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seldonframe/reelier

by Various

Agents make claims. Reelier writes receipts — record an agent's tool-call workflow once, replay it deterministically at 0 tokens, and diff runs to catch drift.

MCP

seldonframe/reelier

Added 3 Sept 2026

#agent-memory #agent-skills #ai-agents #automation #byok #ci #claude #deterministic

Overview

Reelier records an agent's tool-call workflow and replays it deterministically with zero token usage. It diffs runs to help developers catch drift in agent behavior over time.

Best for

Best for
Developers testing and debugging tool-calling LLM agents

Use cases

  • Record tool-call sequences for audit and debugging
  • Replay workflows in tests without spending tokens
  • Diff runs to detect agent behavior drift

How to use

Install

npm i -g reelier && reelier init

Tested with

Claude Code, Cursor

Notes

Reelier records an agent’s tool-call workflow and replays it deterministically with zero token usage. It diffs runs to help developers catch drift in agent behavior over time.

3 stars on GitHub. Last updated 2026-08-25. Licensed MIT.

Use cases

  • Record tool-call sequences for audit and debugging
  • Replay workflows in tests without spending tokens
  • Diff runs to detect agent behavior drift

Pros

  • Zero-token deterministic replay
  • Concrete receipts of what the agent did
  • Simple run comparison for drift-catching

Cons

  • Covers tool-call workflows only, not full reasoning
  • Requires recording a workflow before replaying
  • Early-stage project with limited community traction

Indexed from awesome-mcp-servers-punkpeye and enriched against its public facts.

Pros

  • Zero-token deterministic replay
  • Concrete receipts of what the agent did
  • Simple run comparison for drift-catching

Cons

  • Covers tool-call workflows only, not full reasoning
  • Requires recording a workflow before replaying
  • Early-stage project with limited community traction
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