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 Kiyoraka/Project-AI-MemoryCore --skill observation-systemgit clone --depth 1 https://github.com/Kiyoraka/Project-AI-MemoryCoreWrote 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/kiyoraka/project-ai-memorycore/observation-system)<a href="https://agentmods.dev/skills/kiyoraka/project-ai-memorycore/observation-system"><img src="https://agentmods.dev/badge/skills/kiyoraka/project-ai-memorycore/observation-system/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/kiyoraka/project-ai-memorycore/observation-system"><img src="https://agentmods.dev/badge/skills/kiyoraka/project-ai-memorycore/observation-system.svg" alt="Reviewed on agentmods" width="80" 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 | $0.00122 | $0.05612 |
| Opus 5.5 | $0.00049 | $0.02245 |
| Sonnet 5.5 | $0.00024 | $0.01122 |
| Haiku 4.5 | $0.00012 | $0.00561 |
Grade A, and why
observation 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 2mo 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 — 652 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Observation System — Tiered Code Awareness
"See clearly before you act. Act only on what you see."
Activation
Four commands, each at a different depth:
| Command | Activation Message | Time |
|---|---|---|
| Survey | "Scanning project from above..." |
~30 sec |
| Investigate | "Focusing on [target]..." |
~5 min |
| Refine | "Reviewing changed code..." |
~5 min |
| Audit | "Revealing all connections..." |
~15 min |
Then execute the matching protocol below.
Context Guard
| Context | Status |
|---|---|
| User says "survey", "scan", "check health", "project status" | ACTIVE — run Survey |
| User says "investigate", "deep dive", "look into", "what's going on" | ACTIVE — run Investigate |
| User says "refine", "clean up", "review changes", "check my code" | ACTIVE — run Refine |
| User says "audit", "full audit", "show me everything" | ACTIVE — run Audit |
| Before planning a large feature | ACTIVE — Survey first |
| After implementation, before commit | ACTIVE — Refine (code was written) |
| Bug report or error investigation | ACTIVE — Investigate (bug mode) |
| Casual conversation, no project context | DORMANT — no observation |
| Non-code tasks, research, documentation | DORMANT — no code to observe |
Protocol
Step 1: Determine Command
Parse the user's request and dispatch to the matching depth level:
| Depth | Command | Question It Answers | Time |
|---|---|---|---|
| Lv.1 | Survey | "What's the state of the project?" | ~30 sec |
| Lv.2 | Investigate | "What's happening in this specific area?" | ~5 min |
| Lv.2 | Refine | "What can be improved in changed code?" | ~5 min |
| Lv.3 | Audit | "Show me everything about this system." | ~15 min |
Step 2: Execute Tier Protocol
Follow the detailed protocol for the selected command (see sections below).
Step 3: Suggest Escalation
After completing any tier, suggest the next appropriate depth if findings warrant it (see Escalation Paths).
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.
- 2mo ago First seen · 652 lines · 122 tokens per session scan A 9af926d7472e
observation is a skill published in the GitHub repository Kiyoraka/Project-AI-MemoryCore (380 stars, last pushed 13d ago), licensed MIT. It adds 122 tokens to every session and 5,612 once invoked, about $0.0005 per session on Opus 5.5. 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.
observation compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| observationKiyoraka/Project-AI-MemoryCore | Skill | 380 | 13d ago | MIT | A | 122 | Claude Code, Codex |
| autoreviewopenclaw/clawhub | Skill | 9.5k | today | MIT | A | 17 | Claude Code, Codex |
| agent-teams-simplify-and-hardenLeoYeAI/openclaw-master-skills | Skill | 2.2k | 5d ago | MIT | A | 115 | Claude Code, Codex |
| omh-code-reviewrlaope/oh-my-hermes | Skill | 5.2k | today | MIT | A | 48 | Claude Code, Codex |
| revdiff-planumputun/revdiff | Skill | 945 | yesterday | MIT | A | 84 | Claude Code |
| explore-unknownsdzhng/skills | Skill | 1.4k | 2d ago | MIT | A | 162 | Claude Code, Codex |
| re0-mergeLilMGenius/paperthin | Skill | 1.4k | 4d ago | MIT | A | 70 | Claude Code |