Agent skill

Adaptive Communication

by bencium in bencium/bencium-marketplace

A skill your agent uses when detecting ambiguous user intent, hedging language, open-ended framing, personal context before requests, or when unsure whether user wants exploration vs direct answer.

MITAuto-check passed

Install Adaptive Communication

skills CLI
$ npx skills add bencium/bencium-marketplace --skill adaptive-communication -a claude-code

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

GitHub CLI
$ gh skill install bencium/bencium-marketplace adaptive-communication --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/bencium/bencium-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/adaptive-communication/skills/adaptive-communication .claude/skills/adaptive-communication && 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
adaptive-communication
GitHub stars
446
Token cost
~839 tokens
SKILL.md length
344 words
Files
1
Skills in repo
13
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when detecting ambiguous user intent, hedging language, open-ended framing, personal context before requests, or when unsure whether user wants exploration vs direct answer.

  • Works in 4 steps: Clarify intent first: "Would you like me… → Acknowledge subtext: If emotional… → Offer scaffolding: "Let me know if you… → …
  • Detecting ambiguous user intent
  • SKILL.md covers Core Principle, Detection Signals, Response Adaptations and Edge Cases, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Adaptive Communication is an agent skill from bencium/bencium-marketplace. Use when detecting ambiguous user intent, hedging language, open-ended framing, personal context before requests, or when unsure whether user wants exploration vs direct answer. Applies to all conversations.

Its SKILL.md is about 840 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

The repository describes itself as: comprehensive skills based on the Anthropic Skills guide and our design and development philosophy. The licence is MIT.

When your agent uses it

  • Detecting ambiguous user intent
  • Hedging language
  • Open-ended framing
  • Personal context before requests

Example prompts

  • “/adaptive-communication”

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  1. Clarify intent first: "Would you like me to [explore / recommend / break down options]?"
  2. Acknowledge subtext: If emotional content present, address it before task
  3. Offer scaffolding: "Let me know if you want me to slow down or go deeper"
  4. Match relational tone: Brief acknowledgment before task content

What it can do on your machine

Read from SKILL.md and the folder at commit 5de46a3. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    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

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Adaptive Communication loads about 839 tokens when it runs. Until then it costs about 58 tokens; SKILL.md has 344 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~58
When it runs · the whole SKILL.md, loaded when a task matches
~839

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 bencium/bencium-marketplace at commit 5de46a3, republished under its MIT licence (© bencium). 344 words, ~839 tokens.

Download SKILL.mdSave it as .claude/skills/adaptive-communication/SKILL.md (or your agent's skills folder).
name
adaptive-communication
description
Use when detecting ambiguous user intent, hedging language, open-ended framing, personal context before requests, or when unsure whether user wants exploration vs direct answer. Applies to all conversations.

Adaptive Communication

Meet users where they are. Human communication spans explicit-transactional to implicit-relational. Both valid.

Core Principle

Success metric: "Did the user feel understood?" alongside task completion.

Detection Signals

High-Context (Relational)
SignalExample
Hedging language"I think maybe," "perhaps," "wondering if"
Open-ended framing"I'm trying to figure out..."
Personal context first"I've been feeling stressed and..."
Questions implying needs"Do you know anything about X?"
Trailing sentencesIncomplete thoughts, multiple interpretations
Low-Context (Transactional)
SignalExample
Direct imperatives"List," "Generate," "Analyze"
Format requirements upfront"Give me 5 bullet points"
No personal contextStraight to request
Technical terminologyDomain-specific language
Clear, bounded scopeSingle, specific ask

Response Adaptations

For High-Context
  1. Clarify intent first: "Would you like me to [explore / recommend / break down options]?"
  2. Acknowledge subtext: If emotional content present, address it before task
  3. Offer scaffolding: "Let me know if you want me to slow down or go deeper"
  4. Match relational tone: Brief acknowledgment before task content
For Low-Context
  1. Get straight to the answer
  2. Structure clearly (only when helpful)
  3. Minimize meta-commentary
  4. Assume competence
When Ambiguous

Always ask:

  • "I can help with this a few ways: [option A] or [option B]. Which direction works better?"
  • "Are you looking to [explore possibilities / get a specific answer / think this through]?"

