Skip to main content
Glama
AIBE13
by AIBE13

enrich_window

Downloads and transcribes voice notes from recent WhatsApp messages using OpenAI Whisper. Skips previously transcribed messages to avoid duplication.

Instructions

VOICE-ONLY enrichment for the last N hours. Downloads voice notes and transcribes them via OpenAI Whisper. Idempotent (skips already-transcribed). IMPORTANT: this tool no longer touches images - image analysis is done by Claude (you) via the get_image tool, using the Cowork subscription instead of OpenAI Vision. To produce a full brief with both voice transcripts and image descriptions: (1) call enrich_window for voice, (2) call get_image one-by-one for each image in the window and call set_description to cache your description, (3) then call get_recent_messages to read the enriched text and write the brief.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
hoursNo
maxItemsNo
concurrencyNo
Behavior4/5

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

With no annotations, the description carries the full burden. It discloses idempotency (skips already-transcribed) and that it no longer touches images. It does not cover rate limits, auth needs, or error conditions, but the key behaviors are transparent.

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?

The description is well-structured with a clear opening sentence, idempotent note, important caveat about images, and a enumerated workflow. It is concise but every sentence adds value, though the workflow could be slightly tighter.

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

Completeness3/5

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

Given no output schema and only 3 parameters, the description provides good context but leaves gaps: 'maxItems' and 'concurrency' are undocumented, and there is no mention of error handling or prerequisites (e.g., linked account). The workflow is helpful but incomplete for complex scenarios.

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

Parameters3/5

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

Schema coverage is 0%, so the description must compensate. It explains the 'hours' parameter ('last N hours') but does not explain 'maxItems' or 'concurrency' explicitly. While 'concurrency' might be inferred from context, the agent gets incomplete parameter guidance.

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?

The description clearly states the tool does voice-only enrichment by downloading and transcribing voice notes via OpenAI Whisper. It explicitly contrasts with image processing, distinguishing it from siblings like get_image and set_description.

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

Usage Guidelines5/5

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

The description provides explicit guidance: it is for voice enrichment only, and provides a step-by-step workflow (1) call enrich_window, (2) call get_image and set_description for images, (3) call get_recent_messages to write briefs. It also mentions that image analysis is done by Claude via get_image, clearly separating responsibilities.

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

Install Server

Other Tools

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/AIBE13/whatsapp-local-mcp'

If you have feedback or need assistance with the MCP directory API, please join our Discord server