Cost Export
ruvnet/ruflo
Export cost-tracking telemetry in Prometheus textfile or webhook JSON formats — for external observability (Grafana, Datadog, custom dashboards)
Monitor Clay enrichment pipeline health, credit consumption, and data quality metrics.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill clay-observability -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace clay-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/clay-observability .claude/skills/clay-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 "clay-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/clay-observability into .claude/skills/clay-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clay-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/clay-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 clay-observability -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace clay-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/clay-observability .agents/skills/clay-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 "clay-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/clay-observability into .agents/skills/clay-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clay-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 clay-observability -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace clay-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/clay-observability .cursor/skills/clay-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 "clay-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/clay-observability into .cursor/skills/clay-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clay-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/clay-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 clay-observability -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace clay-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/clay-observability .gemini/skills/clay-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 "clay-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/clay-observability into .gemini/skills/clay-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clay-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 clay-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 clay-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/clay-observability .github/skills/clay-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 "clay-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/clay-observability into .github/skills/clay-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clay-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 clay-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 clay-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/clay-observability .opencode/skills/clay-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 "clay-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/clay-observability into .opencode/skills/clay-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clay-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.
clay-observabilityMonitor Clay enrichment pipeline health, credit consumption, and data quality metrics.
Clay Observability is an agent skill from jeremylongshore/tons-of-skills-marketplace. Monitor Clay enrichment pipeline health, credit consumption, and data quality metrics. Use when setting up dashboards for Clay operations, configuring alerts for credit burn, or tracking enrichment success rates. Trigger with phrases like "clay monitoring", "clay metrics", "clay observability", "monitor clay", "clay alerts", "clay dashboard", "clay credit tracking".
Its SKILL.md is about 2.2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: Designed for Claude Code
It sits in DevOps & Cloud, covering Observability, Data cleaning and Monitoring and alerting. It works with Prometheus. 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.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit cfae287. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
ReadWriteEditBash(curl:*)From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are typescript and yaml).
From the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
prometheus.iografana.comuniversity.clay.comFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Designed for Claude Code
From compatibility in the SKILL.md frontmatter.
Clay Observability loads about 2.2k tokens when it runs. Until then it costs about 97 tokens; SKILL.md has 269 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.
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.
The full file from jeremylongshore/tons-of-skills-marketplace at commit cfae287, republished under its MIT licence (© jeremylongshore). 269 words, ~2,228 tokens.
.claude/skills/clay-observability/SKILL.md (or your agent's skills folder).Monitor Clay data enrichment pipeline health across four dimensions: credit consumption velocity, enrichment success rates (hit rates), data quality scores, and CRM sync reliability. Clay's credit-based pricing model makes observability essential for cost control.
// src/clay/metrics.ts — collect metrics from enriched data flowing back from Clay
interface ClayMetrics {
enrichmentsReceived: number;
enrichmentsWithEmail: number;
enrichmentsWithCompany: number;
enrichmentsWithPhone: number;
estimatedCreditsUsed: number;
averageICPScore: number;
leadsTier: { A: number; B: number; C: number; D: number };
}
class ClayMetricsCollector {
private metrics: ClayMetrics = {
enrichmentsReceived: 0,
enrichmentsWithEmail: 0,
enrichmentsWithCompany: 0,
