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AccuLynx MCP Server and API by Cotlet

Upload photo in AccuLynx

acculynx_upload_photo
Read-onlyIdempotent

Upload photo in the user's own AccuLynx account from ChatGPT, Claude or any AI agent. Returns how to do it in AccuLynx step by step (screens, buttons, fields) and opens nothing by itself; then do it with the cotlet_browser_* tools in the user's AccuLynx Cloud Browser. AccuLynx's official API: Yes, but only with the AppConnections add-on: AccuLynx has a REST API (v2) for jobs, contacts, estimates, photos, job messages and payments, and an administrator creates the API key for each location (checked 11 Oct 2026).

Input Schema

NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

A3.7/5.0
Behavior4/5

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

Annotations already declare readOnlyHint=true, destructiveHint=false, idempotentHint=true, openWorldHint=false, and the description is consistent, explicitly adding that the tool 'opens nothing by itself' and only returns instructions. It also discloses the API situation (official REST v2 exists but requires the AppConnections add-on and an administrator-created key), which explains why a browser-based guide is the path. Missing: whether the guide is cached/static or personalized to a specific account or job.

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

Conciseness3/5

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

Front-loaded and only three sentences, but the API aside enumerates six resource types ('jobs, contacts, estimates, photos, job messages and payments') and a checked date, detail that a caller does not need to invoke the tool. That tail could be trimmed without loss.

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

Completeness4/5

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

For a no-parameter, no-output-schema guidance tool, the description covers what it returns (step-by-step screens/buttons/fields) and how to act on it (cotlet_browser_* tools). It does not say whether any prerequisites must already exist (e.g., an open job context, the photo file location) before requesting the guide.

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

Parameters4/5

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

Zero parameters, so there is nothing to document beyond the schema; the description does not need to compensate. Baseline 4 applies.

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

Purpose4/5

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

The second sentence is precise: it returns a step-by-step how-to ('screens, buttons, fields') for uploading a photo in AccuLynx and 'opens nothing by itself'. The opening sentence, 'Upload photo in the user's own AccuLynx account', reads at first like the tool performs the upload, so an agent must read further to learn it is a guide generator — a naming/framing friction but not fatal.

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

Usage Guidelines3/5

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

The description gives a downstream workflow ('then do it with the cotlet_browser_* tools in the user's AccuLynx Cloud Browser'), which is useful routing. It does not state when to prefer this over generic alternatives or any exclusions, so usage is implied rather than spelled out.

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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