Nodejs Backend Patterns
ever-works/ever-works
Build production-ready Node.js backend services with Express/Fastify, implementing middleware patterns, error handling, authentication, database integration, and API design best practices.
Structure vague opportunities and unclear briefs into actionable one-page problem statements.
Install Ambiguity Resolver
$ npx skills add mohitagw15856/pm-claude-skills --skill ambiguity-resolver -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install mohitagw15856/pm-claude-skills ambiguity-resolver --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/mohitagw15856/pm-claude-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/ambiguity-resolver .claude/skills/ambiguity-resolver && 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 "ambiguity-resolver" agent skill from https://github.com/mohitagw15856/pm-claude-skills/tree/main/skills/ambiguity-resolver into .claude/skills/ambiguity-resolver/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ambiguity-resolver", 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/mohitagw15856/pm-claude-skills/tree/main/skills/ambiguity-resolverType 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 mohitagw15856/pm-claude-skills --skill ambiguity-resolver -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install mohitagw15856/pm-claude-skills ambiguity-resolver --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mohitagw15856/pm-claude-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/ambiguity-resolver .agents/skills/ambiguity-resolver && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ambiguity-resolver" agent skill from https://github.com/mohitagw15856/pm-claude-skills/tree/main/skills/ambiguity-resolver into .agents/skills/ambiguity-resolver/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ambiguity-resolver", 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 mohitagw15856/pm-claude-skills --skill ambiguity-resolver -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install mohitagw15856/pm-claude-skills ambiguity-resolver --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mohitagw15856/pm-claude-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/ambiguity-resolver .cursor/skills/ambiguity-resolver && 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 "ambiguity-resolver" agent skill from https://github.com/mohitagw15856/pm-claude-skills/tree/main/skills/ambiguity-resolver into .cursor/skills/ambiguity-resolver/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ambiguity-resolver", 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/mohitagw15856/pm-claude-skills.git --path skills/ambiguity-resolver--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 mohitagw15856/pm-claude-skills --skill ambiguity-resolver -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install mohitagw15856/pm-claude-skills ambiguity-resolver --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mohitagw15856/pm-claude-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/ambiguity-resolver .gemini/skills/ambiguity-resolver && 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 "ambiguity-resolver" agent skill from https://github.com/mohitagw15856/pm-claude-skills/tree/main/skills/ambiguity-resolver into .gemini/skills/ambiguity-resolver/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ambiguity-resolver", 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 mohitagw15856/pm-claude-skills ambiguity-resolverInstalls 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 mohitagw15856/pm-claude-skills --skill ambiguity-resolver -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/mohitagw15856/pm-claude-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/ambiguity-resolver .github/skills/ambiguity-resolver && 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 "ambiguity-resolver" agent skill from https://github.com/mohitagw15856/pm-claude-skills/tree/main/skills/ambiguity-resolver into .github/skills/ambiguity-resolver/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ambiguity-resolver", 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 mohitagw15856/pm-claude-skills --skill ambiguity-resolver -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install mohitagw15856/pm-claude-skills ambiguity-resolver --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mohitagw15856/pm-claude-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/ambiguity-resolver .opencode/skills/ambiguity-resolver && 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 "ambiguity-resolver" agent skill from https://github.com/mohitagw15856/pm-claude-skills/tree/main/skills/ambiguity-resolver into .opencode/skills/ambiguity-resolver/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ambiguity-resolver", 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
ambiguity-resolver- GitHub stars
- 1.4k
- Token cost
- ~1.1k tokens
- SKILL.md length
- 538 words
- Files
- 1
- Skills in repo
- 1,348
- Repo updated
- First seen
- Licence
- MIT
At a glance
Structure vague opportunities and unclear briefs into actionable one-page problem statements.
- Works in 3 steps: Reframe → Scope → Action
- Asked to clarify a vague brief
- SKILL.md covers Required Inputs, Three-Stage Process, Output Structure and Example (Partial), plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Ambiguity Resolver is an agent skill from mohitagw15856/pm-claude-skills. Structure vague opportunities and unclear briefs into actionable one-page problem statements. Use when asked to clarify a vague brief, frame an undefined problem, make sense of an unclear opportunity, or when the user says 'we need to figure out what to do about X' or 'I've been asked to look into Y'. Produces a structured problem brief with reframed questions, scoped boundaries, and a minimum viable research plan.
Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Backend & APIs, covering GraphQL. The repository describes itself as: 1255 professional Agent Skills for Claude, ChatGPT, Gemini, Cursor & Codex — PRDs, postmortems, leases, medical bills, layoffs, go-bags, new countries. Plain markdown, MIT, in… The licence is MIT.
When your agent uses it
- Asked to clarify a vague brief
- Frame an undefined problem
- Make sense of an unclear opportunity
- The user says we need to figure out what to do about X
Example prompts
- “we need to figure out what to do about X”
- “ve been asked to look into Y”
- “/ambiguity-resolver”
Workflow steps
3 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit 1cbf1f0. 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
Ambiguity Resolver loads about 1.1k tokens when it runs. Until then it costs about 109 tokens; SKILL.md has 538 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 mohitagw15856/pm-claude-skills at commit 1cbf1f0, republished under its MIT licence (© mohitagw15856). 538 words, ~1,070 tokens.
Download SKILL.mdSave it as
.claude/skills/ambiguity-resolver/SKILL.md (or your agent's skills folder).- name
- ambiguity-resolver
- description
- Structure vague opportunities and unclear briefs into actionable one-page problem statements. Use when asked to clarify a vague brief, frame an undefined problem, make sense of an unclear opportunity, or when the user says 'we need to figure out what to do about X' or 'I've been asked to look into Y'. Produces a structured problem brief with reframed questions, scoped boundaries, and a minimum viable research plan.
Ambiguity Resolver Skill
Turn vague briefs and half-formed opportunities into structured, actionable problem statements — so you can reply with clarity instead of asking for three more meetings.
Required Inputs
Ask the user for these if not provided:
- The vague brief or opportunity description (even a single sentence is enough)
- Who asked for this (stakeholder context shapes the framing)
- Known constraints (timeline, budget, team size — if any are known)
Three-Stage Process
Stage 1: Reframe
- Restate the vague input as 3-5 explicit questions that need answering
- Identify the unstated assumptions hidden in the brief
- Surface the real decision this feeds into (what will someone do differently once this is resolved?)
Stage 2: Scope
- Define what is explicitly IN scope
- Define what is explicitly OUT of scope (equally important)
- Identify the deadline pressure: is this urgent/important, important/not urgent, or unclear?
- Name who owns the final decision and who needs to be consulted
Stage 3: Action
- Define the minimum viable research: 2-3 activities maximum that would give enough signal to move forward with confidence
- Time estimate for each activity
- What each activity would tell you (and what it wouldn't)
- Proposed check-in point: when to regroup before committing to more
Validate — Confirm every reframed question maps to at least one research activity. Verify scope boundaries are specific enough to say "no" to something concrete.
Output Structure
Problem Brief: [Opportunity Area]
Restated as questions:
- [Question 1]
- [Question 2]
- [Question 3]
Unstated assumptions we should surface:
- [Assumption 1]
- [Assumption 2]
In scope: [Clear boundary] Out of scope: [Clear boundary] Decision owner: [Name/role] Timeline: [Real deadline if known, or "unclear — recommend setting one"]
Minimum viable research:
| Activity | Time required | What it tells us | What it won't tell us |
|---|---|---|---|
| [activity] | [time] | [insight] | [limitation] |
Proposed check-in: After [activity], regroup to decide whether to proceed or pivot.
Show full SKILL.md (239 more words)Show less
Example (Partial)
Input: "We need to figure out what to do about our enterprise customers."
Restated as questions:
- Are enterprise customers churning, underperforming on expansion, or both?
- Is this a product gap, a support/service gap, or a pricing/packaging issue?
- What does "do something" look like — a new initiative, a policy change, or a resource shift?
In scope: Enterprise accounts ($50K+ ARR) showing declining health scores in the last two quarters Out of scope: SMB segment, new enterprise acquisition strategy
Anti-Patterns
- Do not reframe the brief into questions that are still too broad to research — each reframed question must be answerable by a specific activity
- Do not list a research activity without stating what it would tell you and what it would NOT tell you
- Do not leave the decision owner as "leadership" or "the team" — name a specific person or role
- Do not omit an explicit out-of-scope boundary — without it, scope will expand organically and the brief becomes meaningless
Quality Checks
- Every reframed question is specific enough to research (not "how do we improve things?")
