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DeepSeek vs Macroscope

Features, pricing, ratings, and pros and cons, side by side.

Macroscope logo

Macroscope

AI code review, agent orchestration and engineering status updates for GitHub teams

Freemium
Visit websiteView details

Verdict

DeepSeek is listed under AI Assistants and Macroscope under Coding AI. DeepSeek scores higher in FinderAtlas's editorial review (8.8 vs 8.1 out of 10). Both have a free plan or trial. Only DeepSeek is available on Windows, macOS and iOS. Only Macroscope is available on CLI and Slack App.

Best overall

DeepSeek

  • Software developers
  • Researchers and analysts
  • Students
  • AI engineers

Choose DeepSeek if

  • You want a tool built for Low-cost API integration.
  • Web chat and mobile apps are free.
  • API output costs from $0.60 per 1M tokens (Flash, off-peak), well below most frontier providers.

Choose Macroscope if

  • You want a tool built for Teams on GitHub that merge a high volume of PRs, including agent-written ones, and want automated review and visibility into shipped work.
  • Usage-based pricing with no per-seat fee, so cost follows review volume rather than headcount.
  • $100 in free usage for each new workspace and 1,000 free Agent credits per month.
Best for beginners
Macroscope
Best for business
Macroscope

Features

17 features compared.

  • V4 model family
    DeepSeek
    Available
    Macroscope
    Not available
  • Thinking mode
    DeepSeek
    Available
    Macroscope
    Not available
  • Open weights
    DeepSeek
    Available
    Macroscope
    Not available
  • OpenAI and Anthropic compatible API
    DeepSeek
    Available
    Macroscope
    Not available
  • Tool calls and JSON output
    DeepSeek
    Available
    Macroscope
    Not available
  • Search and Fetch APIs
    DeepSeek
    Available
    Macroscope
    Not available
  • Agent tool integrations
    DeepSeek
    Available
    Macroscope
    Not available
  • DeepSeek Harness
    DeepSeek
    Available
    Macroscope
    Not available
  • Vision on Flash
    DeepSeek
    Available
    Macroscope
    Not available
  • Code Review
    DeepSeek
    Not available
    Macroscope
    Available
  • Fix It For Me
    DeepSeek
    Not available
    Macroscope
    Available
  • Approvability
    DeepSeek
    Not available
    Macroscope
    Available
  • Check Run Agents
    DeepSeek
    Not available
    Macroscope
    Available
  • Status
    DeepSeek
    Not available
    Macroscope
    Available
  • Agent
    DeepSeek
    Not available
    Macroscope
    Available
  • Murmur (beta)
    DeepSeek
    Not available
    Macroscope
    Available
  • Macroscope CLI
    DeepSeek
    Not available
    Macroscope
    Available

Pricing

Plans as listed by each vendor. Check their sites for current prices.

  • Pricing model
    DeepSeek
    Freemium
    Macroscope
    Freemium
  • Free plan
    DeepSeek
    Yes
    Macroscope
    Yes
  • Starting price
    DeepSeek
    $0
    Macroscope
    $0.05
  • Plans
    DeepSeek
    3 plans
    Macroscope
    4 plans

DeepSeek plans

  • Chat and App

    Most popular

    $0

    Free access to DeepSeek models on web, iOS and Android

    • Web chat
    • iOS and Android apps
    • Thinking mode
    • Web search
    • File upload

  • API: deepseek-flash

    $0.15/1M input tokens

    Pay as you go; $0.15 cache-miss input and $0.60 output per 1M tokens off-peak, double at peak

    • 1M context
    • 384K max output
    • Vision
    • Tool calls
    • JSON output

  • API: deepseek-v4-pro

    $0.66/1M input tokens

    Pay as you go; $0.66 cache-miss input and $1.98 output per 1M tokens off-peak, double at peak

    • 1M context
    • 384K max output
    • Tool calls
    • JSON output

Macroscope plans

  • Code Review

    Most popular

    $0.05/KB reviewed

    Usage-based PR review, billed per KB of diff

    • 10KB minimum per review ($0.50 floor)
    • PR summaries
    • Approvability
    • custom rules
    • Fix It For Me billed as Agent credits

  • Status

    $0.05/commit

    Commit summaries and engineering status reporting

    • Commit summaries
    • areas
    • weekly digests
    • productivity stats

  • Agent

    $0.01/credit

    AI agent for codebase questions and actions

    • 1,000 free credits per month per workspace
    • Slack
    • GitHub
    • API
    • Macros

  • Enterprise

    Custom

    Contact sales for enterprise needs

Our ratings

Scored out of 10 by the Finder Atlas editorial team. Last reviewed October 2026.