Don't ask if obvious. "What's the capital of France" needs no clarification.

Edge Cases

ContextAdaptation
CulturalHigh-context correlates with many non-Western cultures. Same adaptation.
NeurodivergentSome prefer extreme directness. Some think in fragments. Both valid.
Mixed signalsDirect but wants acknowledgment ("debugging for 3 hours") → acknowledge first, solve second

Anti-Patterns

  • Don't be patronizing when adapting ("I hear you're feeling..." unless genuinely relevant)
  • Don't make adaptation visible ("I notice you're using hedging language...")
  • Don't assume indirect = uncertain - indirectness can be strategic, polite, cultural
  • Don't over-structure for relational requests (walls of bullets feel dismissive)
  • Don't force styles into demographics - detect from signals, not assumptions

Intent Clarification Triggers

Trigger clarification when:

  • Multiple valid interpretations exist
  • Questions imply needs ("Do you know about X?")
  • Personal context without clear ask
  • Hedging + open-ended framing combined

Quick Reference

Hedging + open-ended → Clarify intent first
Direct imperative → Get straight to answer
Personal context first → Acknowledge, then task
Ambiguous → Ask, don't guess
Mixed signals → Acknowledge + solve

© bencium, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in adaptive-communication/skills/adaptive-communication of bencium/bencium-marketplace.

Open the folder on GitHubat commit 5de46a3

Compare with similar skills

Adaptive Communication 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.

Adaptive Communication compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Adaptive Communication this skillbencium/bencium-marketplace446—~839Automated safety check: PassMIT
Detecting Dnp3 Protocol Anomaliesmukul975/Anthropic-Cybersecurity-Skills34k—~3.6kAutomated safety check: PassApache-2.0
Threat Detectionalirezarezvani/claude-skills28k—~3.5kAutomated safety check: PassMIT
Intent Requirements IntakeYeachan-Heo/oh-my-claudecode40k—~1.5kAutomated safety check: PassMIT
Intent Detectionoliver-kriska/claude-elixir-phoenix565—~1.3kAutomated safety check: PassMIT
Intent Detectionoliver-kriska/claude-elixir-phoenix565—~1.3kAutomated safety check: PassMIT

Similar skills

  • Detecting Dnp3 Protocol Anomalies

    mukul975/Anthropic-Cybersecurity-Skills

    Detect anomalies in DNP3 communications used in SCADA/ICS systems by monitoring unauthorized control commands, firmware update attempts, protocol violations, and deviations from baseline traffic…

    34k GitHub stars~3.6k tokensUpdated 1 mo ago
    Data & AnalyticsAuto-check passed
  • Threat Detection

    alirezarezvani/claude-skills

    A skill your agent uses when hunting for threats in an environment, analyzing IOCs, or detecting behavioral anomalies in telemetry.

    28k GitHub stars~3.5k tokensUpdated 1 mo ago
    SecurityAuto-check passed
  • Intent Requirements Intake

    Yeachan-Heo/oh-my-claudecode

    Turns a pasted chat log or spoken problem report from support or ops staff into a reviewed five-section intent.md through numbered batches of questions.

    40k GitHub stars~1.5k tokensUpdated today
    Product & Project ManagementAuto-check passed
  • Intent Detection

    oliver-kriska/claude-elixir-phoenix

    Route ambiguous or mixed Phoenix/LiveView/Ecto requests before choosing a workflow.

    565 GitHub stars~1.3k tokensUpdated 3 days ago
    DevelopmentAuto-check passed
  • Intent Detection

    oliver-kriska/claude-elixir-phoenix

    Route ambiguous or mixed Phoenix/LiveView/Ecto requests; Use when user is unsure where to start/how to approach work…

    565 GitHub stars~1.3k tokensUpdated 3 days ago
    AI & LLM EngineeringAuto-check passed
  • How To Communicate

    databasus/databasus

    Communicate clearly in every response, progress update and agent-authored document.

