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look_through

The image stack — an ORDERED STACK of dated Sentinel-2 ARCHIVE stills of ONE site across a date range (the place across time). Pose = lat/lng OR entity_type+id (anchor), the same pose rule as look_at. t0 (YYYY-MM-DD, on or after 2015-06-23) and optional t1 (default today) bound the range; max_frames (1-12, default 6) cuts it into that many equal windows, ONE still per window — the newest scene ACQUIRED inside that window with cloud cover at or under max_cloud (0-100, default 20). Each frame says its own as_of (the SCENE's date — never the window, never your request), cloud_cover, scene_id, provenance (provider, source_tier "provider", freshness "archive", attribution, gsd_m 10, extent_km 5.12), its own charged_joules, and the still as image_jpeg_base64. A window with no cloud-free scene is an explicit available:false frame with as_of:null and charged_joules:0 — NEVER a fabricated image, never a scene borrowed from another window. Satellite-still resolution (10 m), not street-level. It does NOT say what changed between frames. AGENT KEYS ONLY (a browser session is refused BEFORE any charge). SIDE EFFECTS: none beyond the charge — read-only; stills are cached by pose + scene date (look_at's cache). ⚠ CHARGING: priced PER STILL at look_at's price; the meter RESERVES for max_frames before the stack is fetched and SETTLES for the frames DELIVERED (no frame at all settles to 0; a 4xx releases the reservation). Quote first: billing_quote("/api/v1/look.through") with max_frames. The JSON carries top-level charged_joules (what you kept paying, all-in) and a price block (per_frame_base_joules, max_frames, frames_delivered); verify any charge with billing_attempts. Every call through this relay carries a fresh idempotency key, so a retry here is always a new charge.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
idNo
t0Yes
t1No
latNo
lngNo
max_cloudNo
max_framesNo
entity_typeNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

A4.7/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

No annotations are provided, so the description carries the full burden and does so richly: read-only with no side effects beyond charge, cache keyed by pose + scene date, reserve-then-settle charging, 4xx releases the reservation, and idempotency semantics ('a retry here is always a new charge'). It also discloses the auth requirement ('AGENT KEYS ONLY, a browser session is refused BEFORE any charge'). This is far beyond what structured fields supply.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Front-loads the core concept before parameters and billing, which is the right order. It is long and dense with heavy parentheticals and ALL-CAPS emphasis, and a few clauses are redundant (the 'never a fabricated image, never a scene borrowed' point is restated), but given zero schema/annotation help most sentences earn their place.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Despite an output schema existing (so return values needn't be explained), the description covers the frame fields, the available:false behavior, and the full billing/verification workflow. Combined with no annotations and 0% schema coverage, this is complete enough for an agent to call and interpret results correctly.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters5/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

With 0% schema description coverage across 8 params, the description fully compensates: t0 format (YYYY-MM-DD, on/after 2015-06-23), t1 default today, max_frames range 1-12 default 6 and its windowing semantics, max_cloud 0-100 default 20, and the lat/lng OR entity_type+id pose rule. Ranges, defaults, and formats are all supplied.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb+resource ('ordered stack of dated Sentinel-2 archive stills of ONE site across a date range') and immediately scopes it against the sibling look_at ('the same pose rule as look_at'). An agent can distinguish it from look_at/look_from without opening either schema, and it explicitly notes what it does NOT do ('does NOT say what changed between frames').

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Gives clear context: the pose rule, date-range bound, and a mandatory charging workflow ('Quote first: billing_quote("/api/v1/look.through")'). It references look_at's pose and cache, implying the sibling relationship, but never explicitly states when to choose this over look_at for a single still. No explicit exclusions beyond the 'does not say what changed' note.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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