- Scope boundaries name something concrete that is excluded
- Research activities are achievable within the stated timeline
- Decision owner is identified (not "leadership" — a specific person or role)
Example Trigger Phrases
- "Clarify a vague brief."
- "Frame an undefined problem."
- "Make sense of an unclear opportunity."
- "We need to figure out what to do about X."
- "I've been asked to look into Y."
© mohitagw15856, 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 skills/ambiguity-resolver of mohitagw15856/pm-claude-skills.
Open the folder on GitHubat commit 1cbf1f0
Compare with similar skills
Ambiguity Resolver 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 |
|---|---|---|---|---|---|---|
| Ambiguity Resolver this skillmohitagw15856/pm-claude-skills | 1.4k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Nodejs Backend Patternsever-works/ever-works | 162 | 18 repos | ~4k | Automated safety check: Pass | AGPL-3.0 | |
| API DesignerJeffallan/claude-skills | 12k | 1 repos | ~2k | Automated safety check: Pass | MIT | |
| GraphQL Operations with CodegenChrisWiles/claude-code-showcase | 6.1k | 3 repos | ~1.5k | Automated safety check: Pass | None | |
| Supabasecurvenote/curvenote | 170 | 5 repos | ~2.2k | Automated safety check: Pass | Custom licence | |
| API Design Principlesjh941213/my-cc-harness | 125 | 18 repos | ~3.4k | Automated safety check: Pass | None |
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Related
Categories
Questions about Ambiguity Resolver
What does Ambiguity Resolver do?
Structure vague opportunities and unclear briefs into actionable one-page problem statements. Ambiguity Resolver is an agent skill from mohitagw15856/pm-claude-skills. Structure vague opportunities and unclear briefs into actionable one-page problem statements.
When should I use Ambiguity Resolver?
Ambiguity Resolver fits situations like: asked to clarify a vague brief; frame an undefined problem; make sense of an unclear opportunity; the user says we need to figure out what to do about X.
How do I install Ambiguity Resolver in Claude Code?
Run `npx skills add mohitagw15856/pm-claude-skills --skill ambiguity-resolver -a claude-code`. Or copy the skill folder (skills/ambiguity-resolver in mohitagw15856/pm-claude-skills) into .claude/skills/ambiguity-resolver in your project. Claude Code loads it when a task matches its description.
How do I install Ambiguity Resolver in Codex?
Run `npx skills add mohitagw15856/pm-claude-skills --skill ambiguity-resolver -a codex`. Or copy the skill folder (skills/ambiguity-resolver in mohitagw15856/pm-claude-skills) into .agents/skills/ambiguity-resolver in your project. Codex loads it when a task matches its description.
Can I use Ambiguity Resolver 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 mohitagw15856/pm-claude-skills --skill ambiguity-resolver -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ambiguity-resolver, .gemini/skills/ambiguity-resolver, .github/skills/ambiguity-resolver and .opencode/skills/ambiguity-resolver in your project.
What does Ambiguity Resolver need to run?
SKILL.md names no scripts, command-line tools or credentials: Ambiguity Resolver is instructions for the agent only.
Does Ambiguity Resolver 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 Ambiguity Resolver 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 Ambiguity Resolver use?
Ambiguity Resolver 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 Ambiguity Resolver 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.
What are the alternatives to Ambiguity Resolver?
Skills that share tags, products or a category with Ambiguity Resolver: Nodejs Backend Patterns (ever-works/ever-works, 162 stars), API Designer (Jeffallan/claude-skills, 12k stars), GraphQL Operations with Codegen (ChrisWiles/claude-code-showcase, 6.1k stars) and Supabase (curvenote/curvenote, 170 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Ambiguity Resolver?
mohitagw15856 (a GitHub user) maintains it in mohitagw15856/pm-claude-skills, which has 1,434 GitHub stars. The repository holds 1,348 skills in this directory. The repository was last updated on October 9, 2026.
Source: mohitagw15856/pm-claude-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.