Agent Sightings Real agent use cases

Run varied business tasks through a general agent

Community report: the reviewers gave Manus, a cloud-based agent that browses the web, writes and runs code, and manages files, 15 real tasks. They included a competitor spreadsheet, a travel itinerary with booking links, CSV analysis with charts, a landing page, a content calendar and a 50-page PDF summary. The article's table lists 10 tasks, and its stated split is 70% full success, 20% partial, 10% failure.

Agent or tool
Manus
Topic
Software Development
Reported on
Blog
Added
2026-10-15

Why it matters

Coding agents are moving from autocomplete to doing whole tasks: reading a codebase, making a plan and changing many files. This case is a concrete example of where that works in practice. It is one of 106 sightings filed under Software Development on Agent Sightings (number 58 by interest), and one of 22 involving Manus.

How you could try it

Here is a reusable prompt, written by us in our own words, that captures the task. Paste it into Manus or any similar agent and adjust the details to your situation.

In this repo, run varied business tasks through a general agent. Read relevant code, apply a minimal patch, run available checks, and summarize the diff. Stop before merge or deploy.

The prompt breaks down into 3 steps you can check as the agent works:

  1. In this repo, run varied business tasks through a general agent.
  2. Read relevant code, apply a minimal patch, run available checks, and summarize the diff.
  3. Stop before merge or deploy.

Tip: Work on a fresh branch, ask for a plan before edits, and review the diff and test results before merging.

Source

Read the original first-hand account on Blog: https://justpickai.com/blog/manus-ai-review-2026. Our summary is a paraphrase; details are in the source.

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