Agent skill

Cohere Local Dev Loop

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

Build a deterministic local Cohere development loop with a provider adapter, fixtures, and an opt-in live smoke test.

MITAuto-check passedTesting & QA

Install Cohere Local Dev Loop

skills CLI
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill cohere-local-dev-loop -a claude-code

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

GitHub CLI
$ gh skill install jeremylongshore/tons-of-skills-marketplace cohere-local-dev-loop --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-local-dev-loop .claude/skills/cohere-local-dev-loop && 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-local-dev-loop
GitHub stars
2.8k
Token cost
~1.1k tokens
SKILL.md length
440 words
Files
2 (incl. references)
Skills in repo
3,342
Repo updated
First seen
Licence
MIT

At a glance

Build a deterministic local Cohere development loop with a provider adapter, fixtures, and an opt-in live smoke test.

  • Works in 6 steps: Locate the provider boundary and… → Define a narrow Cohere port for the… → Add sanitized fixtures for success, rate… → …
  • Testing Cohere features locally
  • SKILL.md covers Overview, Prerequisites, Tool Discipline and Current Contract, plus 7 more sections
  • Needs CO_API_KEY

What it does

Cohere Local Dev Loop is an agent skill from jeremylongshore/tons-of-skills-marketplace. Build a deterministic local Cohere development loop with a provider adapter, fixtures, and an opt-in live smoke test. Use when developing or testing Cohere features locally. Trigger with "Cohere local dev", "mock Cohere", or "Cohere test loop".

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 Testing & QA, covering QA and bug reports. 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

  • Testing Cohere features locally
  • With Cohere local dev
  • Cohere test loop

Example prompts

  • “Cohere local dev”
  • “mock Cohere”
  • “Cohere test loop”
  • “/cohere-local-dev-loop”

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. Locate the provider boundary and existing test framework before adding files.
  2. Define a narrow Cohere port for the operations the application actually needs.
  3. Add sanitized fixtures for success, rate limit, timeout, and malformed response paths.
  4. Write offline contract tests for request mapping, response parsing, and redaction.
  5. Add one opt-in live smoke test with a single request and hard timeout.
  6. Document the exact offline and live commands and ensure the default test command makes no network call.

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):

    • github.com
    • 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 Local Dev Loop 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 67 tokens; SKILL.md has 440 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~67
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). 440 words, ~1,062 tokens.

Download SKILL.mdSave it as .claude/skills/cohere-local-dev-loop/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
cohere-local-dev-loop
description
Build a deterministic local Cohere development loop with a provider adapter, fixtures, and an opt-in live smoke test. Use when developing or testing Cohere features locally. Trigger with "Cohere local dev", "mock Cohere", or "Cohere test loop".
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] [test-command]
version
1.6.0
author
Jeremy Longshore <jeremy@intentsolutions.io>
license
MIT
tags
saas, cohere, development
model
inherit
effort
high

Cohere Local Development Loop

Overview

Keep normal development offline and deterministic while preserving one tightly bounded path that proves the real v2 contract.

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

  • Mock the application-owned provider interface, not generated SDK internals.
  • Store representative v2 Chat, Embed, Rerank, stream, error, and tool-call fixtures with secrets removed.
  • Gate real calls behind an explicit environment switch and a protected evaluation key.
  • Treat model IDs and SDK response types as external contracts covered by adapter tests.

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. Locate the provider boundary and existing test framework before adding files.
  2. Define a narrow Cohere port for the operations the application actually needs.
  3. Add sanitized fixtures for success, rate limit, timeout, and malformed response paths.
  4. Write offline contract tests for request mapping, response parsing, and redaction.
  5. Add one opt-in live smoke test with a single request and hard timeout.
  6. Document the exact offline and live commands and ensure the default test command makes no network call.
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

ConditionResponse
Fixture driftRefresh from a redacted live response and review the diff.
Accidental spendFail closed unless the explicit live-test switch is set.
Flaky testReplace SDK/network dependence with the local provider port.
Secret in snapshotRevoke if real, scrub history, and add a regression assertion.

Examples

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

Input:

text
framework=vitest; default=offline; live-switch=COHERE_LIVE_TESTS

Expected handoff:

text
offline=pass; network-calls=0; live-smoke=opt-in; fixtures=sanitized

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-local-dev-loop of jeremylongshore/tons-of-skills-marketplace.

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

Open the folder on GitHubat commit cfae287

Compare with similar skills

Cohere Local Dev Loop 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.

Cohere Local Dev Loop compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Cohere Local Dev Loop this skilljeremylongshore/tons-of-skills-marketplace2.8k—~1.1kAutomated safety check: PassMIT
Reproduce Chat Statesdifferent-ai/openwork24k—~673Automated safety check: PassCustom licence
Dynamo Jira TicketDynamoDS/Dynamo2k—~1.1kAutomated safety check: PassApache-2.0
Moav E2EMotherofallVPNs/MoaV449—~1.9kAutomated safety check: NotesMIT
Creating A Coral TaskHuman-Agent-Society/CORAL1.1k—~2.2kAutomated safety check: PassApache-2.0
Launch Rlmarin-community/marin3.9k—~894Automated safety check: PassApache-2.0

Similar skills

  • Reproduce Chat States

    different-ai/openwork

    Fires known chat states in the running OpenWork desktop app, such as provider errors, retries and tool steps, so you can check how each renders.

