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.
Instrument Cohere requests, streams, retrieval, tools, limits, quality, and cost with low-cardinality telemetry and safe traces.
Install Cohere Observability
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill cohere-observability -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace cohere-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/cohere-observability .claude/skills/cohere-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 "cohere-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/cohere-observability into .claude/skills/cohere-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cohere-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/cohere-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 cohere-observability -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace cohere-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/cohere-observability .agents/skills/cohere-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 "cohere-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/cohere-observability into .agents/skills/cohere-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cohere-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 cohere-observability -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace cohere-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/cohere-observability .cursor/skills/cohere-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 "cohere-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/cohere-observability into .cursor/skills/cohere-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cohere-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/cohere-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 cohere-observability -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace cohere-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/cohere-observability .gemini/skills/cohere-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 "cohere-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/cohere-observability into .gemini/skills/cohere-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cohere-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 cohere-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 cohere-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/cohere-observability .github/skills/cohere-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 "cohere-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/cohere-observability into .github/skills/cohere-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cohere-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 cohere-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 cohere-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/cohere-observability .opencode/skills/cohere-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 "cohere-observability" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/cohere-observability into .opencode/skills/cohere-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cohere-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
cohere-observability- GitHub stars
- 2.8k
- Token cost
- ~1.1k tokens
- SKILL.md length
- 432 words
- Files
- 2 (incl. references)
- Skills in repo
- 3,342
- Repo updated
- First seen
- Licence
- MIT
At a glance
Instrument Cohere requests, streams, retrieval, tools, limits, quality, and cost with low-cardinality telemetry and safe traces.
- Works in 6 steps: Define service objectives and an… → Create counters for requests, outcomes,… → Create histograms for queue, retrieval,… → …
- Monitoring a Cohere service
- SKILL.md covers Overview, Prerequisites, Tool Discipline and Current Contract, plus 7 more sections
- Needs CO_API_KEY
What it does
Cohere Observability is an agent skill from jeremylongshore/tons-of-skills-marketplace. Instrument Cohere requests, streams, retrieval, tools, limits, quality, and cost with low-cardinality telemetry and safe traces. Use when monitoring a Cohere service. Trigger with "Cohere observability", "Cohere metrics", or "monitor Cohere".
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/official-docs.md`). Compatibility notes: Designed for Claude Code; live verification requires network access and an approved Cohere API key
It sits in DevOps & Cloud, covering Observability. 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
- Monitoring a Cohere service
- With Cohere observability
Example prompts
- “Cohere observability”
- “Cohere metrics”
- “monitor Cohere”
- “/cohere-observability”
Requirements
- A credential in CO_API_KEY
- Compatibility (from SKILL.md): Designed for Claude Code; live verification requires network access and an approved Cohere API key
- Pre-approved tools (allowed-tools): Read, Glob, Grep, WebFetch, Write, Edit
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Define service objectives and an allowlist of telemetry fields before instrumenting.
- Create counters for requests, outcomes, retries, throttles, circuit transitions, and tool decisions.
- Create histograms for queue, retrieval, provider, first-event, completion, and end-to-end duration.
- Record usage and cost units without tenant names or unbounded request IDs as metric labels.
- Build alerts for availability, sustained throttling, queue age, latency, quality, and spend.
- Test redaction, trace propagation, stream cancellation, and incident correlation.
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):
status.cohere.comdocs.cohere.com
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names these keys or tokens, usually read from environment variables:
CO_API_KEY
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Compatibility
Designed for Claude Code; live verification requires network access and an approved Cohere API key
From compatibility in the SKILL.md frontmatter.
Context cost
Cohere Observability loads about 1.1k tokens when it runs, and up to ~1.9k if it reads all its reference files. Until then it costs about 66 tokens; SKILL.md has 432 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). 432 words, ~1,083 tokens.
