AI Server
Opentrons/opentrons
Conventions for the opentrons-ai-server FastAPI service — project structure, uv dependency management, settings, testing, Docker, and deployment.
Agent skill
Cohere Deploy Integration
by jeremylongshore in jeremylongshore/tons-of-skills-marketplace
Deploy a Cohere-powered service with server-side secrets, streaming-safe infrastructure, health checks, canarying, and rollback.
Install Cohere Deploy Integration
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill cohere-deploy-integration -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace cohere-deploy-integration --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-deploy-integration .claude/skills/cohere-deploy-integration && 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-deploy-integration" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/cohere-deploy-integration into .claude/skills/cohere-deploy-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cohere-deploy-integration", 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-deploy-integrationType 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-deploy-integration -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace cohere-deploy-integration --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-deploy-integration .agents/skills/cohere-deploy-integration && 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-deploy-integration" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/cohere-deploy-integration into .agents/skills/cohere-deploy-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cohere-deploy-integration", 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-deploy-integration -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace cohere-deploy-integration --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-deploy-integration .cursor/skills/cohere-deploy-integration && 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-deploy-integration" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/cohere-deploy-integration into .cursor/skills/cohere-deploy-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cohere-deploy-integration", 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-deploy-integration--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-deploy-integration -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace cohere-deploy-integration --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-deploy-integration .gemini/skills/cohere-deploy-integration && 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-deploy-integration" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/cohere-deploy-integration into .gemini/skills/cohere-deploy-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cohere-deploy-integration", 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-deploy-integrationInstalls 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-deploy-integration -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-deploy-integration .github/skills/cohere-deploy-integration && 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-deploy-integration" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/cohere-deploy-integration into .github/skills/cohere-deploy-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cohere-deploy-integration", 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-deploy-integration -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-deploy-integration --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-deploy-integration .opencode/skills/cohere-deploy-integration && 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-deploy-integration" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/cohere-deploy-integration into .opencode/skills/cohere-deploy-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cohere-deploy-integration", 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-deploy-integration- GitHub stars
- 2.8k
- Token cost
- ~1.1k tokens
- SKILL.md length
- 441 words
- Files
- 2 (incl. references)
- Skills in repo
- 3,342
- Repo updated
- First seen
- Licence
- MIT
At a glance
Deploy a Cohere-powered service with server-side secrets, streaming-safe infrastructure, health checks, canarying, and rollback.
- Works in 6 steps: Inspect the target platform's secret,… → Inject CO_API_KEY from the platform… → Set explicit model IDs, request bounds,… → …
- Shipping Cohere workloads
- SKILL.md covers Overview, Prerequisites, Tool Discipline and Current Contract, plus 7 more sections
- Needs CO_API_KEY
What it does
Cohere Deploy Integration is an agent skill from jeremylongshore/tons-of-skills-marketplace. Deploy a Cohere-powered service with server-side secrets, streaming-safe infrastructure, health checks, canarying, and rollback. Use when shipping Cohere workloads. Trigger with "deploy Cohere", "Cohere production deploy", or "Cohere streaming service".
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 Deployment and Backend development. 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
- Shipping Cohere workloads
- With deploy Cohere
- Cohere production deploy
- Cohere streaming service
Example prompts
- “deploy Cohere”
- “Cohere production deploy”
- “Cohere streaming service”
- “/cohere-deploy-integration”
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.
- Inspect the target platform's secret, egress, timeout, streaming, autoscaling, and rollback behavior.
- Inject CO_API_KEY from the platform secret manager and restrict access to the service identity.
- Set explicit model IDs, request bounds, client timeouts, concurrency, and circuit-breaker thresholds.
- Deploy to a non-production environment and test cancellation, throttling, timeout, and provider outage behavior.
- Canary production traffic while watching quality, error, latency, queue, and spend signals.
- Promote or roll back using recorded thresholds and preserve the deployment evidence.
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):
docs.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 Deploy Integration 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 70 tokens; SKILL.md has 441 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). 441 words, ~1,108 tokens.
Download SKILL.mdSave it as
.claude/skills/cohere-deploy-integration/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- cohere-deploy-integration
- description
- Deploy a Cohere-powered service with server-side secrets, streaming-safe infrastructure, health checks, canarying, and rollback. Use when shipping Cohere workloads. Trigger with "deploy Cohere", "Cohere production deploy", or "Cohere streaming service".
- 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
- [repository-path] [platform] [environment]
- version
- 1.6.0
- author
- Jeremy Longshore <jeremy@intentsolutions.io>
- license
- MIT
- tags
- saas, cohere, deployment
- model
- inherit
- effort
- high
Cohere Deployment Integration
Overview
Release the application around Cohere without embedding the key in clients, turning health checks into billable generation, or hiding provider failure.
