aws-samples/sample-okf-llm-wiki is a sample system that turns AWS data sources into portable knowledge bundles: organized Markdown documents explaining datasets, tables, relationships, metrics, and known issues. It serves those bundles to AI agents through the Model Context Protocol, using sources such as AWS Glue Data Catalog and Amazon Redshift. The catalogue entries support the system's setup and workflow.
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 aws-samples/sample-okf-llm-wiki --skill report-authoringgit clone --depth 1 https://github.com/aws-samples/sample-okf-llm-wikiWrote 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/aws-samples/sample-okf-llm-wiki/report-authoring)<a href="https://agentmods.dev/skills/aws-samples/sample-okf-llm-wiki/report-authoring"><img src="https://agentmods.dev/badge/skills/aws-samples/sample-okf-llm-wiki/report-authoring.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 | $0.00044 | $0.01112 |
| Opus 5 | $0.00022 | $0.00556 |
| Sonnet 5 | $0.00009 | $0.00222 |
| Haiku 4.5 | $0.00004 | $0.00111 |
Grade B, and why
report-authoring scanned grade B 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 8d 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.
Subtle steeringmediumPrompt injection
Instructions that bias recommendations or shape behaviour without the user noticing.
BODY must never mention them — no "the query returned", no "I ran", no The source is not reproduced here
Licensed MIT-0
The repository is licensed MIT-0, which this catalogue does not treat as permission to reproduce the file. Read it at the source.
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.
- 8d ago First seen · 95 lines · 44 tokens per session scan B 7bc36ff641d7
report-authoring is a skill published in the GitHub repository aws-samples/sample-okf-llm-wiki (26 stars, last pushed today), licensed MIT-0. It adds 44 tokens to every session and 1,112 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it B with 1 finding (subtle steering). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other skills, from other repositories
okf-csv
CSV connector that produces and ingests Open Knowledge Format (OKF) bundles from a directory of CSV files. Infers each file's column schema (integer/number/boolean/date/string) by sampling rows, optionally embeds a per-column data profile and sample rows, and syncs descriptions back to a .okf-metadata.yaml sidecar.…
okf-lint
Deterministic validator for Open Knowledge Format (OKF) bundles. Checks spec conformance (root index.md carries only okfversion, subdirectory index.md files carry no frontmatter, every concept has a non-empty type) plus enrichment coverage (placeholder descriptions, broken cross-links, orphans), and gates CI via its…
okf-openapi
OpenAPI/Swagger connector that produces and ingests Open Knowledge Format (OKF) bundles from an API contract. Parses an OpenAPI 3.x or Swagger 2.0 spec (JSON or YAML) into one concept per operation (API Endpoint) and per component schema (Schema), links endpoints to the schemas they reference as typed cross-links, and…
okf-sqlite
SQLite connector that produces and ingests Open Knowledge Format (OKF) bundles from database schemas and comments, CGO-free via modernc.org/sqlite. Use when documenting or cataloging a SQLite database, extracting its schema into OKF, or comparing/validating a database against an OKF bundle.
okf-viz
Visualizer that renders an Open Knowledge Format (OKF) bundle into a single self-contained interactive index.html — a three-pane explorer (tree/filters, a Cytoscape graph with switchable layouts, and a rendered reader) written next to index.md. Use when you want a human-browsable, graph view of an OKF bundle, or to…
okf-fs
Local filesystem connector that produces and ingests Open Knowledge Format (OKF) bundles documenting directory trees and file metadata, honoring .okfignore and .okf-metadata.yaml. Use when documenting or cataloging a local folder structure, or capturing filesystem metadata as an OKF bundle.