    8.8k GitHub stars~3.9k tokensUpdated 16 days ago
    DatabasesAuto-check passed

More from bencium/bencium-marketplace

All 13 skills in this repo
  • Vanity Engineering Review

    bencium/bencium-marketplace

    Reviews codebases, architectures, PRs, and technical plans for vanity engineering — code and systems built for the developer's ego, resume, or intellectual pleasure rather than delivering user or…

    446 GitHub stars~2.4k tokensUpdated 5 days ago
    Auto-check passed
  • Insurgent Campaign

    bencium/bencium-marketplace

    Grassroots-first campaign design for anyone being outspent — startups vs.

    446 GitHub stars~12k tokensUpdated 5 days ago
    Auto-check passed
  • Eu AI Act Reviewer

    bencium/bencium-marketplace

    Review user journeys, public content, and codebases for potentially relevant EU AI Act provisions, with exact official citations, evidence gaps, application dates, and plain-language next actions.

    446 GitHub stars~1.9k tokensUpdated 5 days ago
    Auto-check passed
  • Hungarian Humanizer

    bencium/bencium-marketplace

    Detect and remove AI-generated markers from Hungarian text, making it sound like a native Hungarian speaker wrote it.

    446 GitHub stars~1.9k tokensUpdated 5 days ago
    Auto-check passed
  • UI Typography

    bencium/bencium-marketplace

    Professional typography rules for UI design, web applications, software interfaces, and all screen-based text.

    446 GitHub stars~3.5k tokensUpdated 5 days ago
    Auto-check: warnings
  • Negentropy Lens

    bencium/bencium-marketplace

    A decision-support framework that evaluates systems, architectures, and strategies through the entropy (decay) vs negentropy (growth) lens, while surfacing tacit knowledge gaps.

    446 GitHub stars~2.2k tokensUpdated 5 days ago
    Auto-check passed

Questions about Adaptive Communication

What does Adaptive Communication do?

A skill your agent uses when detecting ambiguous user intent, hedging language, open-ended framing, personal context before requests, or when unsure whether user wants exploration vs direct answer. Adaptive Communication is an agent skill from bencium/bencium-marketplace. Use when detecting ambiguous user intent, hedging language, open-ended framing, personal context before requests, or when unsure whether user wants exploration vs direct answer.

When should I use Adaptive Communication?

Adaptive Communication fits situations like: detecting ambiguous user intent; hedging language; open-ended framing; personal context before requests.

How do I install Adaptive Communication in Claude Code?

Run `npx skills add bencium/bencium-marketplace --skill adaptive-communication -a claude-code`. Or copy the skill folder (adaptive-communication/skills/adaptive-communication in bencium/bencium-marketplace) into .claude/skills/adaptive-communication in your project. Claude Code loads it when a task matches its description.

How do I install Adaptive Communication in Codex?

Run `npx skills add bencium/bencium-marketplace --skill adaptive-communication -a codex`. Or copy the skill folder (adaptive-communication/skills/adaptive-communication in bencium/bencium-marketplace) into .agents/skills/adaptive-communication in your project. Codex loads it when a task matches its description.

Can I use Adaptive Communication 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 bencium/bencium-marketplace --skill adaptive-communication -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/adaptive-communication, .gemini/skills/adaptive-communication, .github/skills/adaptive-communication and .opencode/skills/adaptive-communication in your project.

What does Adaptive Communication need to run?

SKILL.md names no scripts, command-line tools or credentials: Adaptive Communication is instructions for the agent only.

Does Adaptive Communication access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Adaptive Communication 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 Adaptive Communication use?

Adaptive Communication is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Adaptive Communication use?

About 839 tokens (SKILL.md is roughly 3.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Adaptive Communication?

Skills that share tags, products or a category with Adaptive Communication: Detecting Dnp3 Protocol Anomalies (mukul975/Anthropic-Cybersecurity-Skills, 34k stars), Threat Detection (alirezarezvani/claude-skills, 28k stars), Intent Requirements Intake (Yeachan-Heo/oh-my-claudecode, 40k stars) and Intent Detection (oliver-kriska/claude-elixir-phoenix, 565 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Adaptive Communication?

bencium (a GitHub user) maintains it in bencium/bencium-marketplace, which has 446 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on October 4, 2026.

Source: bencium/bencium-marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.