
Give your AI agents secure, authenticated access to 1,700+ apps
Give your AI agents secure, authenticated access to 1,700+ apps
Mireye records 10,770 monthly visits with +13.9% month-over-month growth and Freemium, Contact for Pricing pricing. Scale records 616,915 monthly visits with +12.5% growth and Contact for Pricing pricing.

One API and MCP server that gives AI agents cited physical-world and geospatial data
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | mireye.com | scale.com |
| Pricing Model | Freemium, Contact for Pricing | Contact for Pricing |
| Monthly Visits | 10.77K (10,770) | 616.92K (616,915) |
| MoM Traffic Delta | +1.32K (+13.9%) | +68.69K (+12.5%) |
| Primary Market & Share | 🇺🇸 United States (98.7%) | 🇺🇸 United States (44.2%) |
| Direct Visits / mo | 8.61K | 191.41K |
| User Rating | 4.4 | 4.7 |
| Supported Platforms | Website | Website |

One API and MCP server that gives AI agents cited physical-world and geospatial data
Agents such as Claude, ChatGPT, Gemini, Cursor or custom builds reach Mireye through one REST API and MCP tools, returning a replayable plan of the steps it ran.
Every returned field includes its source, fetch time and confidence level, so provenance can be forwarded to an end user, underwriter or auditor without extra work.
Attach authoritative parcel identity, ownership and attributes to a coordinate, or filter the US parcel universe by state, size and supported fields to get ranked candidates.
Ready-made presets cover flood risk, solar and wind siting, data center siting, grid interconnection, wildfire underwriting and terrain; hundreds of locations can be sent in one call.
The data, evaluations and systems behind AI that has to be right.
Human-sourced and expert-annotated training data, including specialist contributors with advanced degrees, at the quality bar frontier labs require.
Public leaderboards plus private benchmarks that test model capability and safety for the most ambitious AI developers.
Platform and services teams that pick the right use case, build the system and take ownership of the outcome.
Agentic systems designed around measurable business outcomes across private equity portfolios, energy and healthcare operations.

Give your AI agents secure, authenticated access to 1,700+ apps
Give your AI agents secure, authenticated access to 1,700+ apps
SpecialistStreamlines computer vision dataset annotation and model training, but is less suited for general LLM text tasks.
SpecialistStreamlines computer vision dataset annotation and model training, but is less suited for general LLM text tasks.

One API key for agent-grade web search, fetch, browsing and automation

Web search API and crawler built for AI agents

Focuses heavily on enterprise data labeling and training data curation, similar to Scale's core annotation business.
Focuses heavily on enterprise data labeling and training data curation, similar to Scale's core annotation business.

Free / Open-sourceOne key for 4,100+ agent tools, pay per call

Provides enterprise multimodal annotation and data management tools, but with less emphasis on managed labeling workforces.
Provides enterprise multimodal annotation and data management tools, but with less emphasis on managed labeling workforces.

SpecialistTrack, evaluate, and ship AI models and agents in one connected environment.
SpecialistTrack, evaluate, and ship AI models and agents in one connected environment.

The universal context engine connecting agents to data, tools, and models
The managed vector database and knowledge engine for production AI

SpecialistFocuses on post-deployment LLM observability and evaluation rather than training data generation or annotation.
SpecialistFocuses on post-deployment LLM observability and evaluation rather than training data generation or annotation.
Specializes in data infrastructure and annotation specifically tailored for computer vision and physical AI workloads.
Specializes in data infrastructure and annotation specifically tailored for computer vision and physical AI workloads.