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llm-token-heatmap
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llm-token-heatmap

PyPI·Infrastructure

llm-token-heatmap is an open-source tool for analyzing and visualizing how large language models (LLMs) select each next token. It provides insights into probabilities, attention, logit-lens, and activations via both CLI and web interfaces, supporting AI researchers and ML engineers in model interpretability.

Open SourceMIT
CLIWeb
L
Visit PyPI↗
⭐1
star
✓5
features
📅2026
since

Overview

5 features

llm-token-heatmap sits in PulseGate's LLM eval & observability category. It helps researchers and developers interpret and visualize how large language models select tokens and make predictions. llm-token-heatmap is an open-source project aimed at AI researchers and ML engineers. The project is open source (MIT). It runs on the command line and the web.

zangjiucheng builds and maintains llm-token-heatmap, and the product first shipped in 2026. The project is developed in the open on GitHub with 113 commits in the last 90 days. Among its 5 catalogued features are token probability visualization, attention analysis, and logit-lens inspection.

  • ✓Token probability visualization
  • ✓Attention analysis
  • ✓Logit-lens inspection
  • ✓Web interface
  • ✓CLI tool

Tags

llm-interpretabilitytoken-visualizationattention-analysis

AI capabilities

TextWeights: Open

Built with & integrations

Runs on
CLIBrowser

Trust & compliance

LicenseMIT
Verified signals
✓ HTTPS✓ Open Source✓ Free tier✓ GitHub · ★ 1✓ Active maintenance

Recent events

Latest indexed changes and source events

  1. IndexedJun 30, 9:26 PM

    llm-token-heatmap verified by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about llm-token-heatmap

What is llm-token-heatmap?
Llm-token-heatmap helps researchers and developers interpret and visualize how large language models select tokens and make predictions. It is catalogued under LLM eval & observability on PulseGate.
Who should use llm-token-heatmap?
llm-token-heatmap is an open-source project built for AI researchers and ML engineers.
Does llm-token-heatmap have a free plan?
Yes — llm-token-heatmap is open source under the MIT license and free to use.
What platforms does llm-token-heatmap run on?
llm-token-heatmap runs on the command line and the web.
Is llm-token-heatmap still active?
PulseGate's liveness checks currently classify llm-token-heatmap as active. The GitHub repository shows 113 commits in the last 90 days.
What tools are similar to llm-token-heatmap?
Similar tools tracked by PulseGate include llm-usage-report, LLM Transparency Tool, and tokenomicon.llm-usage-reportLLM Transparency Tooltokenomicon
Who develops llm-token-heatmap?
llm-token-heatmap is developed by zangjiucheng.
How long has llm-token-heatmap been around?
llm-token-heatmap first shipped in 2026.

At a glance

Platforms
Cli
Languages
English
Open source
Yes · ★ 1
License
MIT
First seen
Jun 26, 2026
Activity
🟢 Active
Status
🟢 Active
Built for
AI researchers and ML engineers
Model
Open source
Solves
Helps researchers and developers interpret and visualize how large language models select tokens and make predictions.

Developer

zangjiucheng
Solo developer
↗ GitHub

Open source

View on GitHub →
⭐ Stars
1
🍴 Forks
0
Open issues
0
Last commit
3w ago
Commits 90d
113
Contributors
1
Authorship
Solo
Default branch
main

Live coverage

Confidence
Low · 64
Indexed
Jun 30, 2026
Lifecycle
Alive
Activity
Active
First seen
Jun 2026
Last seen
3w ago
Identity audit (9)
Entity ID
cmr15q75i049sagc8cxo3de1y
Slug
llm-token-heatmap-pypi-org
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jun 30, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jun 30, 2026
Canonical URL
https://pypi.org/project/llm-token-heatmap

Similar apps

Other apps tracked under the same category.

  • llm-usage-report
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  • tokenomicon
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  • LiteLLM
    litellm.ai
  • LLM Radar
    llmradar.ai
  • SiteLLM 开源 Token 运营中枢
    yunzhisec.com