Download SKILL.mdSave it as
.claude/skills/cohere-observability/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- cohere-observability
- description
- Instrument Cohere requests, streams, retrieval, tools, limits, quality, and cost with low-cardinality telemetry and safe traces. Use when monitoring a Cohere service. Trigger with "Cohere observability", "Cohere metrics", or "monitor Cohere".
- allowed-tools
- Read, Glob, Grep, WebFetch, Write, Edit
- compatibility
- Designed for Claude Code; live verification requires network access and an approved Cohere API key
- argument-hint
- [service] [telemetry-backend]
- version
- 1.6.0
- author
- Jeremy Longshore <jeremy@intentsolutions.io>
- license
- MIT
- tags
- saas, cohere, observability
- model
- inherit
- effort
- high
Cohere Observability
Overview
Expose enough evidence to separate application, retrieval, model, capacity, and provider failures without logging credentials or customer content.
Prerequisites
- The target repository, runtime, environment, and accountable owner
- An approved Cohere team and key for any live verification
- Current quality, security, privacy, capacity, and change-control requirements
Tool Discipline
Use Read, Glob, and Grep to inspect code, configuration, and evidence. Use WebFetch only for current Cohere primary documentation. Use Write or Edit only when the user requested implementation and the exact target files are known; never write credentials or customer content.
Current Contract
- Measure queue, retrieval, provider, first-event, completion, and tool durations separately.
- Label metrics with bounded dimensions such as endpoint, operation, resolved model, environment, outcome, and retry class.
- Keep prompts, documents, embeddings, keys, and raw tool arguments out of telemetry by default.
- Pair operational metrics with sampled quality, citation, and safety evaluations.
Authentication
Use an environment-specific key injected from an approved secret manager. Never print, persist, commit, or place CO_API_KEY in an example. Confirm access with the least costly bounded operation appropriate to the task, and treat key creation, rotation, revocation, role changes, and production-capacity requests as owner-approved actions.
Instructions
- Define service objectives and an allowlist of telemetry fields before instrumenting.
- Create counters for requests, outcomes, retries, throttles, circuit transitions, and tool decisions.
- Create histograms for queue, retrieval, provider, first-event, completion, and end-to-end duration.
- Record usage and cost units without tenant names or unbounded request IDs as metric labels.
- Build alerts for availability, sustained throttling, queue age, latency, quality, and spend.
- Test redaction, trace propagation, stream cancellation, and incident correlation.
Show full SKILL.md (164 more words)Show less
Approval Boundaries
Do not expose or rotate keys, change Cohere Team roles, accept commercial terms, enable sensitive production data, increase spend or capacity, switch production models, send a support bundle, or execute model-proposed side effects without the accountable owner's approval. Keep diagnosis read-only unless implementation was requested.
Output
Return the resolved API and model contract, files or settings inspected, evidence collected, validation result, remaining risk, owner, and rollback or next action. Redact keys, authorization headers, prompts, retrieved documents, embeddings, customer identifiers, and unrestricted environment output.
Error Handling
| Condition | Response |
|---|---|
| Cardinality spike | Remove unbounded labels and aggregate request identifiers in logs only. |
| Prompt in trace | Redact it and review retained telemetry as a data incident. |
| Missing terminal event | Mark the stream incomplete and count a distinct outcome. |
| False provider alert | Split local queue/retrieval time from Cohere duration. |
Examples
Use this compact handoff shape to keep the selected scope, validation evidence, and operational result reviewable.
Input:
service=rag-api; backend=otel; content-logging=off; quality-sampling=1%Expected handoff:
metrics=bounded; traces=redacted; slo=defined; alerts=testedResources
© 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/cohere-observability of jeremylongshore/tons-of-skills-marketplace.
