observe
/observe — natural-language entry to the Policy Interaction Layer: compile an NL request into a structured observation/subscription policy, confirm via…
Skill by sonichi
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/sonichi-observe
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
Get the weekly diff
The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.
About
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
- Runs as
- Python package
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/observe
What's inside
- Skill name
observe- Description
- /observe — natural-language entry to the Policy Interaction Layer: compile an NL request into a structured observation/subscription policy, confirm via effect-card (or standing approval), then subscribe on the events plane.
- License
- MIT
- Instructions
- 58 lines in SKILL.md · view on GitHub
Before installing
- Ships executable scripts
Files (4)
- SKILL.md
- default-pack-design.md
- default_policy_pack.py
- observe_policy.py
SKILL.md (first lines)
# /observe — NL → observation policy (MVP step 1)
The owner (or a scoped user) says what they want watched, in natural language:
/observe watch doc changes in this room and ping me daily
The core agent COMPILES that into a structured draft; everything deterministic
around the compilation lives in `observe_policy.py`. Design + resolved
decisions: `workspace notes/observe-mvp-slice-design.md`.
## Processing convention (core agent, on an `/observe <text>` owner task)
1. **Compile (LLM-side — you):** produce a draft dict:
`{room_id, event_types[], mode, cost_cap?, created_by, source_text}`
- `room_id`: the task's `channel_id` unless the text names another room.
- `event_types`: map the intent to plane types (`message.created`,
`reaction.added`, `member.joined`, …). Unknown intent →
ask, don't guess.
- `mode`: `observe` (context only) | `record` (journal) | `notify` (ping the
owner) | `taskify` (promote batches to ambient tasks — never
standing-approved).
2. **Validate:** `observe_policy.validate_draft(draft)` — errors go back to the
user verbatim; do not "fix" a draft silently.
3. **Standing approval:** `evaluate_standing_approval(rec, owner_mxid=…,
owner_rooms=…)`. `owner_rooms` = rooms the owner OWNS — created by the owner or where the
owner holds PL≥50 (checked via the room state the core already has; when
ownership is unknown, the room is NOT in scope). Familiarity — "the owner
sent a task from here" — is NOT ownership: a shared room must never enter
standing-approval scope (001 review; the server's four-way authz still
gates the subscribe, but the standing-approval semantic is stricter by
design). True → save + `transition(id,
"active")` + subscribe + post the AUTO-ACTIVATED card (visibility is
mandatory — never activate silently). False → save draft + post the CONFIRM
card and wait for the decision.
4. **Decision grammar** (same infrastructure as human-action cards):
`policy <id> activate | edit <new text> | cancel` — typed reply, reaction on
the card, or (when custom-event fan-out lands) an A2UI button. `edit`
recompiles with the new text into the SAME policy id.
5. **Subscribe on activate:** events client `subscribe(room_id, event_types)` —
the events plane's four-way authz is the permission evaluator; a subscribe
rejection (e.g. PL too low) goes back to the user as the card's failure
line, not swallowed.
6. **Enforcement:** active `notify`/`record`/`taskify` policies are consumed by
the sparrow drain handlers (taskify today; notify/record handlers are the
next slice). `cost_cap` shows the CAP on cards; metering is a later slice.
## Files
- `observe_policy.py` — validation, standing-approval evaluator,
SubscriptionStore (`<workspace>/state/observe/`), effect-card renderer
(plain text always; A2UI choice-group in the real renderer contract behind
`include_a2ui`).
- Store records: `obs_*.json`, states `draft → active → cancelled/expired`,
terminal states immutable, every transition audited.
Test: `python3 tests/observe-policy.test.py` (99% module coverage).From sonichi/sutando, MIT.
More from sonichi/sutando
- 0.757score
owner-agent-consult
sonichi
Before answering your OWNER, when the answer genuinely depends on something another agent of the same owner holds and you do not, ask that one agent once…
SkillAFreshness: A★ 400Claude Code +9 - 0.757score
marketplace
sonichi
Install marketplace skills, activate cloud tools, check whether installed skills are up to date, or remove them — without the owner opening the Marketplace.
