adlc-qa

adlc-qa is an agent for Claude Code from SalesforceAIResearch/agentforce-adlc. It costs 17 tokens per session (1,607 once invoked), scanned A, original, no licence file.

An agent that tests Salesforce Agentforce agents and improves them using session-trace analysis.

In plain words
What is it for?
Running agent tests, reviewing session traces, and optimizing Agentforce agent behavior.
Why use it?
It helps find behavior problems and use recorded agent interactions to guide changes.

Agent for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the agentforce-adlc plugin — 3 skills, 4 agents, 2 hooks shipped together

Good fit Running agent tests, reviewing session traces, and optimizing Agentforce agent behavior.

Compare 6 agents from other repositories ↓
Install with agentmods
npx agentmods add agents/salesforceairesearch/agentforce-adlc/adlc-qa
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.

Clone the repo
git clone --depth 1 https://github.com/SalesforceAIResearch/agentforce-adlc

Made for: Claude Code.

Or install agentforce-adlc, the plugin that ships this one along with the rest of its 3 skills, 4 agents, 2 hooks.

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 adlc-qa

README.md
[![agentmods](https://agentmods.dev/badge/agents/salesforceairesearch/agentforce-adlc/adlc-qa.svg)](https://agentmods.dev/agents/salesforceairesearch/agentforce-adlc/adlc-qa)
Your own site
<a href="https://agentmods.dev/agents/salesforceairesearch/agentforce-adlc/adlc-qa"><img src="https://agentmods.dev/badge/agents/salesforceairesearch/agentforce-adlc/adlc-qa.svg" alt="Measured on agentmods" height="20"></a>
Per session 17 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 1,607 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 unknown 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 $0.00017 $0.01607
Opus 5 $0.00009 $0.00804
Sonnet 5 $0.00003 $0.00321
Haiku 4.5 $0.00002 $0.00161

Measured 8d ago against content hash 9305225395e7, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

adlc-qa 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 8d 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.

agents/adlc-qa.md · 245 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

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. 8d ago First seen · 245 lines · 17 tokens per session scan A 9305225395e7

Subscribe to this mod's changes

adlc-qa is an agent published in the GitHub repository SalesforceAIResearch/agentforce-adlc (105 stars, last pushed 1mo ago), with no licence file. It adds 17 tokens to every session and 1,607 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 2026-08-30.

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