Ax Agent Observability
dosco/aithy
This skill helps an LLM generate correct AxAgent observability code using @ax-llm/ax.
Instrument ClickUp requests, queues, webhooks, and reconciliation with content-free metrics, traces, alerts, and health evidence.
Install Clickup Observability
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill clickup-observability -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace clickup-observability --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/.curated/clickup-observability .claude/skills/clickup-observability && rm -rf skills-srcUse ~/.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/
Install the "clickup-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/clickup-observability into .claude/skills/clickup-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clickup-observability", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/clickup-observabilityType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill clickup-observability -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace clickup-observability --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/.curated/clickup-observability .agents/skills/clickup-observability && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "clickup-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/clickup-observability into .agents/skills/clickup-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clickup-observability", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill clickup-observability -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace clickup-observability --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/.curated/clickup-observability .cursor/skills/clickup-observability && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "clickup-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/clickup-observability into .cursor/skills/clickup-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clickup-observability", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/jeremylongshore/tons-of-skills-marketplace.git --path skills/.curated/clickup-observability--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill clickup-observability -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace clickup-observability --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/.curated/clickup-observability .gemini/skills/clickup-observability && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "clickup-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/clickup-observability into .gemini/skills/clickup-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clickup-observability", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install jeremylongshore/tons-of-skills-marketplace clickup-observabilityInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill clickup-observability -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/.curated/clickup-observability .github/skills/clickup-observability && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "clickup-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/clickup-observability into .github/skills/clickup-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clickup-observability", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill clickup-observability -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace clickup-observability --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/.curated/clickup-observability .opencode/skills/clickup-observability && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "clickup-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/clickup-observability into .opencode/skills/clickup-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clickup-observability", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
clickup-observability- GitHub stars
- 2.8k
- Token cost
- ~1k tokens
- SKILL.md length
- 392 words
- Files
- 2 (incl. references)
- Skills in repo
- 3,342
- Repo updated
- First seen
- Licence
- MIT
At a glance
Instrument ClickUp requests, queues, webhooks, and reconciliation with content-free metrics, traces, alerts, and health evidence.
- Works in 6 steps: Inventory request, queue, webhook,… → Define low-cardinality metrics by… → Add trace spans around the transport and… → …
- Operating a ClickUp integration in production
- SKILL.md covers Overview, Prerequisites, Tool Discipline and Current Contract, plus 7 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Clickup Observability is an agent skill from jeremylongshore/tons-of-skills-marketplace. Instrument ClickUp requests, queues, webhooks, and reconciliation with content-free metrics, traces, alerts, and health evidence. Use when operating a ClickUp integration in production. Trigger with "ClickUp observability", "ClickUp metrics", or "monitor ClickUp webhooks".
Its SKILL.md is about 1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/official-docs.md`). Compatibility notes: Designed for Claude Code; live telemetry must follow approved data and secret-handling policy
It sits in DevOps & Cloud, covering Observability, Webhooks and Accounting and bookkeeping. The repository describes itself as: Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com. The licence is MIT.
When your agent uses it
- Operating a ClickUp integration in production
- With ClickUp observability
- ClickUp metrics
- Monitor ClickUp webhooks
Example prompts
- “ClickUp observability”
- “ClickUp metrics”
- “monitor ClickUp webhooks”
- “/clickup-observability”
Requirements
- Compatibility (from SKILL.md): Designed for Claude Code; live telemetry must follow approved data and secret-handling policy
- Pre-approved tools (allowed-tools): Read, Glob, Grep, WebFetch, Write, Edit
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Inventory request, queue, webhook, reconciliation, and deployment signals plus current data exposure.
- Define low-cardinality metrics by endpoint family, version, status class, environment, and Workspace alias.
- Add trace spans around the transport and queue without request/response content.
- Monitor rate remaining/reset, 429s, webhook latency/status/fail count, queue age, and duplicate suppression.
