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Entry point for AI-agent work on AWS: pick a runtime, plan a migration for existing workloads, and build an executable POC — one phased flow.
Monitor Claude API calls — log tokens, latency, costs, errors, and Use when working with observability patterns.
Install Clade Observability
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill clade-observability -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace clade-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/clade-observability .claude/skills/clade-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 "clade-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/clade-observability into .claude/skills/clade-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clade-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/clade-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 clade-observability -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace clade-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/clade-observability .agents/skills/clade-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 "clade-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/clade-observability into .agents/skills/clade-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clade-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 clade-observability -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace clade-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/clade-observability .cursor/skills/clade-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 "clade-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/clade-observability into .cursor/skills/clade-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clade-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/clade-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 clade-observability -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace clade-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/clade-observability .gemini/skills/clade-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 "clade-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/clade-observability into .gemini/skills/clade-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clade-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 clade-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 clade-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/clade-observability .github/skills/clade-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 "clade-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/clade-observability into .github/skills/clade-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clade-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 clade-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 clade-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/clade-observability .opencode/skills/clade-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 "clade-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/clade-observability into .opencode/skills/clade-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clade-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
clade-observability- GitHub stars
- 2.8k
- Token cost
- ~1.1k tokens
- SKILL.md length
- 240 words
- Files
- 2 (incl. references)
- Skills in repo
- 3,342
- Repo updated
- First seen
- Licence
- MIT
At a glance
Monitor Claude API calls — log tokens, latency, costs, errors, and Use when working with observability patterns.
- Works in 3 steps: Review the patterns below → Apply to your codebase → Verify
- Working with observability patterns
- SKILL.md covers Overview, Logging Wrapper, Key Metrics to Track and Anthropic Console Monitoring, plus 7 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Clade Observability is an agent skill from jeremylongshore/tons-of-skills-marketplace. Monitor Claude API calls — log tokens, latency, costs, errors, and Use when working with observability patterns. set up alerts for production Claude integrations. Trigger with "anthropic monitoring", "claude observability", "track claude usage", "anthropic logging".
Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/one-pager.md`). Compatibility notes: Designed for Claude Code
It sits in DevOps & Cloud, covering Observability and LLM API integration. It works with Anthropic API. 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
- Working with observability patterns
- With anthropic monitoring
- Claude observability
- Track claude usage
Example prompts
- “anthropic monitoring”
- “claude observability”
- “track claude usage”
- “/clade-observability”
Requirements
- Compatibility (from SKILL.md): Designed for Claude Code
- Pre-approved tools (allowed-tools): Read, Write, Edit
Workflow steps
3 steps, taken from the step headings in SKILL.md.
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:
ReadWriteEdit
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are typescript).
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):
console.anthropic.complatform.claude.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
From compatibility in the SKILL.md frontmatter.
Context cost
Clade Observability loads about 1.1k tokens when it runs, and up to ~1.6k if it reads all its reference files. Until then it costs about 72 tokens; SKILL.md has 240 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). 240 words, ~1,111 tokens.
Download SKILL.mdSave it as
.claude/skills/clade-observability/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- clade-observability
- description
- Monitor Claude API calls — log tokens, latency, costs, errors, and Use when working with observability patterns. set up alerts for production Claude integrations. Trigger with "anthropic monitoring", "claude observability", "track claude usage", "anthropic logging".
- allowed-tools
- Read, Write, Edit
- compatibility
- Designed for Claude Code
- version
- 1.1.0
- license
- MIT
- author
- Jeremy Longshore <jeremy@intentsolutions.io>
- tags
- saas, anthropic, claude, monitoring, observability
Anthropic Observability
Overview
Every messages.create call should be instrumented. Track tokens, latency, cost, model, and errors.
Logging Wrapper
import Anthropic from '@claude-ai/sdk';
const client = new Anthropic();
async function trackedCreate(params: Anthropic.MessageCreateParams) {
const start = performance.now();
try {
const message = await client.messages.create(params);
const durationMs = Math.round(performance.now() - start);
const log = {
timestamp: new Date().toISOString(),
model: message.model,
input_tokens: message.usage.input_tokens,
output_tokens: message.usage.output_tokens,
cache_read_tokens: message.usage.cache_read_input_tokens || 0,
duration_ms: durationMs,
stop_reason: message.stop_reason,
estimated_cost: estimateCost(message.model, message.usage),
};
console.log('anthropic_request', JSON.stringify(log));
return message;
} catch (err) {
const durationMs = Math.round(performance.now() - start);
console.error('anthropic_error', JSON.stringify({
timestamp: new Date().toISOString(),
model: params.model,
error_type: err instanceof Anthropic.APIError ? err.error?.type : 'unknown',
status: err instanceof Anthropic.APIError ? err.status : null,
request_id: err instanceof Anthropic.APIError ? err.headers?.['request-id'] : null,
duration_ms: durationMs,
}));
throw err;
}
}
function estimateCost(model: string, usage: Anthropic.Usage): number {
const rates: Record<string, [number, number]> = {
'claude-opus-4-20250514': [15, 75],
'claude-sonnet-4-20250514': [3, 15],
'claude-haiku-4-5-20251001': [0.80, 4],
};
const [inputRate, outputRate] = rates[model] || [3, 15];
return (usage.input_tokens * inputRate + usage.output_tokens * outputRate) / 1_000_000;
}Key Metrics to Track
| Metric | Source | Alert Threshold |
|---|---|---|
| Error rate | error logs | > 5% over 5 minutes |
| p95 latency | duration_ms | > 10s (Sonnet) |
| Daily cost | estimated_cost sum | > 2x daily average |
| 429 rate | error_type = rate_limit | > 10/minute |
| 529 rate | error_type = overloaded | > 5/minute |
| Token usage | input_tokens + output_tokens | > daily budget |
Anthropic Console Monitoring
- Usage dashboard: console.anthropic.com → Usage
- Spending limits: console.anthropic.com → Settings → Limits
- API logs: Not available via API — use your own logging
Output
- Every Claude API call logged with tokens, latency, cost estimate, and model
- Error calls logged with request ID, status code, and error type
- Metrics dashboarded: error rate, p95 latency, daily cost, 429/529 rates
- Spending alerts configured in Anthropic console
Error Handling
| Error | Cause | Solution |
|---|---|---|
| API Error | Check error type and status code | See clade-common-errors |
Examples
See Logging Wrapper with trackedCreate(), estimateCost() function, Key Metrics table with alert thresholds, and Anthropic Console Monitoring section above.