SkillAFreshness: A★ 400Claude Code +9 - 0.757score
tutorial
sonichi
Show a new owner what to try first.
SkillAFreshness: A★ 400Claude Code +9 - 0.757score
macos-tools
sonichi
macOS native integrations: screen capture, calendar, reminders, contacts, email (Mail.app), Spotlight search.
SkillAFreshness: A★ 400Claude Code +9 - 0.757score
import-claude-context
sonichi
Bring the owner's Claude Code history into Sutando: index, extract and haiku-summarise the stock ~/.claude/projects transcripts, stage the result, show the…
SkillAFreshness: A★ 400Claude Code +9 - 0.757score
image-generation
sonichi
Generate an image from a prompt or edit an existing one (Gemini image model, standard library only, any Gemini key the resolver finds) and attach the file to…
SkillAFreshness: A★ 400Claude Code +9 - 0.757score
connect-apps
sonichi
Use when the owner asks about their calendar, email, meetings, Linear, Notion, Slack, Google Drive, GitHub or any other third-party app or the data in it…
SkillAFreshness: A★ 400Claude Code +9 - 0.754score
deal-finder
sonichi
Scan configured sources (Craigslist now; eBay + Facebook Marketplace planned) for used-item listings matching the owner's criteria.
SkillAFreshness: A★ 400Claude Code +9 - 0.754score
quota-tracker
sonichi
Track Claude Code quota usage via Anthropic API rate limit headers.
SkillAFreshness: A★ 400Claude Code +9 - 0.754score
model-switch
sonichi
Change the core's model without the CLI: send /model to the live core's pane through the shared sender, wait for the CLI to accept it (answering its confirm…
SkillAFreshness: A★ 400Claude Code +9 - 0.754score
claude-gemini
sonichi
Use the local Antigravity CLI (agy, Gemini-backed) from Claude Code with the user's existing Gemini authentication or API configuration.
SkillAFreshness: A★ 400Claude Code +9 - 0.754score
phone-conversation
sonichi
Make conversational phone calls and join Zoom meetings via Twilio + Gemini.
SkillAFreshness: A★ 400Claude Code +9
Signals
- Stars
- 400
- Forks
- 98
- Open issues
- 1,202
- Last commit (this folder)
- Oct 20, 2026 (9 days ago)
- Last release
- Aug 20, 2026 (2 months ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/sonichi/sutando
- Website
- sutando.ai
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from sonichi
- 0.757score
import-claude-context
sonichi
Bring the owner's Claude Code history into Sutando: index, extract and haiku-summarise the stock ~/.claude/projects transcripts, stage the result, show the…
SkillAFreshness: A★ 400Claude Code +9 - 0.757score
marketplace
sonichi
Install marketplace skills, activate cloud tools, check whether installed skills are up to date, or remove them — without the owner opening the Marketplace.
SkillAFreshness: A★ 400Claude Code +9 - 0.757score
connect-apps
sonichi
Use when the owner asks about their calendar, email, meetings, Linear, Notion, Slack, Google Drive, GitHub or any other third-party app or the data in it…
SkillAFreshness: A★ 400Claude Code +9 - 0.757score
image-generation
sonichi
Generate an image from a prompt or edit an existing one (Gemini image model, standard library only, any Gemini key the resolver finds) and attach the file to…
SkillAFreshness: A★ 400Claude Code +9 - 0.757score
macos-tools
sonichi
macOS native integrations: screen capture, calendar, reminders, contacts, email (Mail.app), Spotlight search.
SkillAFreshness: A★ 400Claude Code +9 - 0.757score
owner-agent-consult
sonichi
Before answering your OWNER, when the answer genuinely depends on something another agent of the same owner holds and you do not, ask that one agent once…
SkillAFreshness: A★ 400Claude Code +9
Cite this page
observe skill. Agent Mart. https://agentmart.dev/skills/sonichi-observe (last updated 2026-10-24)