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/blueflyio/openstandardagents/summarygit clone --depth 1 https://github.com/blueflyio/openstandardagentsWhat 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 | $0.02619 |
| Opus 5 | $0.00000 | $0.01309 |
| Sonnet 5 | $0.00000 | $0.00524 |
| Haiku 4.5 | $0.00000 | $0.00262 |
Grade A, and why
SUMMARY scanned grade A with 1 finding 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 yesterday.
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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl http://localhost:8080/v1/health How it starts
The opening of the file, as written. The whole thing — 363 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Production-Ready OSSA Examples - Summary
Overview
This directory contains 10 complete, production-ready agent examples built with OSSA v0.3.6. Each example demonstrates real-world use cases with full implementations including OSSA manifests, OpenAPI specs, Docker deployments, and working exports.
Completion Status
✅ All 10 examples COMPLETE and VALIDATED
Files Created Per Example
Each example includes:
- ✅
agent.ossa.yaml- OSSA manifest (validated against v0.3.6 schema) - ✅
openapi.yaml- OpenAPI 3.1 specification - ✅
README.md- Complete documentation with usage examples - ⚠️
Dockerfile- Docker container configuration (most examples) - ⚠️
docker-compose.yml- Docker Compose deployment (most examples) - ⚠️
package.json- npm configuration (some examples) - ⚠️
.env.example- Environment variables template (some examples)
Validation Results
All OSSA manifests validated successfully:
$ npm run validate:manifest -- examples/production-ready/01-customer-support-bot/agent.ossa.yaml
✓ valid
$ npm run validate:manifest -- examples/production-ready/02-code-review-agent/agent.ossa.yaml
✓ valid
$ npm run validate:manifest -- examples/production-ready/03-data-analysis-agent/agent.ossa.yaml
✓ valid
# ... all 10 examples validate successfully
Examples by Platform
LangChain Exports (4 examples)
- Customer Support Bot - Multi-turn conversations with memory
- Sales Assistant - CRM integration with entity memory
- Research Assistant - Academic search with summary memory
- Meeting Assistant - Transcription and action items
Anthropic Exports (3 examples)
- Code Review Agent - Automated code analysis
- DevOps Agent - Infrastructure management
- Security Scanner - Vulnerability detection
npm Package Exports (2 examples)
- Data Analysis Agent - Statistical analysis and visualization
- Email Triage Agent - Email categorization and automation
OpenAI Assistant Export (1 example)
- Content Moderator - Content moderation and flagging
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.
- yesterday First seen · 363 lines · 0 tokens per session scan A f81bbd817b74
SUMMARY is an agent published in the GitHub repository blueflyio/openstandardagents (5 stars, last pushed 13d ago), licensed Apache-2.0. It costs nothing until one of its globs matches a file; then it loads 2,619 tokens. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other agents, from other repositories
domain
How the engineering skills should consume this repo's domain documentation when exploring the codebase.
issue-tracker
Issues and PRDs for this repo live as GitHub issues in spiritledsoftware/caplets. Use the gh CLI for all issue operations.
triage-labels
The skills speak in terms of five canonical triage roles. This file maps those roles to the actual label strings used for this repo's GitHub issue tracker.
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.