- Create actionable alerts with runbook links, owners, and tested thresholds from baseline data.
- Validate dashboards and alerts with synthetic failures and record redaction checks.
What it can do on your machine
Read from SKILL.md and the folder at commit cfae287. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
ReadGlobGrepWebFetchWriteEdit
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
Links to these hosts (documentation or services it may open):
developer.clickup.com
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.
Compatibility
Designed for Claude Code; live telemetry must follow approved data and secret-handling policy
From compatibility in the SKILL.md frontmatter.
Context cost
Clickup Observability loads about 1k tokens when it runs, and up to ~1.6k if it reads all its reference files. Until then it costs about 74 tokens; SKILL.md has 392 words of instructions outside code blocks.
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 jeremylongshore/tons-of-skills-marketplace at commit cfae287, republished under its MIT licence (© jeremylongshore). 392 words, ~1,027 tokens.
Download SKILL.mdSave it as
.claude/skills/clickup-observability/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- clickup-observability
- description
- Instrument ClickUp requests, queues, webhooks, and reconciliation with content-free metrics, traces, alerts, and health evidence. Use when operating a ClickUp integration in production. Trigger with "ClickUp observability", "ClickUp metrics", or "monitor ClickUp webhooks".
- allowed-tools
- Read, Glob, Grep, WebFetch, Write, Edit
- compatibility
- Designed for Claude Code; live telemetry must follow approved data and secret-handling policy
- argument-hint
- [service-path] [environment]
- version
- 1.8.0
- author
- Jeremy Longshore <jeremy@intentsolutions.io>
- license
- MIT
- tags
- saas, clickup, observability
- model
- inherit
- effort
- high
ClickUp Integration Observability
Overview
Expose reliability, rate pressure, delivery health, and business reconciliation without exporting task or member content.
Prerequisites
- A typed ClickUp transport and durable webhook/job queues
- Approved telemetry fields, retention, access, sampling, and alert ownership
- Service-level objectives for request success, latency, queue age, freshness, and reconciliation
Tool Discipline
Use Read, Glob, and Grep to inspect the repository, adapters, configuration names, tests, and evidence. Use WebFetch only for current official ClickUp documentation. Use Write or Edit after confirming the target file, Workspace boundary, and requested mode.
Current Contract
- Capture
X-RateLimit-*values as bounded numeric telemetry without capturing the Authorization header. - Webhook objects expose health/failure state; over-seven-second or unsuccessful delivery contributes to failure behavior.
- ClickUp retries an event up to five times, but failed events are not later resent after those attempts.
- Task names, descriptions, comments, attachments, emails, raw bodies, tokens, and webhook secrets are not telemetry.
Authentication
Use a personal token only for accountable individual/testing work or OAuth Authorization Code for a user-facing integration. Inject the token server-side through a governed secret reference, send it in Authorization, verify authorized Workspace IDs, and never print the token, OAuth client secret, or webhook secret.
Instructions
- Inventory request, queue, webhook, reconciliation, and deployment signals plus current data exposure.
- Define low-cardinality metrics by endpoint family, version, status class, environment, and Workspace alias.
- Add trace spans around the transport and queue without request/response content.
- Monitor rate remaining/reset, 429s, webhook latency/status/fail count, queue age, and duplicate suppression.
- Create actionable alerts with runbook links, owners, and tested thresholds from baseline data.
- Validate dashboards and alerts with synthetic failures and record redaction checks.
Show full SKILL.md (120 more words)Show less
Approval Boundaries
Do not add user/task IDs as unbounded labels, export payloads for debugging, or reactivate a failing webhook automatically without policy.
Output
Return signal inventory, SLOs, dashboards, alert tests, redaction results, cardinality risks, and runbook links. Separate measured evidence from proposed instrumentation.
