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 skills/paralleldrive/aidd/aidd-observenpx skills add paralleldrive/aidd --skill aidd-observegit clone --depth 1 https://github.com/paralleldrive/aiddWrote 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/paralleldrive/aidd/aidd-observe)<a href="https://agentmods.dev/skills/paralleldrive/aidd/aidd-observe"><img src="https://agentmods.dev/badge/skills/paralleldrive/aidd/aidd-observe.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 | $0.00061 | $0.00738 |
| Opus 5 | $0.00030 | $0.00369 |
| Sonnet 5 | $0.00012 | $0.00148 |
| Haiku 4.5 | $0.00006 | $0.00074 |
Grade A, and why
aidd-observe 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 4d 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 — 100 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Observe pattern
Observe<T> from @adobe/data/observe — a subscription function: (notify: (value: T) => void) => Unobserve. Callback may be invoked synchronously or asynchronously, zero or more times. Returns Unobserve to stop observing.
Creation helpers
| Helper | Usage |
|---|---|
Observe.fromConstant(value) |
Observe<T> from a constant value |
Observe.fromProperties({ a, b }) |
Combine named observables into Observe<{ a, b }> |
Observe.fromArray([obs1, obs2]) |
Combine array of observables into Observe<T[]> |
Observe.fromPromise(() => Promise) |
Lazy; notifies once when promise resolves |
Observe.createState(initial?) |
[Observe<T>, (value: T) => void] — mutable state |
const constant = Observe.fromConstant(42);
const combined = Observe.fromProperties({ a: db.observe.resources.a, b: db.observe.resources.b });
const [count, setCount] = Observe.createState(0);
Transformation helpers
| Helper | Usage |
|---|---|
Observe.withMap(obs, fn) |
Transform value; map from one type to another |
Observe.withFilter(obs, fn) |
Transform or filter; return undefined to skip |
Observe.withDefault(default, obs) |
Use default when value is undefined |
const doubled = Observe.withMap(count, n => n * 2);
const isDev = Observe.withMap(service.type, t => t === 'development');
const max = Observe.withFilter(
Observe.fromProperties({ a, b }),
({ a, b }) => Math.max(a, b)
);
const withFallback = Observe.withDefault('unknown', maybeName);
Conversion helpers
| Helper | Usage |
|---|---|
Observe.toPromise(obs) |
Resolve with first value (one-shot) |
const first = await Observe.toPromise(service.states);
Common patterns
Derived observable from service:
export const isDevelopment = memoize((service: Pick<EnvironmentService, 'type'>) =>
Observe.withMap(service.type, type => type === 'development')
);
Computed from multiple resources:
Observe.withFilter(
Observe.fromProperties({ a: db.observe.resources.a, b: db.observe.resources.b }),
({ a, b }) => Math.max(a, b)
);
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 4d ago First seen · 100 lines · 61 tokens per session scan A d10ef85c5ade
aidd-observe is a skill published in the GitHub repository paralleldrive/aidd (380 stars, last pushed 2mo ago), licensed MIT. It adds 61 tokens to every session and 738 once invoked, about $0.0003 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 skills, from other repositories
aatmf-t10-confidentiality-breach
AATMF T10 — Integrity & Confidentiality Breach. System prompt extraction, training-data extraction, model-weight leakage, private-key recovery.
mochi-remind
Handle due reminders — notify the user with natural language and mark them done.
sidewinder-rattlesnake
Adversary-emulation profile for SideWinder (G0121 / Rattlesnake / T-APT-04 / Razor Tiger), India's suspected state-sponsored cyber-espionage actor.
ha-data-stores
Map of Hope Agent's local data stores and safe read-only query workflow. Use when the user asks where Hope Agent stores data, wants to inspect sessions/messages/memory/logs/background jobs/knowledge indexes/settings, asks the model to query local app data, or debugging requires checking persisted state. Trigger…
x-scorecard
OpenSSF Scorecard for assessing open source project security. Check security best practices and compliance. Dependency: This is an x-cmd module. Install x-cmd first (see x-cmd skill for installation options). see x-cmd skill for installation.
browser_cdp
通过 Chrome DevTools Protocol (CDP) 连接已运行的浏览器，或扫描本机 CDP 端口，用于远程调试与多工具共享浏览器实例。.