    24k GitHub stars~673 tokensUpdated today
    Testing & QAAuto-check passed
  • Dynamo Jira Ticket

    DynamoDS/Dynamo

    Create structured Jira tickets for Dynamo from bug reports, failing tests, or feature requests.

    2k GitHub stars~1.1k tokensUpdated yesterday
    Testing & QAAuto-check passed
  • Moav E2E

    MotherofallVPNs/MoaV

    Run and debug MoaV's end-to-end tests — real protocol connectivity (client-test.sh) and the moav CLI smoke test — against a LIVE server, via the self-hosted e2e workflow or a local test VPS.

    449 GitHub stars~1.9k tokensUpdated 4 days ago
    Testing & QAAuto-check: notes
  • Creating A Coral Task

    Human-Agent-Society/CORAL

    Author a new CORAL task — the three pieces that must line up (task.yaml, seed/, a packaged grader/), the coral init → coral validate → smoke-test loop, and how to pick a grader pattern (stdout…

    1.1k GitHub stars~2.2k tokensUpdated 1 mo ago
    Testing & QAAuto-check passed
  • Launch Rl

    marin-community/marin

    Define, validate, submit, or restart a Marin SkyRL experiment through its artifact main.

    3.9k GitHub stars~894 tokensUpdated today
    Testing & QAAuto-check passed
  • Actionbook Web Test

    actionbook/actionbook

    Run browser-based web tests against websites using Actionbook CLI.

    1.6k GitHub stars~9.7k tokensUpdated 1 mo ago
    Testing & QAAuto-check passed

More from jeremylongshore/tons-of-skills-marketplace

All 3,342 skills in this repo
  • Performing Security Code Review

    jeremylongshore/tons-of-skills-marketplace

    Execute this skill enables AI assistant to conduct a security-focused code review using the security-agent plugin.

    2.8k GitHub starsUsed in 2 repos~1.3k tokens
    Auto-check: notes
  • Adapting Transfer Learning Models

    jeremylongshore/tons-of-skills-marketplace

    Build this skill automates the adaptation of pre-trained machine learning models using transfer learning techniques.

    2.8k GitHub stars~1.1k tokensUpdated today
    Auto-check passed
  • Agent Context Loader

    jeremylongshore/tons-of-skills-marketplace

    Execute proactive auto-loading: automatically detects and loads agents.md files.

    2.8k GitHub stars~1.1k tokensUpdated today
    Auto-check passed
  • Aggregating Performance Metrics

    jeremylongshore/tons-of-skills-marketplace

    Aggregate and centralize performance metrics from applications, systems, databases, caches, and services.

    2.8k GitHub stars~1.2k tokensUpdated today
    Auto-check passed
  • Analyzing Capacity Planning

    jeremylongshore/tons-of-skills-marketplace

    Execute this skill enables AI assistant to analyze capacity requirements and plan for future growth.

    2.8k GitHub stars~947 tokensUpdated today
    Auto-check passed
  • Analyzing Database Indexes

    jeremylongshore/tons-of-skills-marketplace

    Process use when you need to work with database indexing. An agent skill from jeremylongshore/tons-of-skills-marketplace.

    2.8k GitHub stars~2k tokensUpdated today
    Auto-check passed

Categories

Questions about Cohere Local Dev Loop

What does Cohere Local Dev Loop do?

Build a deterministic local Cohere development loop with a provider adapter, fixtures, and an opt-in live smoke test. Cohere Local Dev Loop is an agent skill from jeremylongshore/tons-of-skills-marketplace. Build a deterministic local Cohere development loop with a provider adapter, fixtures, and an opt-in live smoke test.

When should I use Cohere Local Dev Loop?

Cohere Local Dev Loop fits situations like: testing Cohere features locally; with Cohere local dev; cohere test loop.

How do I install Cohere Local Dev Loop in Claude Code?

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

How do I install Cohere Local Dev Loop in Codex?

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

Can I use Cohere Local Dev Loop 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-local-dev-loop -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-local-dev-loop, .gemini/skills/cohere-local-dev-loop, .github/skills/cohere-local-dev-loop and .opencode/skills/cohere-local-dev-loop in your project.

What does Cohere Local Dev Loop need to run?

Going by SKILL.md and its folder, Cohere Local Dev Loop 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 Local Dev Loop access the network?

SKILL.md names 2 domains. As links in the text: github.com and docs.cohere.com. This is read from the text; nothing was executed.

Is Cohere Local Dev Loop 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 Local Dev Loop use?

Cohere Local Dev Loop 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 Local Dev Loop use?

About 1.1k tokens (SKILL.md is roughly 4.2k 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 Local Dev Loop?

Skills that share tags, products or a category with Cohere Local Dev Loop: Reproduce Chat States (different-ai/openwork, 24k stars), Dynamo Jira Ticket (DynamoDS/Dynamo, 2k stars), Moav E2E (MotherofallVPNs/MoaV, 449 stars) and Creating A Coral Task (Human-Agent-Society/CORAL, 1.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Cohere Local Dev Loop?

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.