enrichmentsWithPhone: 0,
estimatedCreditsUsed: 0,
averageICPScore: 0,
leadsTier: { A: 0, B: 0, C: 0, D: 0 },
};
private scoreSum = 0;
record(lead: Record<string, any>, creditsPerRow: number = 6) {
this.metrics.enrichmentsReceived++;
if (lead.work_email) this.metrics.enrichmentsWithEmail++;
if (lead.company_name) this.metrics.enrichmentsWithCompany++;
if (lead.phone_number) this.metrics.enrichmentsWithPhone++;
this.metrics.estimatedCreditsUsed += creditsPerRow;
const score = lead.icp_score || 0;
this.scoreSum += score;
this.metrics.averageICPScore = this.scoreSum / this.metrics.enrichmentsReceived;
if (score >= 80) this.metrics.leadsTier.A++;
else if (score >= 60) this.metrics.leadsTier.B++;
else if (score >= 40) this.metrics.leadsTier.C++;
else this.metrics.leadsTier.D++;
}
getReport(): string {
const m = this.metrics;
const emailRate = m.enrichmentsReceived > 0
? ((m.enrichmentsWithEmail / m.enrichmentsReceived) * 100).toFixed(1)
: '0';
const companyRate = m.enrichmentsReceived > 0
? ((m.enrichmentsWithCompany / m.enrichmentsReceived) * 100).toFixed(1)
: '0';
return [
`=== Clay Enrichment Report ===`,
`Total processed: ${m.enrichmentsReceived}`,
`Email find rate: ${emailRate}%`,
`Company match rate: ${companyRate}%`,
`Avg ICP score: ${m.averageICPScore.toFixed(1)}`,
`Lead distribution: A=${m.leadsTier.A} B=${m.leadsTier.B} C=${m.leadsTier.C} D=${m.leadsTier.D}`,
`Estimated credits used: ${m.estimatedCreditsUsed}`,
`Cost per email found: ${(m.estimatedCreditsUsed / Math.max(m.enrichmentsWithEmail, 1)).toFixed(1)} credits`,
].join('\n');
}
}// src/clay/prometheus-metrics.ts
import { Counter, Gauge, Histogram } from 'prom-client';
// Counters
const clayEnrichmentsTotal = new Counter({
name: 'clay_enrichments_total',
help: 'Total enrichments received from Clay',
labelNames: ['table', 'status'],
});
const clayCreditsUsed = new Counter({
name: 'clay_credits_used_total',
help: 'Estimated Clay credits consumed',
labelNames: ['table', 'enrichment_type'],
});
// Gauges
const clayHitRate = new Gauge({
name: 'clay_enrichment_hit_rate',
help: 'Enrichment hit rate percentage',
labelNames: ['table', 'field'],
});
const clayCreditBalance = new Gauge({
name: 'clay_credit_balance',
help: 'Remaining Clay credits',
});
const clayICPScore = new Histogram({
name: 'clay_icp_score',
help: 'Distribution of ICP scores',
buckets: [20, 40, 60, 80, 100],
labelNames: ['table'],
});
// Record enrichment
function recordEnrichment(table: string, lead: Record<string, any>) {
clayEnrichmentsTotal.inc({ table, status: lead.work_email ? 'enriched' : 'empty' });
clayCreditsUsed.inc({ table, enrichment_type: 'waterfall' }, 6);
clayICPScore.observe({ table }, lead.icp_score || 0);
}# prometheus/clay-alerts.yml
groups:
- name: clay-enrichment
rules:
- alert: ClayCreditBurnHigh
expr: rate(clay_credits_used_total[1h]) > 200
for: 15m
labels:
severity: warning
annotations:
summary: "Clay credit burn rate > 200/hour. Monthly projection: {{ $value | humanize }} credits"
- alert: ClayLowEmailHitRate
expr: clay_enrichment_hit_rate{field="email"} < 40
for: 30m
labels:
severity: warning
annotations:
summary: "Email find rate below 40% on table {{ $labels.table }}. Check input data quality."
- alert: ClayCreditBalanceLow
expr: clay_credit_balance < 500
labels:
severity: critical
annotations:
summary: "Clay credit balance below 500. Enrichments will stop when credits run out."
- alert: ClayWebhookFailureRate
expr: rate(clay_enrichments_total{status="error"}[15m]) > 0.1
labels:
severity: warning
annotations:
summary: "Clay webhook callback failure rate > 10%"Key panels for a Clay observability dashboard:
dashboard_panels:
row_1:
- name: "Credit Balance"
type: gauge
metric: clay_credit_balance
thresholds: [500, 1000, 5000]
- name: "Credits Used Today"
type: stat
metric: increase(clay_credits_used_total[24h])
- name: "Email Hit Rate"
type: gauge
metric: clay_enrichment_hit_rate{field="email"}
thresholds: [40, 60, 80]
row_2:
- name: "Credit Burn Rate (hourly)"
type: timeseries
metric: rate(clay_credits_used_total[1h])
- name: "ICP Score Distribution"
type: histogram
metric: clay_icp_score
row_3:
- name: "Lead Tier Breakdown"
type: piechart
metric: clay_enrichments_total by (tier)
- name: "Cost per Enriched Lead"
type: stat
metric: clay_credits_used_total / clay_enrichments_total{status="enriched"}// src/clay/daily-report.ts — generate daily enrichment summary
function generateDailyReport(collector: ClayMetricsCollector): void {
console.log(collector.getReport());
// Post to Slack
if (process.env.SLACK_WEBHOOK_URL) {
fetch(process.env.SLACK_WEBHOOK_URL, {
method: 'POST',
headers: { 'Content-Type': 'application/json' },
body: JSON.stringify({
text: `*Daily Clay Enrichment Report*\n\`\`\`\n${collector.getReport()}\n\`\`\``,
}),
}).catch(console.error);
}
}| Issue | Cause | Solution |
|---|---|---|
| Credits depleting fast | High waterfall depth or uncapped tables | Add credit burn alert, reduce waterfall |
| Hit rate near 0% | Invalid input data (personal domains, typos) | Add data quality monitoring, pre-filter |
| Missing metrics | Webhook handler not instrumented | Add metrics collection to callback handler |
| Dashboard shows stale data | Metrics not being pushed | Verify Prometheus scrape config |
Publish a privacy-aware operations view with aggregate throughput, latency, failure class, queue depth, credit consumption, quality signals, alert status, and runbook owner. Metrics and reports must not contain raw lead attributes, webhook secrets, CRM credentials, or unnecessary customer identifiers.
