Atomic Agents is a lightweight, modular framework for assembling AI agents and applications from single-purpose components such as agents, tools, and context providers. It is for developers building maintainable agentic AI pipelines with reusable, composable parts and structured outputs. The catalogue entries provide agent skills, instructions, settings, and related development workflows for the framework.
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 Eigenwise/atomic-agents --skill create-atomic-schemagit clone --depth 1 https://github.com/Eigenwise/atomic-agentsWrote 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/eigenwise/atomic-agents/create-atomic-schema)<a href="https://agentmods.dev/skills/eigenwise/atomic-agents/create-atomic-schema"><img src="https://agentmods.dev/badge/skills/eigenwise/atomic-agents/create-atomic-schema/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/eigenwise/atomic-agents/create-atomic-schema"><img src="https://agentmods.dev/badge/skills/eigenwise/atomic-agents/create-atomic-schema.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 | $0.00089 | $0.01492 |
| Opus 5.5 | $0.00036 | $0.00597 |
| Sonnet 5.5 | $0.00018 | $0.00298 |
| Haiku 4.5 | $0.00009 | $0.00149 |
Grade A, and why
create-atomic-schema 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 2mo 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 — 138 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Create an Atomic Agents Schema
Author a BaseIOSchema pair (input and/or output) that becomes the contract between an agent or tool and its caller. The framework enforces docstrings on every subclass, and Instructor flows field descriptions into the LLM prompt — so the schema is part of the prompt, not just typing.
For deep material (validators, discriminated unions, error envelopes), the authority is ../framework/references/schemas.md. This skill is the action-oriented path: clarify → write → validate.
When this fires vs the umbrella framework skill
- This skill: the user is creating or modifying a specific schema — e.g. "design the output schema for the planner agent", "add a field to
WeatherInput", "split the result into success and failure variants". frameworkskill: the user is asking about Atomic Agents in general or doing something other than authoring schemas.
Phase 1 — Clarify
Ask only what is not already obvious from context. Bundle into one message; do not interrogate one-at-a-time.
- Caller — is this for an
AtomicAgent, aBaseTool, both (an agent that emits a tool-input schema), or a nested sub-schema? - Direction — input only, output only, or a paired Input/Output?
- Fields — what fields does the caller need, with which types? (Required vs optional, defaults, constraints.)
- Failure modes — can this legitimately fail? If yes, plan a typed error variant rather than raising. See
../framework/references/schemas.md→ "Error-schema pattern".
If the user is mid-conversation about an existing schema, skip questions answered in context.
Phase 2 — Write
Place schema(s) where they will be imported from. Conventional locations:
<project>/agents/<agent_name>/schemas.py— agent-owned schemas<project>/tools/<tool_name>_tool.py— tool I/O lives next to the tool<project>/schemas/<topic>.py— schemas shared across multiple components
Required ingredients on every schema
- Subclass
BaseIOSchema(notBaseModel). - A non-empty class docstring — the framework raises at import otherwise. Write it for the LLM, because Instructor uses it as the schema's
description. - Every
Field(...)carries adescription=written for the LLM. - Use
Literal[...]for closed sets before reaching forEnum— flatter JSON Schema, easier for Instructor.
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.
- 2mo ago First seen · 138 lines · 89 tokens per session scan A f4a77c1e6101
create-atomic-schema is a skill published in the GitHub repository Eigenwise/atomic-agents (6,319 stars, last pushed 8d ago), licensed MIT. It adds 89 tokens to every session and 1,492 once invoked, about $0.0004 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 2026-08-30.
create-atomic-schema compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| create-atomic-schemaEigenwise/atomic-agents | Skill | 6.3k | 8d ago | MIT | A | 89 | Claude Code |
| alfworld-device-operatorzjunlp/SkillNet | Skill | 1.4k | 4d ago | MIT | A | 93 | Claude Code, Codex |
| alfworld-inventory-managementzjunlp/SkillNet | Skill | 1.4k | 4d ago | MIT | A | 70 | Claude Code, Codex |
| alfworld-object-locatorzjunlp/SkillNet | Skill | 1.4k | 4d ago | MIT | A | 66 | Claude Code, Codex |
| scienceworld-measurement-takerzjunlp/SkillNet | Skill | 1.4k | 4d ago | MIT | A | 81 | Claude Code, Codex |
| scienceworld-threshold-evaluatorzjunlp/SkillNet | Skill | 1.4k | 4d ago | MIT | A | 69 | Claude Code, Codex |
| webshop-attribute-verifierzjunlp/SkillNet | Skill | 1.4k | 4d ago | MIT | A | 119 | Claude Code, Codex |