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
- Call Cohere from a trusted server runtime; never expose the provider key to browsers or mobile clients.
- Use a local process health check and a separate protected provider-readiness probe.
- Streaming paths require proxy buffering, idle timeout, cancellation, and client-disconnect tests.
- Model selection and fallback must be explicit deployment configuration reviewed against current availability.
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
- Inspect the target platform's secret, egress, timeout, streaming, autoscaling, and rollback behavior.
- Inject
CO_API_KEYfrom the platform secret manager and restrict access to the service identity. - Set explicit model IDs, request bounds, client timeouts, concurrency, and circuit-breaker thresholds.
- Deploy to a non-production environment and test cancellation, throttling, timeout, and provider outage behavior.
- Canary production traffic while watching quality, error, latency, queue, and spend signals.
- Promote or roll back using recorded thresholds and preserve the deployment evidence.
Show full SKILL.md (160 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 |
|---|---|
| Key in client bundle | Stop release, remove it, and rotate the exposed key. |
| Buffered stream | Fix proxy/runtime streaming settings before promotion. |
| Cold-start timeout | Measure and tune platform startup separately from provider latency. |
| Provider outage | Trip the circuit and use the approved degradation path. |
Examples
Use this compact handoff shape to keep the selected scope, validation evidence, and operational result reviewable.
Input:
platform=cloud-run; stream=true; canary=5%; provider-probe=protectedExpected handoff:
secrets=server-only; stream=pass; canary=healthy; rollback=verifiedResources
© 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-deploy-integration of jeremylongshore/tons-of-skills-marketplace.
- SKILL.md
- references/official-docs.md
Open the folder on GitHubat commit cfae287
Compare with similar skills
Cohere Deploy Integration 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 Deploy Integration this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~1.1k | Automated safety check: Pass | MIT | |
| AI ServerOpentrons/opentrons | 523 | — | ~2.5k | Automated safety check: Notes | Apache-2.0 | |
| Deployclacky-ai/openclacky | 1.2k | — | ~1.9k | Automated safety check: Pass | MIT | |
| Add Node SDKgotempsh/temps | 831 | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | |
| Infrastructuretheopenco/llmgateway | 1.7k | — | ~714 | Automated safety check: Pass | Custom licence | |
| Deploy Landedavelikiy/great_cto | 102 | — | ~1.1k | Automated safety check: Notes | MIT |
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Categories
Questions about Cohere Deploy Integration
What does Cohere Deploy Integration do?
Deploy a Cohere-powered service with server-side secrets, streaming-safe infrastructure, health checks, canarying, and rollback. Cohere Deploy Integration is an agent skill from jeremylongshore/tons-of-skills-marketplace. Deploy a Cohere-powered service with server-side secrets, streaming-safe infrastructure, health checks, canarying, and rollback.
When should I use Cohere Deploy Integration?
Cohere Deploy Integration fits situations like: shipping Cohere workloads; with deploy Cohere; cohere production deploy; cohere streaming service.
How do I install Cohere Deploy Integration in Claude Code?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill cohere-deploy-integration -a claude-code`. Or copy the skill folder (skills/.curated/cohere-deploy-integration in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/cohere-deploy-integration in your project. Claude Code loads it when a task matches its description.
How do I install Cohere Deploy Integration in Codex?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill cohere-deploy-integration -a codex`. Or copy the skill folder (skills/.curated/cohere-deploy-integration in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/cohere-deploy-integration in your project. Codex loads it when a task matches its description.
Can I use Cohere Deploy Integration 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-deploy-integration -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-deploy-integration, .gemini/skills/cohere-deploy-integration, .github/skills/cohere-deploy-integration and .opencode/skills/cohere-deploy-integration in your project.
What does Cohere Deploy Integration need to run?
Going by SKILL.md and its folder, Cohere Deploy Integration 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 Deploy Integration access the network?
SKILL.md names 1 domain. As links in the text: docs.cohere.com. This is read from the text; nothing was executed.
Is Cohere Deploy Integration 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 Deploy Integration use?
Cohere Deploy Integration 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 Deploy Integration 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 820 tokens, read only when the agent opens those files.
What are the alternatives to Cohere Deploy Integration?
Skills that share tags, products or a category with Cohere Deploy Integration: AI Server (Opentrons/opentrons, 523 stars), Deploy (clacky-ai/openclacky, 1.2k stars), Add Node SDK (gotempsh/temps, 831 stars) and Infrastructure (theopenco/llmgateway, 1.7k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Cohere Deploy Integration?
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.