Configure a staging alert for rapid credit burn and validate it with a capped synthetic batch, then verify that the resulting report contains aggregate counts only. If a quality or error alert fires in production, freeze the affected automation path and use the incident runbook before altering metrics or suppressing the alert.
For incident response, see clay-incident-runbook.
© jeremylongshore, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/.curated/clay-observability of jeremylongshore/tons-of-skills-marketplace.
Open the folder on GitHubat commit cfae287
Clay 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 |
|---|---|---|---|---|---|---|
| Clay Observability this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~2.2k | Automated safety check: Pass | MIT | |
| Cost Exportruvnet/ruflo | 74k | — | ~687 | Automated safety check: Notes | MIT | |
| Happy Infra Metrics and Grafanaslopus/happy | 24k | — | ~2k | Automated safety check: Notes | MIT | |
| WizTelemetry Platform Servicekubesphere/kubesphere | 17k | — | ~1.8k | Automated safety check: Pass | Custom licence | |
| Redis Observabilityredis/agent-skills | 166 | 2 repos | ~911 | Automated safety check: Pass | MIT | |
| Developing Funboost Mixinydf0509/funboost | 895 | — | ~2.1k | Automated safety check: Pass | None |
ruvnet/ruflo
Export cost-tracking telemetry in Prometheus textfile or webhook JSON formats — for external observability (Grafana, Datadog, custom dashboards)
slopus/happy
Queries live Prometheus metrics and manages Grafana dashboards as code for Happy's infrastructure, using the grafanactl CLI and the Grafana datasource proxy API.
kubesphere/kubesphere
Installs and configures the WizTelemetry Platform Service extension for KubeSphere, the shared API server behind its observability extensions.
redis/agent-skills
Redis observability guidance — which metrics to monitor (memory, connections, hit ratio, ops/sec, rejected connections), which built-in commands to reach for during incident triage (SLOWLOG, INFO…
ydf0509/funboost
当需要为 funboost 创建 Consumer 或 Publisher 的 Mixin 扩展类时使用。触发场景:添加监控、熔断、限流、链路追踪等横切关注点,编写自定义前置/后置处理钩子。关键词:mixin, consumeroverridecls, publisheroverridecls, ConsumerMixin, 自定义消费者, hook, 拦截器, 熔断器, 监控…
prometheus/prometheus-mcp
Builds a picture of whether Prometheus itself is healthy and successfully monitoring its targets, covering readiness, firing alerts, target health and TSDB load.
jeremylongshore/tons-of-skills-marketplace
Execute this skill enables AI assistant to conduct a security-focused code review using the security-agent plugin.
jeremylongshore/tons-of-skills-marketplace
Build this skill automates the adaptation of pre-trained machine learning models using transfer learning techniques.
jeremylongshore/tons-of-skills-marketplace
Execute proactive auto-loading: automatically detects and loads agents.md files.
jeremylongshore/tons-of-skills-marketplace
Aggregate and centralize performance metrics from applications, systems, databases, caches, and services.
jeremylongshore/tons-of-skills-marketplace
Execute this skill enables AI assistant to analyze capacity requirements and plan for future growth.
jeremylongshore/tons-of-skills-marketplace
Process use when you need to work with database indexing. An agent skill from jeremylongshore/tons-of-skills-marketplace.
Works with
Categories
Monitor Clay enrichment pipeline health, credit consumption, and data quality metrics. Clay Observability is an agent skill from jeremylongshore/tons-of-skills-marketplace. Monitor Clay enrichment pipeline health, credit consumption, and data quality metrics.
Clay Observability fits situations like: setting up dashboards for Clay operations; configuring alerts for credit burn; tracking enrichment success rates; with phrases like clay monitoring.
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill clay-observability -a claude-code`. Or copy the skill folder (skills/.curated/clay-observability in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/clay-observability in your project. Claude Code loads it when a task matches its description.
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill clay-observability -a codex`. Or copy the skill folder (skills/.curated/clay-observability in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/clay-observability in your project. Codex loads it when a task matches its description.
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 clay-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/clay-observability, .gemini/skills/clay-observability, .github/skills/clay-observability and .opencode/skills/clay-observability in your project.
SKILL.md names no scripts, command-line tools or credentials: Clay Observability is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Write, Edit, Bash(curl:*). Compatibility (from SKILL.md): Designed for Claude Code.
SKILL.md names 3 domains. As links in the text: prometheus.io, grafana.com and university.clay.com. This is read from the text; nothing was executed.
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.
Clay Observability is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.2k tokens (SKILL.md is roughly 8.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Clay Observability: Cost Export (ruvnet/ruflo, 74k stars), Happy Infra Metrics and Grafana (slopus/happy, 24k stars), WizTelemetry Platform Service (kubesphere/kubesphere, 17k stars) and Redis Observability (redis/agent-skills, 166 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
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.