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Agent skill

Cohere Migration Deep Dive

by jeremylongshore in jeremylongshore/tons-of-skills-marketplace

Migrate an application to or from Cohere with a provider adapter, parallel embedding index, quality evaluation, canary traffic, and rollback.

MITAuto-check passedAI & LLM Engineering

Install Cohere Migration Deep Dive

skills CLI
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill cohere-migration-deep-dive -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install jeremylongshore/tons-of-skills-marketplace cohere-migration-deep-dive --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ 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-migration-deep-dive .claude/skills/cohere-migration-deep-dive && rm -rf skills-src

Use ~/.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/

Facts

Skill name
cohere-migration-deep-dive
GitHub stars
2.8k
Token cost
~1.1k tokens
SKILL.md length
454 words
Files
2 (incl. references)
Skills in repo
3,342
Repo updated
First seen
Licence
MIT

At a glance

Migrate an application to or from Cohere with a provider adapter, parallel embedding index, quality evaluation, canary traffic, and rollback.

  • Works in 6 steps: Inventory provider calls, prompts,… → Define a provider-neutral application… → Map supported semantics and record every… → …
  • Changing model providers
  • SKILL.md covers Overview, Prerequisites, Tool Discipline and Current Contract, plus 7 more sections
  • Needs CO_API_KEY

What it does

Cohere Migration Deep Dive is an agent skill from jeremylongshore/tons-of-skills-marketplace. Migrate an application to or from Cohere with a provider adapter, parallel embedding index, quality evaluation, canary traffic, and rollback. Use when changing model providers. Trigger with "migrate to Cohere", "replace OpenAI with Cohere", or "Cohere replatform".

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 AI & LLM Engineering, covering Embeddings and Deployment. It works with OpenAI. 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

  • Changing model providers
  • With migrate to Cohere
  • Replace OpenAI with Cohere
  • Cohere replatform

Example prompts

  • “migrate to Cohere”
  • “replace OpenAI with Cohere”
  • “Cohere replatform”
  • “/cohere-migration-deep-dive”

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.

  1. Inventory provider calls, prompts, tools, embeddings, indexes, streaming, errors, budgets, and user-visible quality.
  2. Define a provider-neutral application port and golden evaluation set before implementing the target adapter.
  3. Map supported semantics and record every incompatibility, especially citations, tools, safety, and structured output.
  4. Build a parallel target embedding index with versioned model and dimension metadata.
  5. Shadow or canary representative traffic and compare quality, latency, errors, throttling, and cost.
  6. Cut over gradually, retain rollback through the observation window, and retire old keys and indexes only after approval.

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:

    • Read
    • Glob
    • Grep
    • WebFetch
    • Write
    • Edit

    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 Migration Deep Dive 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 73 tokens; SKILL.md has 454 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~73
When it runs · the whole SKILL.md, loaded when a task matches
~1.1k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~1.9k

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). 454 words, ~1,127 tokens.

Download SKILL.mdSave it as .claude/skills/cohere-migration-deep-dive/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
cohere-migration-deep-dive
description
Migrate an application to or from Cohere with a provider adapter, parallel embedding index, quality evaluation, canary traffic, and rollback. Use when changing model providers. Trigger with "migrate to Cohere", "replace OpenAI with Cohere", or "Cohere replatform".
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
[source-provider] [target-provider] [workload]
version
1.6.0
author
Jeremy Longshore <jeremy@intentsolutions.io>
license
MIT
tags
saas, cohere, provider-migration
model
inherit
effort
high

Cohere Provider Migration

Overview

Treat provider migration as a semantic and operational change, not a search-and-replace of SDK calls.

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

  • Cohere offers native v2 SDKs and an OpenAI compatibility API, but the compatibility surface omits Cohere-specific features.
  • Chat messages, tool schemas, citations, safety controls, usage fields, errors, and stream events require explicit mapping.
  • Embedding model changes require a parallel index because vectors from different contracts are not interchangeable.
  • Model identifiers, limits, prices, and availability must be resolved for the target environment.

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

  1. Inventory provider calls, prompts, tools, embeddings, indexes, streaming, errors, budgets, and user-visible quality.
  2. Define a provider-neutral application port and golden evaluation set before implementing the target adapter.
  3. Map supported semantics and record every incompatibility, especially citations, tools, safety, and structured output.
  4. Build a parallel target embedding index with versioned model and dimension metadata.
  5. Shadow or canary representative traffic and compare quality, latency, errors, throttling, and cost.
  6. Cut over gradually, retain rollback through the observation window, and retire old keys and indexes only after approval.
Show full SKILL.md (163 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

ConditionResponse
Compatibility gapUse the native Cohere API or redesign explicitly; do not silently drop behavior.
Vector mixingStop and route queries only to the matching versioned index.
Tool mismatchAdd schema and approval contract tests before canarying.
RegressionRoll back traffic and preserve both evidence sets.

Examples

Use this compact handoff shape to keep the selected scope, validation evidence, and operational result reviewable.

Input:

text
from=openai; to=cohere-v2; workload=enterprise-rag; canary=5%

Expected handoff:

text
adapter=complete; index=parallel; eval=pass; rollback=retained

Resources

© 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-migration-deep-dive of jeremylongshore/tons-of-skills-marketplace.

  • SKILL.md
  • references/official-docs.md

Open the folder on GitHubat commit cfae287

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Works with

Categories

Questions about Cohere Migration Deep Dive

What does Cohere Migration Deep Dive do?

Migrate an application to or from Cohere with a provider adapter, parallel embedding index, quality evaluation, canary traffic, and rollback. Cohere Migration Deep Dive is an agent skill from jeremylongshore/tons-of-skills-marketplace. Migrate an application to or from Cohere with a provider adapter, parallel embedding index, quality evaluation, canary traffic, and rollback.

When should I use Cohere Migration Deep Dive?

Cohere Migration Deep Dive fits situations like: changing model providers; with migrate to Cohere; replace OpenAI with Cohere; cohere replatform.

How do I install Cohere Migration Deep Dive in Claude Code?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill cohere-migration-deep-dive -a claude-code`. Or copy the skill folder (skills/.curated/cohere-migration-deep-dive in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/cohere-migration-deep-dive in your project. Claude Code loads it when a task matches its description.

How do I install Cohere Migration Deep Dive in Codex?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill cohere-migration-deep-dive -a codex`. Or copy the skill folder (skills/.curated/cohere-migration-deep-dive in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/cohere-migration-deep-dive in your project. Codex loads it when a task matches its description.

Can I use Cohere Migration Deep Dive 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-migration-deep-dive -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-migration-deep-dive, .gemini/skills/cohere-migration-deep-dive, .github/skills/cohere-migration-deep-dive and .opencode/skills/cohere-migration-deep-dive in your project.

What does Cohere Migration Deep Dive need to run?

Going by SKILL.md and its folder, Cohere Migration Deep Dive 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 Migration Deep Dive 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 Migration Deep Dive 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 Migration Deep Dive use?

Cohere Migration Deep Dive 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 Migration Deep Dive use?

About 1.1k tokens (SKILL.md is roughly 4.5k 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 Migration Deep Dive?

Skills that share tags, products or a category with Cohere Migration Deep Dive: Deployment (matrixorigin/memoria, 610 stars), SageMaker Serving Image Selection (huggingface/skills, 11k stars), vLLM Model Serving (Orchestra-Research/AI-Research-SKILLs, 13k stars) and Chroma Vector Database (Orchestra-Research/AI-Research-SKILLs, 13k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Cohere Migration Deep Dive?

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.