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/docxology/codomyrmex/api_specificationgit clone --depth 1 https://github.com/docxology/codomyrmexWhat 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 | $0.00000 | $0.01335 |
| Opus 5 | $0.00000 | $0.00668 |
| Sonnet 5 | $0.00000 | $0.00267 |
| Haiku 4.5 | $0.00000 | $0.00134 |
Grade A, and why
API_SPECIFICATION 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 2d 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 — 140 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Agents Module API Specification
Version: v0.2.0 | Status: Stable | Last Updated: March 2026
1. Overview
The agents module is the core framework for AI agent integration in Codomyrmex. It provides abstract interfaces, concrete client implementations for 12 providers, response parsing utilities, multi-agent pooling, evaluation, and conversation history.
2. Core Components
2.1 Base Classes
AgentInterface: The protocol that all agents must implementBaseAgent: Common functionality (execute, validate, test_connection)APIAgentBase: Base for HTTP API-based agents (error handling, token extraction, client init)CLIAgentBase: Base for CLI wrapper agents (subprocess execution, streaming, health checks)
2.2 Provider Clients
API-based (extend APIAgentBase)
| Client | Module | Provider | Default Model | Env Var |
|---|---|---|---|---|
ClaudeClient |
claude/ |
Anthropic | claude-3-opus-20240229 |
ANTHROPIC_API_KEY |
CodexClient |
codex/ |
OpenAI | code-davinci-002 |
OPENAI_API_KEY |
O1Client |
o1/ |
OpenAI | o1 |
OPENAI_API_KEY |
DeepSeekClient |
deepseek/ |
DeepSeek | deepseek-coder |
DEEPSEEK_API_KEY |
QwenClient |
qwen/ |
Alibaba | qwen-coder-plus |
DASHSCOPE_API_KEY |
CLI-based (extend CLIAgentBase)
| Client | Module | Binary | Features |
|---|---|---|---|
JulesClient |
jules/ |
jules |
Command-based execution |
OpenCodeClient |
opencode/ |
opencode |
Open-source CLI |
GeminiClient |
gemini/ |
gemini |
OAuth/API key, slash commands, @ files |
MistralVibeClient |
mistral_vibe/ |
vibe |
Mistral AI models |
EveryCodeClient |
every_code/ |
code |
Multi-agent orchestration, browser |
OpenClawClient |
openclaw/ |
openclaw |
OpenClaw CLI agent |
Local
| Provider | Module | Access | Features |
|---|---|---|---|
| Ollama | llm/ollama/ |
HTTP to localhost:11434 |
Local model management, execution |
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.
- 2d ago First seen · 140 lines · 0 tokens per session scan A 839aa6f54def
API_SPECIFICATION is an agent published in the GitHub repository docxology/codomyrmex (11 stars, last pushed 2d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 1,335 tokens. 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.
Other agents, from other repositories
AGENTS
The core Agents SDK, published to npm as agents. This is the most complex package in the monorepo.
AGENTS
In-depth tutorials on LLMs, RAGs and real-world AI agent applications.
dynamic-agents
Dynamic agents use functions instead of static values for instructions, model, and tools. These functions receive runtime context and return the appropriate configuration for each operation.
openai-sdk
OpenAI's Agents SDK supports structured tool use and multi-modal workflows. ContextForge can serve as a unified tool registry for OpenAI agents.
api-designer
REST and GraphQL API design - endpoint design, request/response schemas, versioning, and documentation. Use for designing new APIs or evolving existing ones.
accessibility-specialist
Accessibility expert: WCAG 2.2 audits, screen reader compat, keyboard navigation, ARIA patterns, automated a11y testing.