Agent skill

Analyzing Response Quality

by aiskillstore in aiskillstore/marketplace

Expert at analyzing the quality of Claude's responses and outputs.

No licenceAuto-check passedDevelopment

Install Analyzing Response Quality

skills CLI
$ npx skills add aiskillstore/marketplace --skill analyzing-response-quality -a claude-code

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

GitHub CLI
$ gh skill install aiskillstore/marketplace analyzing-response-quality --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/aiskillstore/marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/c0ntr0lledcha0s/analyzing-response-quality .claude/skills/analyzing-response-quality && 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
analyzing-response-quality
GitHub stars
430
Token cost
~3.1k tokens
SKILL.md length
938 words
Files
5 (incl. scripts)
Skills in repo
1,044
Repo updated
First seen
Licence
None found

At a glance

Expert at analyzing the quality of Claude's responses and outputs.

  • Works in 11 steps: Correctness (Is it right?) → Completeness (Is it thorough?) → Clarity (Is it understandable?) → …
  • Evaluating response completeness
  • SKILL.md covers Your Expertise, When to Use This Skill, Quality Dimensions and Quality Evaluation Framework, plus 4 more sections
  • Runs Python scripts from its folder; calls python

What it does

Analyzing Response Quality is an agent skill from aiskillstore/marketplace. Expert at analyzing the quality of Claude's responses and outputs. Use when evaluating response completeness, accuracy, clarity, or effectiveness. Auto-invokes during self-reflection or when quality assessment is needed.

Its SKILL.md is about 3.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including scripts (for example `scripts/check-code-quality.py`, `scripts/check-completeness.py` and `scripts/check-security.py`).

It sits in Development, covering Journaling and reflection. The repository describes itself as: Security-audited skills for Claude, Codex & Claude Code. One-click install, quality verified.

When your agent uses it

  • Evaluating response completeness
  • Tasks that involve Journaling and reflection

Example prompts

  • “/analyzing-response-quality”

Requirements

  • Python 3
  • Pre-approved tools (allowed-tools): Read, Grep, Glob

Workflow steps

11 steps, taken from the step headings in SKILL.md.

  1. Correctness (Is it right?)
  2. Completeness (Is it thorough?)
  3. Clarity (Is it understandable?)
  4. Efficiency (Is it optimal?)
  5. Security (Is it safe?)
  6. Usability (Can it be used easily?)
  7. Requirement Mapping
  8. Output Inventory
  9. Quality Scoring
  10. Issue Detection
  11. Gap Analysis

What it can do on your machine

Read from SKILL.md and the folder at commit 755bc35. 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
    • Grep
    • Glob

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 3 files in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • python

    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

Analyzing Response Quality loads about 3.1k tokens when it runs. Until then it costs about 62 tokens; SKILL.md has 938 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~62
When it runs · the whole SKILL.md, loaded when a task matches
~3.1k

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); the scripts in this folder are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 938 words (~3,117 tokens).

“You are an expert at analyzing the quality of Claude's responses. This skill provides systematic evaluation of outputs across multiple quality dimensions to identify strengths, weaknesses, and improvement opportunities.”

— opening of SKILL.md by aiskillstore
name
analyzing-response-quality
allowed-tools
Read, Grep, Glob
version
1.0.0

Read the full SKILL.md on GitHub

Files

SKILL.md and 4 other files (scripts) in skills/c0ntr0lledcha0s/analyzing-response-quality of aiskillstore/marketplace.

  • SKILL.md
  • scripts/check-code-quality.py
  • scripts/check-completeness.py
  • scripts/check-security.py
  • skill-report.json

Open the folder on GitHubat commit 755bc35

Compare with similar skills

Analyzing Response Quality 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.

Analyzing Response Quality compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Analyzing Response Quality this skillaiskillstore/marketplace430—~3.1kAutomated safety check: PassNone
Growth Logaffaan-m/ECC276k1 repos~1.7kAutomated safety check: PassMIT
Monthly Workflowfranklee16/academic-research-skills223—~1.5kAutomated safety check: PassNone
Weekly Reviewcursor/plugins10k1 repos~226Automated safety check: PassNone
Solomdzhitongblog/solomd1.2k—~2kAutomated safety check: PassMIT
Nippo Daily Reportsnwiizo/nippo180—~2.3kAutomated safety check: PassMIT

Similar skills

  • Growth Log

    affaan-m/ECC

    Write growth log entries that extract reusable patterns from completed work — root cause, transferable rule, and a recognizable signal — instead of diary-style event narration, with a 4-8 sentence…

    276k GitHub starsUsed in 1 repo~1.7k tokens
    DevelopmentAuto-check passed
  • Monthly Workflow

    franklee16/academic-research-skills

    Create and operate a file-based monthly planning, daily work log, task board, decision log, weekly review, and monthly settlement workflow.

