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Agent skill

Agentation Watch Mode

by latitude-dev in latitude-dev/latitude-llm

Continuous Agentation annotation handling. An agent skill from latitude-dev/latitude-llm.

MITAuto-check passed

Install Agentation Watch Mode

skills CLI
$ npx skills add latitude-dev/latitude-llm --skill agentation-watch-mode -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install latitude-dev/latitude-llm agentation-watch-mode --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/latitude-dev/latitude-llm.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/agentation-watch-mode .claude/skills/agentation-watch-mode && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
agentation-watch-mode
GitHub stars
4.7k
Token cost
~438 tokens
SKILL.md length
214 words
Files
1
Skills in repo
28
Repo updated
First seen
Licence
MIT

At a glance

Continuous Agentation annotation handling. An agent skill from latitude-dev/latitude-llm.

  • Works in 4 steps: Start a watch loop with… → For each returned annotation → After the batch is done, call… → …
  • The user says watch mode
  • SKILL.md covers Goal, Workflow, Defaults and Handling ambiguous feedback, plus 1 more section
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Agentation Watch Mode is an agent skill from latitude-dev/latitude-llm. Continuous Agentation annotation handling. Use when the user says "watch mode", asks you to watch for Agentation annotations, process feedback as it arrives, or keep fixing annotation-driven changes until told to stop or a timeout is reached.

Its SKILL.md is about 440 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

The repository describes itself as: Open-source observability for AI agents. Find where your agents fail, dispatch your coding agent to fix it, and verify the fix against real traces. The licence is MIT.

When your agent uses it

  • The user says watch mode
  • Asks you to watch for Agentation annotations
  • Process feedback as it arrives
  • Keep fixing annotation-driven changes until told to stop

Example prompts

  • “watch mode”
  • “/agentation-watch-mode”

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  1. Start a watch loop with agentation_agentation_watch_annotations.
  2. For each returned annotation
  3. After the batch is done, call agentation_agentation_watch_annotations again.
  4. Continue until the user says stop or the watch call times out.

What it can do on your machine

Read from SKILL.md and the folder at commit 12e8591. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Agentation Watch Mode loads about 438 tokens when it runs. Until then it costs about 66 tokens; SKILL.md has 214 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~66
When it runs · the whole SKILL.md, loaded when a task matches
~438

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from latitude-dev/latitude-llm at commit 12e8591, republished under its MIT licence (© latitude-dev). 214 words, ~438 tokens.

Download SKILL.mdSave it as .claude/skills/agentation-watch-mode/SKILL.md (or your agent's skills folder).
name
agentation-watch-mode
description
Continuous Agentation annotation handling. Use when the user says "watch mode", asks you to watch for Agentation annotations, process feedback as it arrives, or keep fixing annotation-driven changes until told to stop or a timeout is reached.

Agentation watch mode

When to use: The user says watch mode, wants continuous Agentation feedback handling, or asks you to keep watching annotations and applying fixes as new feedback arrives.

Goal

Stay in a watch loop so the user can annotate in the browser and have those annotations processed continuously.

Workflow

  1. Start a watch loop with agentation_agentation_watch_annotations.
  2. For each returned annotation:
    • Call agentation_agentation_acknowledge immediately so the user can see you picked it up.
    • Read any extra session context you need.
    • Make the requested fix.
    • Call agentation_agentation_resolve with a short summary of what changed.
  3. After the batch is done, call agentation_agentation_watch_annotations again.
  4. Continue until the user says stop or the watch call times out.

Defaults

  • If the user gives a session ID, watch that session.
  • If they do not, watch all sessions.
  • Use a short batching window so nearby annotations are grouped together.
  • Use a reasonable timeout and report when it expires.

Handling ambiguous feedback

  • If an annotation is unclear, reply on the thread with a short clarifying question before making speculative changes.
  • If you cannot complete the fix safely, leave the annotation open and explain the blocker in a reply.

Response style

  • Keep progress updates brief.
  • In each resolve summary, state what you changed, not just that it is done.

© latitude-dev, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in .agents/skills/agentation-watch-mode of latitude-dev/latitude-llm.

Open the folder on GitHubat commit 12e8591

Compare with similar skills

Agentation Watch Mode next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Agentation Watch Mode compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Agentation Watch Mode this skilllatitude-dev/latitude-llm4.7k—~438Automated safety check: PassMIT
Agent Agentruvnet/ruflo74k3 repos~6.3kAutomated safety check: PassMIT
Continuous Agent Loopaffaan-m/ECC275k—~195Automated safety check: PassMIT
Agent Agentic Paymentsruvnet/ruflo74k3 repos~1.3kAutomated safety check: PassMIT
Continuous Agent Loopaffaan-m/ECC275k—~161Automated safety check: PassMIT
Agent Automation Smart Agentruvnet/ruflo74k3 repos~1.4kAutomated safety check: PassMIT

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Questions about Agentation Watch Mode

What does Agentation Watch Mode do?

Continuous Agentation annotation handling. An agent skill from latitude-dev/latitude-llm. Agentation Watch Mode is an agent skill from latitude-dev/latitude-llm. Continuous Agentation annotation handling.

When should I use Agentation Watch Mode?

Agentation Watch Mode fits situations like: the user says watch mode; asks you to watch for Agentation annotations; process feedback as it arrives; keep fixing annotation-driven changes until told to stop.

How do I install Agentation Watch Mode in Claude Code?

Run `npx skills add latitude-dev/latitude-llm --skill agentation-watch-mode -a claude-code`. Or copy the skill folder (.agents/skills/agentation-watch-mode in latitude-dev/latitude-llm) into .claude/skills/agentation-watch-mode in your project. Claude Code loads it when a task matches its description.

How do I install Agentation Watch Mode in Codex?

Run `npx skills add latitude-dev/latitude-llm --skill agentation-watch-mode -a codex`. Or copy the skill folder (.agents/skills/agentation-watch-mode in latitude-dev/latitude-llm) into .agents/skills/agentation-watch-mode in your project. Codex loads it when a task matches its description.

Can I use Agentation Watch Mode in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add latitude-dev/latitude-llm --skill agentation-watch-mode -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/agentation-watch-mode, .gemini/skills/agentation-watch-mode, .github/skills/agentation-watch-mode and .opencode/skills/agentation-watch-mode in your project.

What does Agentation Watch Mode need to run?

SKILL.md names no scripts, command-line tools or credentials: Agentation Watch Mode is instructions for the agent only.

Does Agentation Watch Mode access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Agentation Watch Mode safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Agentation Watch Mode use?

Agentation Watch Mode is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Agentation Watch Mode use?

About 438 tokens (SKILL.md is roughly 1.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Agentation Watch Mode?

Skills that share tags, products or a category with Agentation Watch Mode: Agent Agent (ruvnet/ruflo, 74k stars), Continuous Agent Loop (affaan-m/ECC, 275k stars), Agent Agentic Payments (ruvnet/ruflo, 74k stars) and Continuous Agent Loop (affaan-m/ECC, 275k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Agentation Watch Mode?

latitude-dev (a GitHub organization) maintains it in latitude-dev/latitude-llm, which has 4,714 GitHub stars. The repository holds 28 skills in this directory. The repository was last updated on October 7, 2026.

Source: latitude-dev/latitude-llm on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.