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 commands/mnott/pai/observationgit clone --depth 1 https://github.com/mnott/PAIWhat 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 | $0.00657 |
| Opus 5 | $0.00000 | $0.00329 |
| Sonnet 5 | $0.00000 | $0.00131 |
| Haiku 4.5 | $0.00000 | $0.00066 |
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 2d 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.
This is a copy
86% identical to end — 71 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 81 lines — stays where its author put it; the contents beside it link to each section on GitHub.
pai observation
Observation capture: list, search, and stats
Synopsis
pai observation <subcommand> [options]
Subcommands
| Command | Description |
|---|---|
pai observation list |
List recent observations |
pai observation search <query> |
Search observations by title or narrative text |
pai observation stats |
Show observation statistics: totals, by type, by project |
pai observation list
List recent observations
Options
| Option | Description | Default |
|---|---|---|
--project <slug> |
Filter by project slug | |
--type <type> |
Filter by type (decision, bugfix, feature, refactor, discovery, change) | |
--session <id> |
Filter by session ID | |
--limit <n> |
Maximum results | 20 |
pai observation search
Search observations by title or narrative text
Arguments
| Argument | Kind |
|---|---|
<query> |
required |
Options
| Option | Description | Default |
|---|---|---|
--project <slug> |
Filter by project slug | |
--type <type> |
Filter by type | |
--limit <n> |
Maximum results | 20 |
pai observation stats
Show observation statistics: totals, by type, by project
Examples
# Recent classified tool-call observations
pai observation list
# Only this project's decisions
pai observation list --project pai --type decision
# Search observations by text
pai observation search "daemon socket"
# Totals, by type, by project
pai observation stats
See also
pai backup · pai clear-names · pai daemon · pai db · pai end · pai help · pai identity · pai kg · pai mcp · pai memory · pai notify · pai obsidian · pai pause · pai project · pai projects · pai registry · pai restore · pai session · pai sessions · pai setup · pai shell-init · pai skill · pai task · pai topic · pai update · pai zettel
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.
- 2d ago First seen · 81 lines · 0 tokens per session scan A 5d278457a9ce
observation is a command published in the GitHub repository mnott/PAI (45 stars, last pushed 8d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 657 tokens. A static security scan graded it A with 0 findings. It is 86% identical to end, differing in 71 lines, and is treated as a copy.
Other commands, from other repositories
git
Git operations with intelligent commit messages and workflow optimization.
checklist
Generate a custom checklist for the current feature based on user requirements.
clarify
Identify underspecified areas in the current feature spec by asking up to 5 highly targeted clarification questions and encoding answers back into the spec.
specify
Create or update the feature specification from a natural language feature description.
analyze
Perform a non-destructive cross-artifact consistency and quality analysis across spec.md, plan.md, and tasks.md after task generation.
converge
Assess the current codebase against the feature's spec, plan, and tasks, then append any remaining unbuilt work as new tasks to tasks.md so implement can complete it.