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.
npx skills add kryptobaseddev/cleo --skill ct-ivt-loopergit clone --depth 1 https://github.com/kryptobaseddev/cleoWrote 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/skills/kryptobaseddev/cleo/ct-ivt-looper)<a href="https://agentmods.dev/skills/kryptobaseddev/cleo/ct-ivt-looper"><img src="https://agentmods.dev/badge/skills/kryptobaseddev/cleo/ct-ivt-looper/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/skills/kryptobaseddev/cleo/ct-ivt-looper"><img src="https://agentmods.dev/badge/skills/kryptobaseddev/cleo/ct-ivt-looper.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00169 | $0.03146 |
| Opus 5.5 | $0.00068 | $0.01258 |
| Sonnet 5.5 | $0.00034 | $0.00629 |
| Haiku 4.5 | $0.00017 | $0.00315 |
Grade A, and why
ct-ivt-looper 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 18d 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.
How it starts
The opening of the file, as written. The whole thing — 221 lines — stays where its author put it; the contents beside it link to each section on GitHub.
IVT Looper
Overview
Runs an autonomous Implement-then-Validate-then-Test loop against any git worktree, detects the test framework in use, and iterates until the implementation converges on its specification. This skill is the autonomous compliance layer: no task ships, no release runs, and no PR opens until the loop has recorded a converged result to the manifest.
Core Principle
The loop converges on the spec, not on 'tests pass'. Passing tests that don't cover the spec is a failure.
Immutable Constraints
| ID | Rule | Enforcement |
|---|---|---|
| IVT-001 | Test framework MUST be detected or declared before the loop starts. | validateTestingProtocol rejects entries without a framework; deducts 20 from score. |
| IVT-002 | Loop MUST cap iterations at MAX_ITERATIONS (default 5). |
Hard counter in the loop; unreachable convergence forces HITL escalation. |
| IVT-003 | Every MUST requirement in the spec MUST map to at least one passing test. | Spec-to-test traceability matrix; gaps block convergence. |
| IVT-004 | Final manifest entry MUST record framework, testsRun, testsPassed, testsFailed, ivtLoopConverged, ivtLoopIterations. |
validateTestingProtocol requires these fields; ivtLoopConverged: false fails validation. |
| IVT-005 | Framework detection MUST NOT be hardcoded to one project's tooling. | Detection walks the project tree; no vitest/jest-only code paths. |
| IVT-006 | Loop MUST NOT run on the main branch. | Check git branch --show-current; stop if on main/master/trunk. |
| IVT-007 | Non-convergence after MAX_ITERATIONS MUST escalate to HITL (exit code 65). |
Agent stops, writes manifest with ivtLoopConverged: false, exits. |
| IVT-008 | Final manifest entry MUST set agent_type: "testing". |
Validator rejects any other value. |
The IVT Loop
load_spec(task_id) # read acceptance criteria from canon
detect_framework(worktree) # see references/frameworks.md
branch_check() # abort if on main/master/trunk
iteration = 0
while iteration < MAX_ITERATIONS: # IVT-002
iteration += 1
# ----- I : Implement -----
apply_patch(current_diff) # patch generated by the implementer
ensure_provenance_tags(new_code) # IMPL-003 tags on new functions
# ----- V : Validate -----
lint_result = run_project_linter()
type_result = run_type_checker() # tsc / mypy / go vet / rustc
if lint_result.failed or type_result.failed:
regenerate_fix_for(lint_result, type_result)
continue # back to top, same iteration count
# ----- T : Test -----
test_result = run_framework_tests() # framework-specific command
trace = spec_to_test_trace(spec) # IVT-003: every MUST has a test
if test_result.all_passed and trace.complete:
write_manifest(
framework=framework,
iterations=iteration,
converged=True,
agent_type="testing",
)
return CONVERGED # exit loop, exit skill with code 0
# ----- Analyze and regenerate fix -----
failure = diagnose(test_result, trace)
current_diff = regenerate_fix_for(failure)
# MAX_ITERATIONS reached without convergence
write_manifest(
framework=framework,
iterations=MAX_ITERATIONS,
converged=False,
agent_type="testing",
)
escalate_to_hitl() # IVT-007: exit code 65
What ships with it
4 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 18d ago Changed · +1 lines 7dc183c3a681
- 21d ago Changed · +1 lines 2f8eddea4d88
- 22d ago Changed · +5 lines 4597a0468fda
- 1mo ago First seen · 214 lines · 169 tokens per session scan A 5a2b610b2132
ct-ivt-looper is a skill published in the GitHub repository kryptobaseddev/cleo (159 stars, last pushed yesterday), licensed MIT. It adds 169 tokens to every session and 3,146 once invoked, about $0.0007 per session on Opus 5.5. 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.
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