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 instructions/mloda-ai/open-kgo/agents-mdgit clone --depth 1 https://github.com/mloda-ai/open-kgoWrote 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/instructions/mloda-ai/open-kgo/agents-md)<a href="https://agentmods.dev/instructions/mloda-ai/open-kgo/agents-md"><img src="https://agentmods.dev/badge/instructions/mloda-ai/open-kgo/agents-md.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 5.1 | $0.01264 | $0.01264 |
| Opus 5 | $0.00632 | $0.00632 |
| Sonnet 5 | $0.00253 | $0.00253 |
| Haiku 4.5 | $0.00126 | $0.00126 |
Grade A, and why
open-kgo AGENTS.md 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 6d 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.
Copies of this mod
1 near-identical copy found in the catalogue:
- open-kgo CLAUDE.md — 100% identical, 2 lines differ
How it starts
The opening of the file, as written. The whole thing — 84 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
Must read README.md first.
This project uses the mloda framework. Assume any given task is related to mloda.
Environment
source .venv/bin/activate
Dependencies
Use uv to install dependencies:
uv sync --all-extras
Running checks
Use tox to run all checks:
tox
Run checks from the project virtualenv:
source .venv/bin/activate && tox
tox is the required final verification step after code or dependency changes.
Running only pytest is not sufficient for completion.
Run individual checks
pytest
ruff format --check --line-length 120 .
ruff check .
mypy --strict --ignore-missing-imports .
bandit -c pyproject.toml -r -q .
Commit messages
Use Conventional Commit format for all commits so semantic versioning/release tooling can parse intent.
Do not include Co-Authored-By lines or any other mention of AI agents in commit messages.
Examples:
fix: handle empty feature setchore(deps): bump mloda to 0.4.6
Claude Code Skills
The mloda-registry provides Claude Code skills that assist with plugin development:
When helping with FeatureGroups, ComputeFrameworks, or Extenders, leverage these skills for pattern guidance and best practices.
Project Practices
tox is the gate. It runs pytest, then ruff format --check, ruff check, mypy --strict --ignore-missing-imports, and bandit. All of these must pass before a PR is mergeable. CVE scanning lives in a separate tox -e security environment that runs pip-audit; it is not part of the PR merge gate. Scheduled CVE scanning is left to GitHub's native Dependabot security alerts, with tox -e security available for on-demand local scans.
- Python: supported range is
>=3.10. The default tox env ispython310. - Type hints: use modern forms (
list[str],dict[str, int],X | None). - Formatting: ruff format with line length 120.
- Tests: every new feature or bug fix must come with tests; follow the patterns in the existing
open_kgo/.../tests/trees. - Test contract harness (in-repo, not a published library): KG connectors are tested via a shared, inherited contract suite, the same pattern mloda-registry uses, but it currently lives inside this repo and is not packaged or published for external reuse (unlike mloda-registry's separate
mloda-testingpackage). Structure: a universalKgConnectorContractBaseinopen_kgo/feature_groups/kg/tests/kg_contract.py, a per-family<Family>ContractTestBasein eachopen_kgo/feature_groups/kg/<family>/tests/kg_<family>_contract.py, the sharedrun_query/make_valid_credentialshelpers inopen_kgo/feature_groups/kg/tests/_helpers.py(reader discovery in_discovery.py), and the resource-cache loaders in the production moduleopen_kgo/feature_groups/kg/fixtures.py(caches cleared per-test byopen_kgo/feature_groups/kg/conftest.py). A holistic all-family smoke plus cross-family gap diagnostics live inopen_kgo/feature_groups/kg/tests/test_kg_usage_smoke.py,test_kg_registry_integrity.py, andtest_kg_catalog_declarations.py, all over the shared_family_cases.pyregistry. Each concrete plugin's test class subclasses its family base and supplies a few small adapter methods. When adding a connector, extend the existing family base rather than writing standalone tests. Note also that, unlike mloda-registry, there is no framework-adapter-mixin layer and no single canonical fixture dataset. - Supply chain:
[tool.uv] exclude-newer = "7 days"inpyproject.tomldefers new third-party dependency releases by 7 days;exclude-newer-packageexempts the first-party mloda and mloda-testing packages from that cooldown (rolling"0 days";mloda-registryis a third reserved entry, not yet an actual dependency), so mloda and mloda-testing releases are picked up immediately.override-dependenciespins two packages past what their own constraints allow:pymdown-extensions>=11.0.1past marimo's<11pin, because the fix for the b64 path-traversal advisory only ships in 11.0 and a constraint cannot beat an upper pin; andmloda>=0.11.0,<0.12.0, capping the floor so a breaking 0.12 release isn't picked up automatically. Do not edit these without a reason. - Commits: use Conventional Commits (
feat:,fix:,chore:,docs:,test:,refactor:,style:,ci:,build:,perf:). semantic-release computes the next version:feat:triggers a minor bump, all other types trigger a patch bump (see.releaserc.yaml).
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.
- 6d ago First seen · 84 lines · 1,264 tokens per session scan A 13b56299b1ae
open-kgo AGENTS.md is an instructions file published in the GitHub repository mloda-ai/open-kgo (11 stars, last pushed 2d ago), licensed Apache-2.0. It adds 1,264 tokens to every session, about $0.0063 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.
Other instructions, from other repositories
ontology-atlas AGENTS.md
AGENTS.md instructions for wlsdks/ontology-atlas, covering agents.md — ontology-atlas, product and non-negotiable architecture, start here, structure and routes and operating gates and skills.
ontology-atlas CLAUDE.md
Claude Code instructions for wlsdks/ontology-atlas, covering claude.md, visibility and mirrors, claude code loading and synchronization.
session-graph AGENTS.md
Instructions for robertoshimizu/session-graph, covering agents.md — project rules, branch and production workflow and change discipline.
togomcp CLAUDE.md
Claude Code instructions for dbcls/togomcp, covering togomcp, architecture, data layout, parameter conventions and return-shape and error conventions.
session-graph CLAUDE.md
Instructions for robertoshimizu/session-graph, covering session-graph, project goal, branch and production workflow, architecture: ontology + knowledge graph + hybrid retrieval and ontology stack (composed w3c standards).
AnythingGraph AGENTS.md
Instructions for AnythingGraph/AnythingGraph, covering agents.md — anything cli mcp authoring guide, golden rules, exploring a source (no playbook), admin workflow and playbook json (compact).