- SKILL.md
- references/official-docs.md
Open the folder on GitHubat commit cfae287
Compare with similar skills
Cohere 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 |
|---|---|---|---|---|---|---|
| Cohere Observability this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Vercel Optimize Auditvercel-labs/agent-skills | 32k | 8 repos | ~4.3k | Automated safety check: Pass | None | |
| Kubeshark Installerkubeshark/kubeshark | 12k | — | ~3.6k | Automated safety check: Notes | Apache-2.0 | |
| Kubeshark KFL2 Filter Referencekubeshark/kubeshark | 12k | — | ~3.6k | Automated safety check: Pass | Apache-2.0 | |
| KubeSphere ServiceMesh Managerkubesphere/kubesphere | 17k | — | ~2.4k | Automated safety check: Pass | Custom licence | |
| Kubernetes Network Root Cause Analysiskubeshark/kubeshark | 12k | — | ~5.3k | Automated safety check: Pass | Apache-2.0 |
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Kubeshark KFL2 Filter Reference
kubeshark/kubeshark
Syntax reference for KFL2, the CEL-based display filter language used to search Kubernetes network traffic captured by Kubeshark, loaded before any filter is written.
KubeSphere ServiceMesh Manager
kubesphere/kubesphere
Installs, checks and troubleshoots the KubeSphere ServiceMesh extension (Istio, Kiali, Jaeger), including grayscale release, sidecar injection, topology and tracing issues.
Kubernetes Network Root Cause Analysis
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Investigates past Kubernetes incidents from Kubeshark traffic snapshots: takes captures, dissects API calls, extracts PCAPs and compares traffic over time.
Caveman Gateway Setup
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Routes every LLM call in a repository through the Caveman Cloud gateway in record mode, so requests and costs are measured without changing behavior.
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Questions about Cohere Observability
What does Cohere Observability do?
Instrument Cohere requests, streams, retrieval, tools, limits, quality, and cost with low-cardinality telemetry and safe traces. Cohere Observability is an agent skill from jeremylongshore/tons-of-skills-marketplace. Instrument Cohere requests, streams, retrieval, tools, limits, quality, and cost with low-cardinality telemetry and safe traces.
When should I use Cohere Observability?
Cohere Observability fits situations like: monitoring a Cohere service; with Cohere observability.
How do I install Cohere Observability in Claude Code?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill cohere-observability -a claude-code`. Or copy the skill folder (skills/.curated/cohere-observability in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/cohere-observability in your project. Claude Code loads it when a task matches its description.
How do I install Cohere Observability in Codex?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill cohere-observability -a codex`. Or copy the skill folder (skills/.curated/cohere-observability in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/cohere-observability in your project. Codex loads it when a task matches its description.
Can I use Cohere 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 cohere-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/cohere-observability, .gemini/skills/cohere-observability, .github/skills/cohere-observability and .opencode/skills/cohere-observability in your project.
What does Cohere Observability need to run?
Going by SKILL.md and its folder, Cohere Observability needs credentials named CO_API_KEY. Our summary lists: A credential in CO_API_KEY. Its frontmatter pre-approves these tools: Read, Glob, Grep, WebFetch, Write, Edit. Compatibility (from SKILL.md): Designed for Claude Code; live verification requires network access and an approved Cohere API key.
Does Cohere Observability access the network?
SKILL.md names 2 domains. As links in the text: status.cohere.com and docs.cohere.com. This is read from the text; nothing was executed.
Is Cohere 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 Cohere Observability use?
Cohere 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 Cohere Observability use?
About 1.1k tokens (SKILL.md is roughly 4.3k 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 820 tokens, read only when the agent opens those files.
What are the alternatives to Cohere Observability?
Skills that share tags, products or a category with Cohere Observability: Vercel Optimize Audit (vercel-labs/agent-skills, 32k stars), Kubeshark Installer (kubeshark/kubeshark, 12k stars), Kubeshark KFL2 Filter Reference (kubeshark/kubeshark, 12k stars) and KubeSphere ServiceMesh Manager (kubesphere/kubesphere, 17k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Cohere 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.