DeepSeek
8.8overall
Macroscope
8.1overall

DeepSeek leads in 0 categories and Macroscope in 1.

  • Reasoning & Logic

    DeepSeek
    8.8
    Macroscope
    Not rated

  • Coding & Syntax

    DeepSeek
    8.7
    Macroscope
    Not rated

  • Cost Efficiency

    DeepSeek
    9.6
    Macroscope
    Not rated

  • Long Context

    DeepSeek
    8.8
    Macroscope
    Not rated

  • Ease of Use

    Macroscope leads by 0.2
    DeepSeek
    8.0
    Macroscope
    8.2

  • Feature Depth

    DeepSeek
    Not rated
    Macroscope
    8.4

  • Value for Money

    DeepSeek
    Not rated
    Macroscope
    7.8

  • Performance & Speed

    DeepSeek
    Not rated
    Macroscope
    7.9

  • Documentation & Support

    DeepSeek
    Not rated
    Macroscope
    8.0

Scores weigh documented features, plan value, platform coverage, integrations and user feedback. A missing score means we have not rated that area yet.

Pros and cons

DeepSeek

Pros

  • Web chat and mobile apps are free
  • API output costs from $0.60 per 1M tokens (Flash, off-peak), well below most frontier providers
  • Open weights for V4 and earlier models on Hugging Face
  • 1M-token context and 384K max output on both API models
  • API works with both OpenAI and Anthropic SDKs and several coding agents

Cons

  • Peak-hour API rates are double the off-peak rates on weekday mornings UTC
  • deepseek-v4-pro does not support vision input
  • No image generation
  • Data is processed by a company based in China, which some organizations cannot accept

Macroscope

Pros

  • Usage-based pricing with no per-seat fee, so cost follows review volume rather than headcount.
  • $100 in free usage for each new workspace and 1,000 free Agent credits per month.
  • Reviews use full-repository context rather than only the diff.
  • Covers review, auto-approval, fix PRs and status reporting under one balance.
  • Free credits available for qualified non-commercial open source projects.

Cons

  • Monthly cost is hard to predict up front because it depends on KB reviewed, commits and agent credits.
  • Documented setup is built around GitHub; no GitLab or Bitbucket support is stated.
  • Murmur is still in beta.
  • Benchmark claims of leading detection rates come from the vendor's own MacroscopeBench, not an independent test.

Platforms

  • Web
    DeepSeek
    Supported
    Macroscope
    Supported
  • Windows
    DeepSeek
    Supported
    Macroscope
    Not supported
  • macOS
    DeepSeek
    Supported
    Macroscope
    Not supported
  • iOS
    DeepSeek
    Supported
    Macroscope
    Not supported
  • Android
    DeepSeek
    Supported
    Macroscope
    Not supported
  • API
    DeepSeek
    Supported
    Macroscope
    Supported
  • Browser Extension
    DeepSeek
    Not supported
    Macroscope
    Not supported
  • CLI
    DeepSeek
    Not supported
    Macroscope
    Supported
  • Slack App
    DeepSeek
    Not supported
    Macroscope
    Supported

Integrations

DeepSeek

6 integrations
  • OpenAI SDK
  • Anthropic SDK
  • Claude Code
  • Codex
  • OpenCode
  • Hugging Face

Macroscope

9 integrations
  • GitHub
  • Slack
  • Jira
  • Linear
  • BigQuery
  • PostHog
  • Amplitude
  • LaunchDarkly
  • Sentry

Company

  • Company
    DeepSeek
    DeepSeek
    Macroscope
    Macroscope
  • Founded
    DeepSeek
    2023
    Macroscope
    2023
  • Headquarters
    DeepSeek
    Hangzhou, China
    Macroscope
    San Francisco, CA
  • Listing
    DeepSeek
    Claimed
    Macroscope
    Claimed

Frequently asked questions

Is DeepSeek better than Macroscope?

It depends on your workflow. DeepSeek is built for Low-cost API integration. Macroscope is built for Teams on GitHub that merge a high volume of PRs, including agent-written ones, and want automated review and visibility into shipped work.

What are the key feature differences between DeepSeek and Macroscope?

DeepSeek: Free AI chat app and low-cost API running DeepSeek's open-weights V4 models. Macroscope: AI code review, agent orchestration and engineering status updates for GitHub teams.

Does DeepSeek or Macroscope have a free plan?

Yes, both do. DeepSeek is freemium and Macroscope is freemium, and each has a free plan or trial.

Which is cheaper, DeepSeek or Macroscope?

Both can be used for free. Paid plans differ in limits and features, so compare the tiers in the pricing table above.