Planning With Files
jarrodwatts/claude-code-config
Transforms workflow to use Manus-style persistent markdown files for planning, progress tracking, and knowledge storage.
Build a bounded Cohere v2 tool-use loop with JSON Schema, explicit dispatch, result correlation, and approval gates.
Install Cohere Core Workflow B
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill cohere-core-workflow-b -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace cohere-core-workflow-b --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-core-workflow-b .claude/skills/cohere-core-workflow-b && 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-core-workflow-b" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/cohere-core-workflow-b into .claude/skills/cohere-core-workflow-b/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cohere-core-workflow-b", 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-core-workflow-bType 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-core-workflow-b -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace cohere-core-workflow-b --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-core-workflow-b .agents/skills/cohere-core-workflow-b && 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-core-workflow-b" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/cohere-core-workflow-b into .agents/skills/cohere-core-workflow-b/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cohere-core-workflow-b", 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-core-workflow-b -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace cohere-core-workflow-b --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-core-workflow-b .cursor/skills/cohere-core-workflow-b && 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-core-workflow-b" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/cohere-core-workflow-b into .cursor/skills/cohere-core-workflow-b/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cohere-core-workflow-b", 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-core-workflow-b--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-core-workflow-b -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace cohere-core-workflow-b --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-core-workflow-b .gemini/skills/cohere-core-workflow-b && 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-core-workflow-b" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/cohere-core-workflow-b into .gemini/skills/cohere-core-workflow-b/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cohere-core-workflow-b", 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-core-workflow-bInstalls 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-core-workflow-b -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-core-workflow-b .github/skills/cohere-core-workflow-b && 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-core-workflow-b" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/cohere-core-workflow-b into .github/skills/cohere-core-workflow-b/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cohere-core-workflow-b", 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-core-workflow-b -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-core-workflow-b --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-core-workflow-b .opencode/skills/cohere-core-workflow-b && 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-core-workflow-b" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/cohere-core-workflow-b into .opencode/skills/cohere-core-workflow-b/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cohere-core-workflow-b", 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-core-workflow-b- 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 bounded Cohere v2 tool-use loop with JSON Schema, explicit dispatch, result correlation, and approval gates.
- Works in 6 steps: Define a minimal tool allowlist, strict… → Resolve a live tool-capable model and… → Validate tool name, arguments, tenant… → …
- Adding Cohere-powered agents
- SKILL.md covers Overview, Prerequisites, Tool Discipline and Current Contract, plus 7 more sections
- Needs CO_API_KEY
What it does
Cohere Core Workflow B is an agent skill from jeremylongshore/tons-of-skills-marketplace. Build a bounded Cohere v2 tool-use loop with JSON Schema, explicit dispatch, result correlation, and approval gates. Use when adding Cohere-powered agents or function calling. Trigger with "Cohere tool use", "Cohere agent", or "Cohere function calling".
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 Structured output and tool calling. 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
- Adding Cohere-powered agents
- Function calling
- With Cohere tool use
- Cohere function calling
Example prompts
- “Cohere tool use”
- “Cohere agent”
- “Cohere function calling”
- “/cohere-core-workflow-b”
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 a minimal tool allowlist, strict schemas, timeouts, and side-effect classifications.
- Resolve a live tool-capable model and submit the user message plus tool definitions.
- Validate tool name, arguments, tenant scope, and approval state before dispatch.
- Execute read-only calls automatically only if policy allows; pause for consequential writes.
- Append correlated tool results and continue until content is returned or the iteration budget is exhausted.
- Test unknown tools, invalid arguments, duplicate calls, timeouts, denial, and loop exhaustion.
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 Core Workflow B 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 69 tokens; SKILL.md has 440 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). 440 words, ~1,083 tokens.
Download SKILL.mdSave it as
.claude/skills/cohere-core-workflow-b/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- cohere-core-workflow-b
- description
- Build a bounded Cohere v2 tool-use loop with JSON Schema, explicit dispatch, result correlation, and approval gates. Use when adding Cohere-powered agents or function calling. Trigger with "Cohere tool use", "Cohere agent", or "Cohere function calling".
- 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] [tool-name]
- version
- 1.6.0
- author
- Jeremy Longshore <jeremy@intentsolutions.io>
- license
- MIT
- tags
- saas, cohere, tool-use
- model
- inherit
- effort
- high
Cohere Tool-Using Agent Loop
Overview
Let the model propose typed tool calls while application code validates, authorizes, executes, correlates, and limits every side effect.
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
- Define each v2 tool as a function with JSON Schema parameters.
- Read proposed calls from the response message and correlate results with
tool_call_id. - Append the assistant tool-call message and tool results to the application-managed
messageshistory. - Command A+ was the current high-capability tool-use candidate on the review date; resolve availability before pinning it.