Error Handling
| Condition | Response |
|---|---|
| Telemetry contains work content or secrets | Stop export, quarantine data, rotate if needed, and remediate instrumentation. |
| Labels are unbounded | Aggregate or hash into a governed low-cardinality alias. |
| Alert has no owner/runbook | Do not enable paging. |
| Webhook health degrades | Queue/contain and follow the incident runbook. |
Examples
The example below is a redacted operator receipt; it contains no task text, member data, credential, or webhook secret.
request-slo=99.9%; p95=420ms; 429=0; queue-age=18s; webhook-fail-count=0; sensitive-fields=0Resources
© jeremylongshore, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 1 other file (references) in skills/.curated/clickup-observability of jeremylongshore/tons-of-skills-marketplace.
- SKILL.md
- references/official-docs.md
Open the folder on GitHubat commit cfae287
Compare with similar skills
Clickup Observability 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Clickup Observability this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~1k | Automated safety check: Pass | MIT | |
| Ax Agent Observabilitydosco/aithy | 107 | — | ~4.4k | Automated safety check: Pass | Apache-2.0 | |
| Cx Observability Setupcoralogix/cx-cli | 121 | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| Debug Cloudflare Workers ObservabilityConsensys/c0 | 105 | — | ~1.2k | Automated safety check: Notes | LGPL-3.0 | |
| Gitops Cluster Debugfluxcd/agent-skills | 231 | — | ~4.2k | Automated safety check: Pass | Apache-2.0 | |
| Coralogix Docscoralogix/cx-cli | 121 | — | ~1.2k | Automated safety check: Pass | Apache-2.0 |
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Related
Questions about Clickup Observability
What does Clickup Observability do?
Instrument ClickUp requests, queues, webhooks, and reconciliation with content-free metrics, traces, alerts, and health evidence. Clickup Observability is an agent skill from jeremylongshore/tons-of-skills-marketplace. Instrument ClickUp requests, queues, webhooks, and reconciliation with content-free metrics, traces, alerts, and health evidence.
When should I use Clickup Observability?
Clickup Observability fits situations like: operating a ClickUp integration in production; with ClickUp observability; clickUp metrics; monitor ClickUp webhooks.
How do I install Clickup Observability in Claude Code?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill clickup-observability -a claude-code`. Or copy the skill folder (skills/.curated/clickup-observability in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/clickup-observability in your project. Claude Code loads it when a task matches its description.
How do I install Clickup Observability in Codex?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill clickup-observability -a codex`. Or copy the skill folder (skills/.curated/clickup-observability in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/clickup-observability in your project. Codex loads it when a task matches its description.
Can I use Clickup Observability 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 jeremylongshore/tons-of-skills-marketplace --skill clickup-observability -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/clickup-observability, .gemini/skills/clickup-observability, .github/skills/clickup-observability and .opencode/skills/clickup-observability in your project.
What does Clickup Observability need to run?
SKILL.md names no scripts, command-line tools or credentials: Clickup Observability is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Glob, Grep, WebFetch, Write, Edit. Compatibility (from SKILL.md): Designed for Claude Code; live telemetry must follow approved data and secret-handling policy.
Does Clickup Observability access the network?
SKILL.md names 1 domain. As links in the text: developer.clickup.com. This is read from the text; nothing was executed.
Is Clickup Observability 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 Clickup Observability use?
Clickup Observability is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Clickup Observability use?
About 1k tokens (SKILL.md is roughly 4.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 584 tokens, read only when the agent opens those files.
What are the alternatives to Clickup Observability?
Skills that share tags, products or a category with Clickup Observability: Ax Agent Observability (dosco/aithy, 107 stars), Cx Observability Setup (coralogix/cx-cli, 121 stars), Debug Cloudflare Workers Observability (Consensys/c0, 105 stars) and Gitops Cluster Debug (fluxcd/agent-skills, 231 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Clickup Observability?
jeremylongshore (a GitHub user) maintains it in jeremylongshore/tons-of-skills-marketplace, which has 2,827 GitHub stars. The repository holds 3,342 skills in this directory. The repository was last updated on October 10, 2026.
Source: jeremylongshore/tons-of-skills-marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.