Effort estimation for AI coding agents — PERT + METR + wave planning
Project description
agent-estimate
The first open-source effort estimation tool built for AI coding agents.
Not story points. Not human-hours. Wall-clock time for multi-agent parallel execution.
Why
Every team using Claude Code, Codex, Cursor, or similar AI coding agents needs a way to estimate how long agent-driven work will take. The current answer is "guess." We replace that with a calibrated, methodology-backed tool.
What It Does
- PERT for AI agents — three-point estimation (Optimistic / Most Likely / Pessimistic) adapted for AI agent task types
- METR-aware — flags tasks exceeding the reliable-completion threshold for the target model
- Wave planning — dependency-aware parallel scheduling across multi-agent fleets
- Self-calibrating — tracks estimated vs actual completion times, auto-adjusts defaults
Quick Start
pip install agent-estimate
# Estimate from a description
agent-estimate "Build a REST API with auth and role-based access control"
# Estimate from GitHub issues
agent-estimate --issues 119,122,125 --repo myorg/myrepo
# Estimate from a spec file
agent-estimate --file docs/mvp-spec.md
# Custom agent fleet
agent-estimate --config agents.yaml "Build a REST API"
Agent Config
agents:
- name: claude
capabilities: [reasoning, orchestration, refactoring, architecture]
parallelism: 1
model_tier: heavy
- name: codex
capabilities: [shell, patching, config, scripts, crud]
parallelism: 1
model_tier: standard
settings:
friction_multiplier: 1.15
inter_wave_overhead: 15 # minutes between waves
review_overhead: 0.10 # 10% for self-review
Status
Pre-release — architecture designed, implementation starting. See project plan for details.
License
MIT
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