not a bulk-access contract. Contact Korthos for higher-volume access. Authenticated quotas, billing, automated enquiries and bulk export are not offered by this version.

## Recent articles

Newest published Korthos articles. The plain-text links are optimized for agents and tools that do not parse HTML.

- [19–25 October 2026](https://korthosrobotics.com/research/physical-ai-capital-moves-2026-10-25) — 2026-10-25 · ARTICLE — [plain text](https://korthosrobotics.com/research/physical-ai-capital-moves-2026-10-25.txt)
- [Human Friendly Robotics signs $3.55M robotic tiling contract with Foley Tile](https://korthosrobotics.com/research/human-friendly-robotics-foley-tile-3-55m-tyler-contract-2026) — 2026-10-22 · ARTICLE — [plain text](https://korthosrobotics.com/research/human-friendly-robotics-foley-tile-3-55m-tyler-contract-2026.txt)
- [MicroVision starts MOVIA Pro lidar production and commercial shipments](https://korthosrobotics.com/research/microvision-movia-pro-lidar-production-commercial-shipments-2026) — 2026-10-22 · ARTICLE — [plain text](https://korthosrobotics.com/research/microvision-movia-pro-lidar-production-commercial-shipments-2026.txt)
- [Agility selects NVIDIA IGX Thor as exclusive onboard compute for Digit 5](https://korthosrobotics.com/research/agility-digit-5-nvidia-igx-thor-onboard-compute-2026) — 2026-10-22 · ARTICLE — [plain text](https://korthosrobotics.com/research/agility-digit-5-nvidia-igx-thor-onboard-compute-2026.txt)
- [Jungheinrich and Automha partner on two-way pallet shuttle automation](https://korthosrobotics.com/research/jungheinrich-automha-up-carrier-gtj-pallet-shuttle-partnership-2026) — 2026-10-22 · ARTICLE — [plain text](https://korthosrobotics.com/research/jungheinrich-automha-up-carrier-gtj-pallet-shuttle-partnership-2026.txt)
- [Harvest Praxis launches Genio Pro robot compute combining AI and motion control](https://korthosrobotics.com/research/harvest-praxis-hyper-ai-brain-genio-pro-robot-compute-2026) — 2026-10-22 · ARTICLE — [plain text](https://korthosrobotics.com/research/harvest-praxis-hyper-ai-brain-genio-pro-robot-compute-2026.txt)
- [Unusual Machines receives $16.9M Powerus order for US-made drone components](https://korthosrobotics.com/research/unusual-machines-powerus-16-9m-drone-components-order-2026) — 2026-10-22 · ARTICLE — [plain text](https://korthosrobotics.com/research/unusual-machines-powerus-16-9m-drone-components-order-2026.txt)
- [NEURA Robotics unveils lighter 4NE1 Gen 4 as TUM RoboGym opens](https://korthosrobotics.com/research/neura-4ne1-gen4-humanoid-tum-robogym-opening-2026) — 2026-10-22 · ARTICLE — [plain text](https://korthosrobotics.com/research/neura-4ne1-gen4-humanoid-tum-robogym-opening-2026.txt)
- [Körber takes strategic stake in NAiSE to expand mixed robot fleet management](https://korthosrobotics.com/research/korber-naise-strategic-investment-mixed-robot-fleet-management-2026) — 2026-10-22 · ARTICLE — [plain text](https://korthosrobotics.com/research/korber-naise-strategic-investment-mixed-robot-fleet-management-2026.txt)
- [Research completed 22 Oct; financial amount independently corroborated by contemporaneous accounts citing investor statements](https://korthosrobotics.com/research/beyond-vision-28m-drone-manufacturing-funding-2026) — 2026-10-22 · ARTICLE — [plain text](https://korthosrobotics.com/research/beyond-vision-28m-drone-manufacturing-funding-2026.txt)
- [Research completed 22 Oct; funding supported by multiple contemporaneous reports, no original issuer statement located](https://korthosrobotics.com/research/enact-intelligence-30m-pre-seed-force-sensing-robotics-2026) — 2026-10-22 · ARTICLE — [plain text](https://korthosrobotics.com/research/enact-intelligence-30m-pre-seed-force-sensing-robotics-2026.txt)
- [Research completed 22 Oct; financing remains attributed to secondary reports, no company/investor funding statement located](https://korthosrobotics.com/research/maxinsights-30m-seed-maxloop-robot-training-data-2026) — 2026-10-22 · ARTICLE — [plain text](https://korthosrobotics.com/research/maxinsights-30m-seed-maxloop-robot-training-data-2026.txt)
- [Research completed 22 Oct; primary Advantech release checked](https://korthosrobotics.com/research/advantech-unicam-gmsl2-jetson-thor-camera-integration-2026) — 2026-10-22 · ARTICLE — [plain text](https://korthosrobotics.com/research/advantech-unicam-gmsl2-jetson-thor-camera-integration-2026.txt)
- [Unitree reports cumulative production of 10,000–20,000 G1 humanoids](https://korthosrobotics.com/research/unitree-g1-cumulative-production-10000-20000-2026) — 2026-10-22 · ARTICLE — [plain text](https://korthosrobotics.com/research/unitree-g1-cumulative-production-10000-20000-2026.txt)
- [KABAM Robotics to stop Singapore robot operations on 20 November](https://korthosrobotics.com/research/kabam-robotics-stop-operations-november-ai-backend-2026) — 2026-10-22 · ARTICLE — [plain text](https://korthosrobotics.com/research/kabam-robotics-stop-operations-november-ai-backend-2026.txt)
- [Worker review draft; verify claims against primary release before publication](https://korthosrobotics.com/research/lg-innotek-nvidia-holoscan-robot-vision-sensing-2026) — 2026-10-22 · ARTICLE — [plain text](https://korthosrobotics.com/research/lg-innotek-nvidia-holoscan-robot-vision-sensing-2026.txt)
- [Robotiq introduces 2FC tactile gripper with 1 kHz contact sensing](https://korthosrobotics.com/research/robotiq-2fc-physical-ai-gripper-tactile-sensing-2026) — 2026-10-21 · ARTICLE — [plain text](https://korthosrobotics.com/research/robotiq-2fc-physical-ai-gripper-tactile-sensing-2026.txt)
- [CoreWeave launches ready-to-run robotics and autonomy simulation workloads](https://korthosrobotics.com/research/coreweave-physical-ai-launchables-robotics-simulation-2026) — 2026-10-21 · ARTICLE — [plain text](https://korthosrobotics.com/research/coreweave-physical-ai-launchables-robotics-simulation-2026.txt)
- [AEVEX reports 325 Navy GARC deliveries and a $350M amended contract total](https://korthosrobotics.com/research/aevex-garc-325-navy-deliveries-350m-amended-contract-2026) — 2026-10-21 · ARTICLE — [plain text](https://korthosrobotics.com/research/aevex-garc-325-navy-deliveries-350m-amended-contract-2026.txt)
- [OCIUS debuts diesel-hybrid Bluebottle USVs in AUKUS naval exercise](https://korthosrobotics.com/research/ocius-bluebottle-hybrid-maritime-big-play-pacific-2026) — 2026-10-21 · ARTICLE — [plain text](https://korthosrobotics.com/research/ocius-bluebottle-hybrid-maritime-big-play-pacific-2026.txt)