Skip to main content

Static analysis CLI for TypeScript, JavaScript, Go, Python, Rust, and Java that computes Local Risk Score (LRS)

Project description

Hotspots

Hotspots

CI Security

Website: https://hotspots.dev  |  Docs: https://docs.hotspots.dev  |  Crates.io: crates.io

Install: brew install Stephen-Collins-tech/tap/hotspots  |  npm install -g @stephencollinstech/hotspots  |  pip install hotspots-cli  |  cargo install hotspots-cli

Find the code that's actually causing problems.

Your codebase has thousands of functions. Some are messy but never break. Others are complex AND change constantly — those are your hotspots, the 20% of code causing 80% of your bugs, incidents, and slowdowns.


Install

brew install Stephen-Collins-tech/tap/hotspots   # macOS
npm install -g @stephencollinstech/hotspots       # any platform
pip install hotspots-cli                          # any platform
cargo install hotspots-cli                        # Rust toolchain
curl -fsSL https://raw.githubusercontent.com/Stephen-Collins-tech/hotspots/main/install.sh | sh  # Linux

Windows: download the binary from GitHub Releases.

Verify: hotspots --version

GitHub Action:

- uses: Stephen-Collins-tech/hotspots/action@v1
  with:
    github-token: ${{ secrets.GITHUB_TOKEN }}

Quick Start

# Find your hotspots
hotspots analyze src/

# Critical (LRS ≥ 9.0):
# processPlanUpgrade    src/api/billing.ts:142    LRS 12.4  CC 15  ND 4  FO 8  NS 3
#
# High (6.0 ≤ LRS < 9.0):
# validateSession       src/auth/session.ts:67    LRS 9.8   CC 11  ND 3  FO 7  NS 2

Critical = refactor now. High = refactor next time you touch it. Moderate = block increases. Low = leave it alone.

Common commands

# Per-function explanations with refactoring advice
hotspots analyze . --mode snapshot --format text --explain --top 10

# Block complexity regressions in CI
hotspots analyze src/ --mode delta --policy

# Compare any two git refs
hotspots diff main HEAD --top 10 --policy

# Interactive HTML report
hotspots analyze src/ --mode snapshot --format html

# JSON for tooling/AI
hotspots analyze src/ --format json

# Track trends over time
hotspots trends .

# Train a repo-specific ranker from your bug history
hotspots train . --blame --eval

How It Works

Hotspots computes a Local Risk Score (LRS) per function from four structural metrics:

Metric What it measures
CC — Cyclomatic Complexity Independent decision paths (if/loop/catch/&&/||)
ND — Nesting Depth Maximum depth of nested control structures
FO — Fan-Out Distinct functions called
NS — Non-Structured Exits Early returns, throws, breaks
LRS = 1.0×R_cc + 0.8×R_nd + 0.6×R_fo + 0.7×R_ns

where each component is log-scaled and capped to prevent outliers from dominating.

In snapshot mode, LRS is combined with git history (churn, touch frequency, recency) and call graph metrics (fan-in, PageRank, SCC membership) to compute an Activity Risk Score and place each function in a triage quadrant:

Quadrant Complexity Activity Action
fire High High Refactor now
debt High Low Schedule before next push
watch Low High Monitor
ok Low Low Leave it alone

Risk bands: Low (< 3) · Moderate (3–6) · High (6–9) · Critical (≥ 9)


Supported Languages

TypeScript · JavaScript · Go · Python · Rust · Java · C/C headers · C# · Vue

All 12 file extensions (.ts, .tsx, .mts, .cts, .js, .jsx, .mjs, .cjs, .go, .py, .rs, .java, .c, .h, .cs, .vue) work out of the box.


CI/CD Integration

GitHub Action (zero config)

name: Hotspots
on: [pull_request, push]
jobs:
  analyze:
    runs-on: ubuntu-latest
    permissions:
      contents: read
      pull-requests: write
    steps:
      - uses: actions/checkout@v4
        with:
          fetch-depth: 0
      - uses: Stephen-Collins-tech/hotspots-action@v1
        with:
          github-token: ${{ secrets.GITHUB_TOKEN }}

Posts PR comments, generates HTML reports, fails builds on policy violations.

Manual CI

# Fail CI if new critical functions introduced or LRS increases ≥ 1.0
hotspots analyze src/ --mode delta --policy

Exit code 1 on blocking violations, 0 on warnings only.


