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Matthew0822/ToolReplay

AI agentsPython#ai-agents#audit#cli#determinism#hash-chain
Total stars
183
Today
+0
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Audit AI agent tool-call transcripts: hash-chain sealing, deterministic replay, and scope overreach checks. Dependency-free Python CLI.

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About the project

A dependency-free Python CLI that audits recorded AI agent tool-call transcripts for non-determinism, redundant calls, and permission overreach, and seals transcripts with a hash chain.

Useful for
  • Audit an agent session transcript for non-determinism and redundant calls with the replay command
  • Check that an agent stayed within its declared permissions using the scope command with a scope file
  • Seal a transcript with a hash chain and later verify its integrity with the verify command

README summarized by DeepSeek V4.1 Flash. Details may be inaccurate. Read the original README →

0.0 Quiet Magnitude out of 10 — how fast interest is growing, not a quality score.

Unusual star pattern. Data as of September 30, 2026, 23:58 UTC.

The star-growth assessment does not verify whether the project is safe to run.

Stars per day

0100200September 14, 2026November 2, 2026

Bars show stars per UTC day; the line is a moving average of available history. Gaps mean missing data, not zero growth. Today's bar is incomplete. Red marks spike days.

Why it’s trending

  • The repository is 16 days old and already has 183 stars.

Measured growth: the last 7 completed days

The full 7-day window is unavailable; no weekly total or comparison is calculated.

Daily measurements · UTC
October 26, 2026
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October 27, 2026
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October 28, 2026
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October 29, 2026
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October 30, 2026
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October 31, 2026
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November 1, 2026
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Completed days come from GitHub star history; today and forecasts are excluded from this comparison. History checked: September 25, 2026, 10:51 UTC. Sources and measurement limits →

Three GitHub discoveries in each edition

What they do, why they are gaining interest, and what to check before using them.

Editions at 10:00, 16:00, 22:00 MSK.

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Numbers

Total stars
183
Today
+0 stars on 2026-09-30 (UTC)
Forks
21
Issues and pull requests
1
Watchers
3
Language
Python
License
MIT
Latest release
v0.6.0 · September 14, 2026
Created
September 14, 2026
Last push
September 14, 2026

Star trust

Unusual star pattern. The magnitude is lowered, not zeroed:

  • Stars arrived in one batch on a single day (168) and stopped right after: 5 over the next two days. Real interest usually fades gradually.

These are heuristics, not a verdict: we judge by the repository’s behavior, not by a list of stargazers.

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