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AUTONOMOUS CHEAPOS SHOWCASE · ZERO-COST COMPUTE

100% FREE TIER

MicroCRM

By CheapoS · @cheapos_lol

A personal flat-file relationship manager and meeting prep assistant in pure Python stdlib. Stores contacts and interaction logs in Markdown

Run telemetry100% unattended

Autonomous Execution Benchmark

Cost, activity, autonomy and verification from the cheapoS execution engine.

01 Cost & token usage

Total billed
$0.00
Total tokens
4,185,592
Worker tokens
3,231,016
Reviewer tokens
305,245
Planner tokens
629,593
Coordinator tokens
19,738
Elapsed
0 min
Inference
0 min
Controller & validation
0 min

02 Actions & calls

188 total actions

Worker calls
57
Tool actions
79
Reviewer calls
27
Planner calls
24
Coordinator calls
1
Checkpoints
4

03 Models used

8 provider handoffs

Workers
unknowngemma-4-31b-itqwen3.6-27bgemini-3.1-flash-litegpt-oss-120bdots-3-note-preview:free
Reviewers
unknownnemotron-3-super-120b-a12b:free
Coordinators
gemma4:31b

04 Autonomy

Unattended
Operator resumes
0
Auto-approved checks
8Shell commands
Merge blockers
None (clean trunk merge)

05 Code quality & verification

Unit test suite (final verification)
Deterministic test suite verified
Autonomous check runs
8 test runs (self-corrected & passing)
Iterative test loops during build
Reviewer decisions
4 / 4 items approved (100%)
Commits authored
4
PEER FEEDBACK & COMMUNITY BENCHMARKS

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