Key Features

Policy engine — blocks: new critical-risk functions, LRS regressions ≥ 1.0, net repo regression ≥ 5.0. Warns: approaching thresholds, rapid growth > 50%.

Driver labels — each function gets a primary diagnosis: high_complexity, deep_nesting, exit_heavy, high_churn_low_cc, high_fanout_churning, high_fanin_complex, cyclic_dep, or composite.

Pattern detection — 13 named patterns in two tiers: structural (always, e.g. complex_branching, god_function) and enriched (snapshot mode, e.g. churn_magnet, cyclic_hub, volatile_god).

Suppression comments — exclude functions from CI failures while keeping them visible:

// hotspots-ignore: legacy payment processor, rewrite scheduled Q2 2026
function legacyBillingLogic() { ... }

Trained ranker — fit a RandomForest from your repo's bug-fix history:

hotspots train . --blame --eval   # train + check P@K vs base rate

Output formatstext (terminal), json (machine), jsonl (streaming), html (interactive), sarif (GitHub Code Scanning).

Configuration.hotspotsrc.json in project root (auto-discovered):

{
  "include": ["src/**/*.ts"],
  "exclude": ["**/*.test.ts"],
  "thresholds": { "moderate": 3.0, "high": 6.0, "critical": 9.0 },
  "weights": { "cc": 1.0, "nd": 0.8, "fo": 0.6, "ns": 0.7 }
}

Documentation

  • docs/USAGE.md — workflows, CI setup, output formats, policy engine, suppression, training, snapshot management
  • docs/REFERENCE.md — complete CLI reference, all flags, config options, JSON schema, metrics formula
  • docs/ARCHITECTURE.md — system design, analysis pipeline, invariants, design decisions
  • docs/CONTRIBUTING.md — dev setup, adding languages, release process

Why Hotspots?

vs ESLint complexity rules — ESLint checks one metric in isolation with no git context. Hotspots combines four metrics, git history, and call graph topology into a single prioritized list.

vs SonarQube / CodeClimate — Enterprise platforms requiring server infrastructure. Hotspots is a single binary, zero config, works offline, results in seconds.

vs code reviews — Reviews catch complexity subjectively and miss gradual drift. Hotspots enforces objective thresholds automatically on every commit.


Contributing


License

MIT — see LICENSE-MIT.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distributions

No source distribution files available for this release.See tutorial on generating distribution archives.

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

hotspots_cli-1.33.2-py3-none-win_amd64.whl (5.6 MB view details)

Uploaded Python 3Windows x86-64

hotspots_cli-1.33.2-py3-none-manylinux_2_39_x86_64.whl (5.9 MB view details)

Uploaded Python 3manylinux: glibc 2.39+ x86-64

hotspots_cli-1.33.2-py3-none-macosx_11_0_arm64.whl (5.2 MB view details)

Uploaded Python 3macOS 11.0+ ARM64

File details

Details for the file hotspots_cli-1.33.2-py3-none-win_amd64.whl.

File metadata

File hashes

Hashes for hotspots_cli-1.33.2-py3-none-win_amd64.whl
Algorithm Hash digest
SHA256 c2a6f402fff0063a492c9deb701ffc9d8b5fe9e7611694a34c909816a1f4dfec
MD5 0d81ff8dbb1391595aeeb12a661b2c8b
BLAKE2b-256 f4e8dc3e5fa1110a803b840ef4428c0998db70db5e861da41607f52a3c0d6165

See more details on using hashes here.

File details

Details for the file hotspots_cli-1.33.2-py3-none-manylinux_2_39_x86_64.whl.

File metadata

File hashes

Hashes for hotspots_cli-1.33.2-py3-none-manylinux_2_39_x86_64.whl
Algorithm Hash digest
SHA256 b1d054da2b69553ce42b1ef99617f80ecf08472e587d68112eca63448b4a134c
MD5 e9a457e2ba66c26e359ed9838c54c01d
BLAKE2b-256 84d6fc7e43034bade6e1080e6706167104aeebf2bce03ee4cf0e793b699714e2

See more details on using hashes here.

File details

Details for the file hotspots_cli-1.33.2-py3-none-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for hotspots_cli-1.33.2-py3-none-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 e18692ef67e0e21c28eb510f8f19e646930889775ddd0f238510543ef662a432
MD5 ff544469615546392267aa4567939871
BLAKE2b-256 f3b7df2531281e09f7bcf97d8980960a16291d3e2cd67cdcd97c811f6e64bd10

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page