sqlite-triangulation-pattern

sqlite-triangulation-pattern is a skill for Claude Code, Codex from VoDaiLocz/kilo-kit-mcp. It costs 28 tokens per session (111 once invoked), scanned A, original, Apache-2.0.

A pattern for preserving reasoning between agent steps using SQLite, a small embedded database. It also uses a confidence check to decide when a task should be escalated to another agent.

In plain words
What is it for?
Use it to save research reasoning, trigger escalation for low-confidence results, and verify the stored records and escalation status in SQLite.
Why use it?
It addresses the loss of reasoning between steps and the lack of a fallback when the result is uncertain. Stored records make the triangulation process easier to inspect.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: mentions subagents.

Good fit Use it to save research reasoning, trigger escalation for low-confidence results, and verify the stored records and escalation status in SQLite.

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Install with agentmods
npx agentmods add skills/vodailocz/kilo-kit-mcp/sqlite-triangulation-pattern
Install

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.

Any agent
npx skills add VoDaiLocz/kilo-kit-mcp --skill sqlite-triangulation-pattern
Clone the repo
git clone --depth 1 https://github.com/VoDaiLocz/kilo-kit-mcp

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for sqlite-triangulation-pattern

README.md
[![agentmods](https://agentmods.dev/badge/skills/vodailocz/kilo-kit-mcp/sqlite-triangulation-pattern.svg)](https://agentmods.dev/skills/vodailocz/kilo-kit-mcp/sqlite-triangulation-pattern)
Your own site
<a href="https://agentmods.dev/skills/vodailocz/kilo-kit-mcp/sqlite-triangulation-pattern"><img src="https://agentmods.dev/badge/skills/vodailocz/kilo-kit-mcp/sqlite-triangulation-pattern.svg" alt="Measured on agentmods" height="20"></a>
Per session 28 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 111 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00028 $0.00111
Opus 5 $0.00014 $0.00056
Sonnet 5 $0.00006 $0.00022
Haiku 4.5 $0.00003 $0.00011

Measured 4d ago against content hash 0472fa9da8f3, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

sqlite-triangulation-pattern 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 4d 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.

skills/learned/sqlite-triangulation-pattern/SKILL.md · 15 lines

What it actually says

sqlite-triangulation-pattern

Overview

Reasoning data lost across agent steps and missing low-confidence fallback

Solution Pattern & Best Practices

Use kilo_triangulate_research to commit reasoning to SQLite and escalate to subagent when confidence < 0.70

Verification & Testing Strategy

Query cognitive_triangulations table and verify escalation_triggered column

Changes

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.

  1. 4d ago First seen · 15 lines · 28 tokens per session scan A 0472fa9da8f3

Subscribe to this mod's changes

sqlite-triangulation-pattern is a skill published in the GitHub repository VoDaiLocz/kilo-kit-mcp (26 stars, last pushed today), licensed Apache-2.0. It adds 28 tokens to every session and 111 once invoked, about $0.0001 per session on Opus 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.