ECC is a toolkit that organizes and improves how coding agents work through skills, memory, security checks, research practices, and related extensions. It is for developers using agents such as Claude Code, Codex, OpenCode, and Cursor.
Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
git clone --depth 1 https://github.com/affaan-m/ECCWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/commands/affaan-m/ecc/loop-start)<a href="https://agentmods.dev/commands/affaan-m/ecc/loop-start"><img src="https://agentmods.dev/badge/commands/affaan-m/ecc/loop-start/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/commands/affaan-m/ecc/loop-start"><img src="https://agentmods.dev/badge/commands/affaan-m/ecc/loop-start.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00000 | $0.00219 |
| Opus 5.5 | $0.00000 | $0.00088 |
| Sonnet 5.5 | $0.00000 | $0.00044 |
| Haiku 4.5 | $0.00000 | $0.00022 |
Grade A, and why
loop-start scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
Copies of this mod
8 near-identical copies found in the catalogue:
- loop-start — 100% identical, 0 lines differ
- loop-start — 100% identical, 0 lines differ
- loop-start — 100% identical, 0 lines differ
- loop-start — 100% identical, 0 lines differ
- loop-start — 100% identical, 0 lines differ
- loop-start — 100% identical, 0 lines differ
- loop-start — 100% identical, 0 lines differ
- loop-start — 100% identical, 0 lines differ
What it actually says
Loop Start Command
Start a managed autonomous loop pattern with safety defaults.
Usage
/loop-start [pattern] [--mode safe|fast]
pattern:sequential,continuous-pr,rfc-dag,infinite--mode:safe(default): strict quality gates and checkpointsfast: reduced gates for speed
Flow
- Confirm repository state and branch strategy.
- Select loop pattern and model tier strategy.
- Enable required hooks/profile for the chosen mode.
- Create loop plan and write runbook under
.claude/plans/. - Print commands to start and monitor the loop.
Required Safety Checks
- Verify tests pass before first loop iteration.
- Ensure
ECC_HOOK_PROFILEis not disabled globally. - Ensure loop has explicit stop condition.
Arguments
$ARGUMENTS:
<pattern>optional (sequential|continuous-pr|rfc-dag|infinite)--mode safe|fastoptional
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 33 lines · 0 tokens per session scan A 3ad109a9f69c
loop-start is a command published in the GitHub repository affaan-m/ECC (283,276 stars, last pushed 4d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 219 tokens. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
Other commands, from other repositories
amend-plan
Plan Amend - Discuss and apply amendments to a plan.json implementation plan.
export-closedloop-learnings
Exports pending ClosedLoop learnings to global location with deduplication.
analyze
Analyze Claude Code transcripts to surface subagent behavior and improvement opportunities.
code-review
Code review a pull request.
cwb-relax
A command that searches for relaxing music in three styles: downtempo, acoustic folk, and nature ambience.
distil-shadow
Decision-equivalence report — did compression preserve your agent's next action?