Resources
Next Steps
See clade-incident-runbook for when things go wrong.
Prerequisites
- Completed
clade-install-auth - Logging infrastructure (console, structured logs, or observability platform)
- Production Claude integration to monitor
Instructions
Step 1: Review the patterns below
Each section contains production-ready code examples. Copy and adapt them to your use case.
Step 2: Apply to your codebase
Integrate the patterns that match your requirements. Test each change individually.
Step 3: Verify
Run your test suite to confirm the integration works correctly.
© 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/clade-observability of jeremylongshore/tons-of-skills-marketplace.
- SKILL.md
- references/one-pager.md
Open the folder on GitHubat commit cfae287
Compare with similar skills
Clade 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 |
|---|---|---|---|---|---|---|
| Clade Observability this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Agent Advisoraws/agent-toolkit-for-aws | 2.8k | — | ~4.9k | Automated safety check: Pass | Apache-2.0 | |
| E2E Live Dockerreceptron/mulmoclaude | 371 | — | ~544 | Automated safety check: Pass | MIT | |
| Vercel Optimize Auditvercel-labs/agent-skills | 32k | 8 repos | ~4.3k | Automated safety check: Pass | None | |
| Claude Cookbooks Reference2025Emma/vibe-coding-cn | 23k | 1 repos | ~2.2k | Automated safety check: Pass | MIT | |
| ModLens Image Vision Bridgeliustack/modlens | 4.2k | — | ~1.3k | Automated safety check: Notes | MIT |
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- Official
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receptron/mulmoclaude
実 Claude API + Docker サンドボックスを叩く docker カテゴリの総合テストを実行する。DISABLESANDBOX を unset した状態で yarn dev が起動済みであることが前提（サンドボックス off だと全 test が test.skip で抜ける）。
- Official
Vercel Optimize Audit
vercel-labs/agent-skills
Runs a metrics-first audit of a deployed Vercel project, gating investigations on real signals to produce ranked, citation-backed cost and performance recommendations.
Claude Cookbooks Reference
2025Emma/vibe-coding-cn
Reference of Claude API examples and guides covering tool use, vision, RAG, classification, summarization, text-to-SQL, prompt caching and agent patterns.
ModLens Image Vision Bridge
liustack/modlens
Gives text-only models sight by running the modlens CLI on an image path or URL and returning structured JSON evidence with transcribed text, layout and semantics.
Kubeshark Installer
kubeshark/kubeshark
Installs and configures Kubeshark on a Kubernetes cluster, choosing between the quick CLI path and a Helm install with custom values.
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Works with
Categories
Questions about Clade Observability
What does Clade Observability do?
Monitor Claude API calls — log tokens, latency, costs, errors, and Use when working with observability patterns. Clade Observability is an agent skill from jeremylongshore/tons-of-skills-marketplace. Monitor Claude API calls — log tokens, latency, costs, errors, and Use when working with observability patterns.
When should I use Clade Observability?
Clade Observability fits situations like: working with observability patterns; with anthropic monitoring; Claude observability; track claude usage.
How do I install Clade Observability in Claude Code?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill clade-observability -a claude-code`. Or copy the skill folder (skills/.curated/clade-observability in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/clade-observability in your project. Claude Code loads it when a task matches its description.
How do I install Clade Observability in Codex?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill clade-observability -a codex`. Or copy the skill folder (skills/.curated/clade-observability in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/clade-observability in your project. Codex loads it when a task matches its description.
Can I use Clade 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 clade-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/clade-observability, .gemini/skills/clade-observability, .github/skills/clade-observability and .opencode/skills/clade-observability in your project.
What does Clade Observability need to run?
SKILL.md names no scripts, command-line tools or credentials: Clade Observability is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Write, Edit. Compatibility (from SKILL.md): Designed for Claude Code.
Does Clade Observability access the network?
SKILL.md names 2 domains. As links in the text: console.anthropic.com and platform.claude.com. This is read from the text; nothing was executed.
Is Clade 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 Clade Observability use?
Clade 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 Clade Observability use?
About 1.1k tokens (SKILL.md is roughly 4.4k 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 475 tokens, read only when the agent opens those files.
What are the alternatives to Clade Observability?
Skills that share tags, products or a category with Clade Observability: Agent Advisor (aws/agent-toolkit-for-aws, 2.8k stars), E2E Live Docker (receptron/mulmoclaude, 371 stars), Vercel Optimize Audit (vercel-labs/agent-skills, 32k stars) and Claude Cookbooks Reference (2025Emma/vibe-coding-cn, 23k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Clade 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.