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 a minimal tool allowlist, strict schemas, timeouts, and side-effect classifications.
- Resolve a live tool-capable model and submit the user message plus tool definitions.
- Validate tool name, arguments, tenant scope, and approval state before dispatch.
- Execute read-only calls automatically only if policy allows; pause for consequential writes.
- Append correlated tool results and continue until content is returned or the iteration budget is exhausted.
- Test unknown tools, invalid arguments, duplicate calls, timeouts, denial, and loop exhaustion.
Show full SKILL.md (161 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 |
|---|---|
| Unknown tool | Return a structured denial result; never dispatch by reflection. |
| Invalid arguments | Reject before execution and preserve validation evidence. |
| Missing correlation | Stop because tool results cannot be safely attached. |
| Loop exhausted | Return partial state and request direction without another model call. |
Examples
Use this compact handoff shape to keep the selected scope, validation evidence, and operational result reviewable.
Input:
goal=lookup-order; tools=read-only-order-status; max-iterations=4Expected handoff:
iterations=2; tool-calls=1; side-effects=none; final=validatedResources
© 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-core-workflow-b of jeremylongshore/tons-of-skills-marketplace.
- SKILL.md
- references/official-docs.md
Open the folder on GitHubat commit cfae287
Compare with similar skills
Cohere Core Workflow B 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 Core Workflow B this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Planning With Filesjarrodwatts/claude-code-config | 1.1k | 5 repos | ~967 | Automated safety check: Pass | None | |
| Tool Use Data Synthesissunny-glow/Auto-BenchMax | 1.3k | — | ~3.3k | Automated safety check: Pass | None | |
| Agent Harness ConstructionKartikLabhshetwar/mind-mentor | 148 | 6 repos | ~500 | Automated safety check: Pass | Apache-2.0 | |
| Prompt Engineering Patternswshobson/agents | 40k | — | ~1.3k | Automated safety check: Pass | MIT | |
| Model Benchmarkstheopenco/llmgateway | 1.7k | — | ~1.1k | Automated safety check: Notes | Custom licence |
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Tool Use Data Synthesis
sunny-glow/Auto-BenchMax
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Agent Harness Construction
KartikLabhshetwar/mind-mentor
Design and optimize AI agent action spaces, tool definitions, and observation formatting for higher completion rates.
Prompt Engineering Patterns
wshobson/agents
Reference for designing and tuning production LLM prompts: few-shot examples, chain-of-thought, structured outputs, templates and system prompts.
Model Benchmarks
theopenco/llmgateway
Run and report repository model or provider-mapping benchmarks.
Agent Prompt Quality Bar
mastra-ai/mastra
Universal quality bar and final audit rubric for any agent system prompt.
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Categories
Questions about Cohere Core Workflow B
What does Cohere Core Workflow B do?
Build a bounded Cohere v2 tool-use loop with JSON Schema, explicit dispatch, result correlation, and approval gates. Cohere Core Workflow B is an agent skill from jeremylongshore/tons-of-skills-marketplace. Build a bounded Cohere v2 tool-use loop with JSON Schema, explicit dispatch, result correlation, and approval gates.
When should I use Cohere Core Workflow B?
Cohere Core Workflow B fits situations like: adding Cohere-powered agents; function calling; with Cohere tool use; cohere function calling.
How do I install Cohere Core Workflow B in Claude Code?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill cohere-core-workflow-b -a claude-code`. Or copy the skill folder (skills/.curated/cohere-core-workflow-b in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/cohere-core-workflow-b in your project. Claude Code loads it when a task matches its description.
How do I install Cohere Core Workflow B in Codex?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill cohere-core-workflow-b -a codex`. Or copy the skill folder (skills/.curated/cohere-core-workflow-b in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/cohere-core-workflow-b in your project. Codex loads it when a task matches its description.
Can I use Cohere Core Workflow B 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-core-workflow-b -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-core-workflow-b, .gemini/skills/cohere-core-workflow-b, .github/skills/cohere-core-workflow-b and .opencode/skills/cohere-core-workflow-b in your project.
What does Cohere Core Workflow B need to run?
Going by SKILL.md and its folder, Cohere Core Workflow B 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 Core Workflow B 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 Core Workflow B 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 Core Workflow B use?
Cohere Core Workflow B 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 Core Workflow B 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 Core Workflow B?
Skills that share tags, products or a category with Cohere Core Workflow B: Planning With Files (jarrodwatts/claude-code-config, 1.1k stars), Tool Use Data Synthesis (sunny-glow/Auto-BenchMax, 1.3k stars), Agent Harness Construction (KartikLabhshetwar/mind-mentor, 148 stars) and Prompt Engineering Patterns (wshobson/agents, 40k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Cohere Core Workflow B?
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.