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 agentmods add agents/smart-ai-memory/attune-ai/comparisongit clone --depth 1 https://github.com/Smart-AI-Memory/attune-aiWrote 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/agents/smart-ai-memory/attune-ai/comparison)<a href="https://agentmods.dev/agents/smart-ai-memory/attune-ai/comparison"><img src="https://agentmods.dev/badge/agents/smart-ai-memory/attune-ai/comparison.svg" alt="Measured on agentmods" 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 | $0.00003 | $0.00295 |
| Opus 5 | $0.00002 | $0.00148 |
| Sonnet 5 | $0.00001 | $0.00059 |
| Haiku 4.5 | $0.00000 | $0.00030 |
Grade A, and why
agents-comparison 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 3d 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.
What it actually says
Universal Agent Factory — create, run, and orchestrate AI agents across frameworks
Comparison
The Agent Factory is the build-your-own-agent surface, distinct from the packaged workflows and from wizards:
| agents (Factory) | workflows | wizards | |
|---|---|---|---|
| What | Create/run/orchestrate custom agents across frameworks | Pre-built analysis pipelines (security, review, …) | Interactive multi-step guided flows |
| Entry | AgentFactory(...) + await invoke/run |
attune workflow run <slug> |
/wizard skill + await run() |
| Frameworks | native / langchain / langgraph / autogen / haystack | n/a | n/a |
Reach for the Factory when you need bespoke agents or want framework portability; reach for workflows when a packaged pipeline already does the job; reach for wizards for an interactive, user-in-the-loop task.
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.
- 3d ago First seen · 28 lines · 3 tokens per session scan A 7ae62f2fc49f
agents-comparison is an agent published in the GitHub repository Smart-AI-Memory/attune-ai (10 stars, last pushed today), licensed Apache-2.0. It adds 3 tokens to every session and 295 once invoked, about $0.0000 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 2026-08-31.
Other agents, from other repositories
plan-guardian
Drift check for the active cc-memory plan. Read .ccm/PLAN.md + .ccm/PROGRESS.md, compare against recent activity, and report whether the live work is still aligned with the plan. Read-only — do not edit files or write to the DB.
surveyor
Read-only breadth sweeps over a codebase - enumerate, list, trace a chain end to end ("list every stage in order", "which files import X", "where does this pipeline end"). Returns the list or the ordering, never file dumps. Use scout instead when the answer needs judgement about what code does. Never modifies anything.
scout
Read-only codebase explorer. Use for "where is X", "how does Y work", "which files touch Z" - returns conclusions with file:line refs, never file dumps. Never modifies anything.
verifier
Cheap gate before accepting another agent's diff - does it match the task (scope, completeness, obvious breakage)? Returns PASS/FAIL with reasons. NOT a code review - it catches "did the wrong thing"; real reviews go to reviewer.
test-runner
Runs tests, builds, and linters; reports compactly. Mechanical run-and-report only. Do NOT use when failures need interpretation or fixing - that is e2e-runner or the main session.
_SCHEMA
Real subagent persona definitions. Each .json defines one agent — its system prompt, tool grants, skill wrappers, trigger signals, success metrics, and per-agent learnings file.