Cohere Bounded First Request
SkillAI & modelsRun bounded Cohere v2 Chat, Embed, or Rerank requests with current model discovery and explicit validation. Use when proving a new Cohere setup. Trigger with "Cohere hello world", "Cohere quickstart", or "test Cohere API".
Use Cohere Bounded First Request in Claude, ChatGPT or Ahel Desktop
Free. Sign in, add Cohere Bounded First Request and connect your AI. About a minute.
Also: Claude Code · Cursor · Codex
Then ask your AI: use the Cohere Bounded First Request skill
Details
Instructions available. Your AI can read the instructions. Execution depends on the setup they require.
Account requirements not reviewed. Check the skill instructions before use; ahel provides instructions and does not run this skill.
No other account needed.
Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.
What this skill tells your AI
The instructions your AI receives, as published by jeremylongshore/tons-of-skills-marketplace in skills/.curated/cohere-hello-world/SKILL.md and read by ahel’s review.
Overview
Prove one selected endpoint end to end while keeping model choice, input type, output bounds, and evidence explicit.
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
- Discover a live model for the intended endpoint before pinning it.
- Chat v2 accepts a
messagesarray and returns content under the response message. - Embed v2 requires
input_typeandembedding_types; usesearch_documentfor indexed passages andsearch_queryfor queries. - Rerank v2 orders supplied documents; select
rerank-v4.0-profor quality orrerank-v4.0-fastfor measured latency needs.
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
- Confirm authentication with
cohere-install-authand choose exactly one endpoint. - Resolve a live model from the catalog or Models API and record the resolved ID.
- Use a non-sensitive, tiny fixture and set explicit output or result bounds.
- Issue one v2 request and capture status, latency, model, billed-unit metadata when available, and response shape.
- Validate non-empty Chat content, expected embedding dimensions, or monotonic Rerank ordering.
- Return the minimal reproducible request with credentials redacted.
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 |
|---|---|
400 | Check required v2 fields and endpoint-specific input types. |
401 | Re-run the read-only authentication probe. |
404 model | Resolve an accessible live model instead of guessing an alias. |
429 | Honor the endpoint limit and stop the smoke test. |
Examples
Use this compact handoff shape to keep the selected scope, validation evidence, and operational result reviewable.
Input:
endpoint=embed; input=two-public-sentences; model=resolve-live; max-requests=1
Expected handoff:
endpoint=embed-v2; model=resolved-id; vectors=2; validation=pass
Resources
Signals
- GitHub stars
- 3k
- Forks
- 415
- Last commit
- Oct 2026
Advanced
- Item type
- skill
- Key
cohere-hello-world- Source
- github.com/jeremylongshore/tons-of-skills-marketplace
github.com/jeremylongshore/tons-of-skills-marketplace
Related picks
Skill · wshobson
The pick for Pythonpython-pro
Skill · jeffallan
The pick for Pythonsetup-ts-deep-modules
Skill · mattpocock
The pick for TypeScripttypescript-pro
Skill · jeffallan
The pick for TypeScriptskill-creator
Skill · anthropics
More in AI & modelstriage
Skill · mattpocock
More in AI & models