    223 GitHub stars~1.5k tokensUpdated 21 days ago
    DevelopmentAuto-check passed
  • Weekly Review

    cursor/plugins

    Official

    Produce a weekly synthesis of authored commits with highlights by bugfix, tech debt, and net-new work

    10k GitHub starsUsed in 1 repo~226 tokens
    Knowledge ManagementAuto-check passed
  • Solomd

    zhitongblog/solomd

    Read, search, edit, and version-control any folder of Markdown notes via the SoloMD MCP server.

    1.2k GitHub stars~2k tokensUpdated today
    Knowledge ManagementAuto-check passed
  • Turns recent Claude Code, Codex or opencode work into Japanese daily reports, reflections, reviews and trend summaries saved in a reports folder.

    180 GitHub stars~2.3k tokensUpdated 7 days ago
    Productivity & AutomationAuto-check passed
  • Generates daily reports, reflections, weekly reports, self-reviews and trend insights, in Japanese, from Claude Code, Codex and opencode session logs using the nippo CLI.

    180 GitHub stars~1.7k tokensUpdated 7 days ago
    Productivity & AutomationAuto-check passed

More from aiskillstore/marketplace

All 1,044 skills in this repo
  • Code Stats

    aiskillstore/marketplace

    Analyze codebase with tokei (fast line counts by language) and difft (semantic AST-aware diffs).

    430 GitHub starsUsed in 1 repo~697 tokens
    Auto-check: notes
  • Data Processing

    aiskillstore/marketplace

    Process JSON with jq and YAML/TOML with yq. An agent skill from aiskillstore/marketplace.

    430 GitHub starsUsed in 1 repo~720 tokens
    Auto-check: notes
  • Doc Scanner

    aiskillstore/marketplace

    Scans for project documentation files (AGENTS.md, CLAUDE.md, GEMINI.md, COPILOT.md, CURSOR.md, WARP.md, and 15+ other formats) and synthesizes guidance.

    430 GitHub starsUsed in 1 repo~644 tokens
    Auto-check: notes
  • File Search

    aiskillstore/marketplace

    Modern file and content search using fd, ripgrep (rg), and fzf.

    430 GitHub starsUsed in 1 repo~598 tokens
    Auto-check: notes
  • Find Replace

    aiskillstore/marketplace

    Modern find-and-replace using sd (simpler than sed) and batch replacement patterns.

    430 GitHub starsUsed in 1 repo~527 tokens
    Auto-check: notes
  • Project Planner

    aiskillstore/marketplace

    Detects stale project plans and suggests session commands. An agent skill from aiskillstore/marketplace.

    430 GitHub starsUsed in 1 repo~504 tokens
    Auto-check passed

Questions about Analyzing Response Quality

What does Analyzing Response Quality do?

Expert at analyzing the quality of Claude's responses and outputs. Analyzing Response Quality is an agent skill from aiskillstore/marketplace. Expert at analyzing the quality of Claude's responses and outputs.

When should I use Analyzing Response Quality?

Analyzing Response Quality fits situations like: evaluating response completeness; tasks that involve Journaling and reflection.

How do I install Analyzing Response Quality in Claude Code?

Run `npx skills add aiskillstore/marketplace --skill analyzing-response-quality -a claude-code`. Or copy the skill folder (skills/c0ntr0lledcha0s/analyzing-response-quality in aiskillstore/marketplace) into .claude/skills/analyzing-response-quality in your project. Claude Code loads it when a task matches its description.

How do I install Analyzing Response Quality in Codex?

Run `npx skills add aiskillstore/marketplace --skill analyzing-response-quality -a codex`. Or copy the skill folder (skills/c0ntr0lledcha0s/analyzing-response-quality in aiskillstore/marketplace) into .agents/skills/analyzing-response-quality in your project. Codex loads it when a task matches its description.

Can I use Analyzing Response Quality 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 aiskillstore/marketplace --skill analyzing-response-quality -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/analyzing-response-quality, .gemini/skills/analyzing-response-quality, .github/skills/analyzing-response-quality and .opencode/skills/analyzing-response-quality in your project.

What does Analyzing Response Quality need to run?

Going by SKILL.md and its folder, Analyzing Response Quality needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3. Its frontmatter pre-approves these tools: Read, Grep, Glob.

Does Analyzing Response Quality 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 Analyzing Response Quality 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Analyzing Response Quality use?

No licence was found for Analyzing Response Quality or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Analyzing Response Quality use?

About 3.1k tokens (SKILL.md is roughly 12k 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 Analyzing Response Quality?

Skills that share tags, products or a category with Analyzing Response Quality: Growth Log (affaan-m/ECC, 276k stars), Monthly Workflow (franklee16/academic-research-skills, 223 stars), Weekly Review (cursor/plugins, 10k stars) and Solomd (zhitongblog/solomd, 1.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Analyzing Response Quality?

aiskillstore (a GitHub organization) maintains it in aiskillstore/marketplace, which has 430 GitHub stars. The repository holds 1,044 skills in this directory. The repository was last updated on October 9, 2026.

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