Geo Fundamentals
wasp-lang/wasp
Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity).
deterministic public-opinion metrics and feature extraction for normalized post records.
No licenceAuto-check passed
Install Opinion Analysis Toolkit
$ npx skills add 123321kk/opinion-agent-ultimate --skill opinion-analysis-toolkit -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install 123321kk/opinion-agent-ultimate opinion-analysis-toolkit --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/123321kk/opinion-agent-ultimate.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/opinion-analysis-toolkit .claude/skills/opinion-analysis-toolkit && 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 "opinion-analysis-toolkit" agent skill from https://github.com/123321kk/opinion-agent-ultimate/tree/main/skills/opinion-analysis-toolkit into .claude/skills/opinion-analysis-toolkit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "opinion-analysis-toolkit", 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/123321kk/opinion-agent-ultimate/tree/main/skills/opinion-analysis-toolkitType 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 123321kk/opinion-agent-ultimate --skill opinion-analysis-toolkit -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install 123321kk/opinion-agent-ultimate opinion-analysis-toolkit --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/123321kk/opinion-agent-ultimate.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/opinion-analysis-toolkit .agents/skills/opinion-analysis-toolkit && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "opinion-analysis-toolkit" agent skill from https://github.com/123321kk/opinion-agent-ultimate/tree/main/skills/opinion-analysis-toolkit into .agents/skills/opinion-analysis-toolkit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "opinion-analysis-toolkit", 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 123321kk/opinion-agent-ultimate --skill opinion-analysis-toolkit -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install 123321kk/opinion-agent-ultimate opinion-analysis-toolkit --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/123321kk/opinion-agent-ultimate.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/opinion-analysis-toolkit .cursor/skills/opinion-analysis-toolkit && 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 "opinion-analysis-toolkit" agent skill from https://github.com/123321kk/opinion-agent-ultimate/tree/main/skills/opinion-analysis-toolkit into .cursor/skills/opinion-analysis-toolkit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "opinion-analysis-toolkit", 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/123321kk/opinion-agent-ultimate.git --path skills/opinion-analysis-toolkit--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 123321kk/opinion-agent-ultimate --skill opinion-analysis-toolkit -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install 123321kk/opinion-agent-ultimate opinion-analysis-toolkit --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/123321kk/opinion-agent-ultimate.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/opinion-analysis-toolkit .gemini/skills/opinion-analysis-toolkit && 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 "opinion-analysis-toolkit" agent skill from https://github.com/123321kk/opinion-agent-ultimate/tree/main/skills/opinion-analysis-toolkit into .gemini/skills/opinion-analysis-toolkit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "opinion-analysis-toolkit", 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 123321kk/opinion-agent-ultimate opinion-analysis-toolkitInstalls 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 123321kk/opinion-agent-ultimate --skill opinion-analysis-toolkit -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/123321kk/opinion-agent-ultimate.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/opinion-analysis-toolkit .github/skills/opinion-analysis-toolkit && 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 "opinion-analysis-toolkit" agent skill from https://github.com/123321kk/opinion-agent-ultimate/tree/main/skills/opinion-analysis-toolkit into .github/skills/opinion-analysis-toolkit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "opinion-analysis-toolkit", 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 123321kk/opinion-agent-ultimate --skill opinion-analysis-toolkit -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install 123321kk/opinion-agent-ultimate opinion-analysis-toolkit --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/123321kk/opinion-agent-ultimate.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/opinion-analysis-toolkit .opencode/skills/opinion-analysis-toolkit && 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 "opinion-analysis-toolkit" agent skill from https://github.com/123321kk/opinion-agent-ultimate/tree/main/skills/opinion-analysis-toolkit into .opencode/skills/opinion-analysis-toolkit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "opinion-analysis-toolkit", 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
opinion-analysis-toolkit- GitHub stars
- 107
- Token cost
- ~368 tokens
- SKILL.md length
- 130 words
- Files
- 4 (incl. scripts, references)
- Skills in repo
- 2
- Repo updated
- First seen
- Licence
- None found
At a glance
deterministic public-opinion metrics and feature extraction for normalized post records.
- Works in 4 steps: Prepare normalized JSON or JSONL rows… → Run the analyzer script. → Read the metrics JSON. → …
- Chatgpt needs reusable analysis tools for sentiment counts
- SKILL.md covers Quick start, Workflow, Metrics produced and Guardrails, plus 1 more section
- Runs Python scripts from its folder; calls python
What it does
Opinion Analysis Toolkit is an agent skill from 123321kk/opinion-agent-ultimate. deterministic public-opinion metrics and feature extraction for normalized post records. use when chatgpt needs reusable analysis tools for sentiment counts, source and platform distribution, keyword frequency, topic grouping, timeline aggregation, or burst detection on json/jsonl evidence collected from social platforms.
Its SKILL.md is about 370 tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including scripts and reference files (for example `agents/openai.yaml`, `references/metrics_reference.md` and `scripts/analyze_records.py`).
It works with OpenAI. The repository describes itself as: 这是一个舆情分析的agent，你可以做任何检测舆情的事情.
When your agent uses it
- Chatgpt needs reusable analysis tools for sentiment counts
- Source and platform distribution
- Keyword frequency
- Timeline aggregation
Example prompts
- “/opinion-analysis-toolkit”
Requirements
- Python 3
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- Prepare normalized JSON or JSONL rows with title, content, source, platform, and published_at when available.
- Run the analyzer script.
- Read the metrics JSON.
- Let an LLM interpret the metrics into a report.
What it can do on your machine
Read from SKILL.md and the folder at commit 5346416. 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
Ships 1 file 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
Opinion Analysis Toolkit loads about 368 tokens when it runs, and up to ~499 if it reads all its reference files. Until then it costs about 87 tokens; SKILL.md has 130 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); 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 130 words (~368 tokens).
“Use this skill to compute reproducible metrics from normalized evidence records before asking an LLM to interpret them.”
- name
- opinion-analysis-toolkit
Files
SKILL.md and 3 other files (scripts, references) in skills/opinion-analysis-toolkit of 123321kk/opinion-agent-ultimate.
- SKILL.md
- agents/openai.yaml
- references/metrics_reference.md
- scripts/analyze_records.py
Open the folder on GitHubat commit 5346416
Compare with similar skills
Opinion Analysis Toolkit 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 |
|---|---|---|---|---|---|---|
| Opinion Analysis Toolkit this skill123321kk/opinion-agent-ultimate | 107 | — | ~368 | Automated safety check: Pass | None | |
| Geo Fundamentalswasp-lang/wasp | 19k | 9 repos | ~861 | Automated safety check: Pass | MIT | |
| AI SDKvercel-labs/ai-facts | 168 | 20 repos | ~1.2k | Automated safety check: Pass | None | |
| AI Image Generation and Editingzhayujie/CowAgent | 47k | — | ~1.3k | Automated safety check: Pass | MIT | |
| PR Design DocOpenHands/OpenHands | 91k | — | ~2.4k | Automated safety check: Pass | MIT | |
| SEO GeoReScienceLab/opc-skills | 1.8k | 4 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 |
Similar skills
- Official
AI SDK
vercel-labs/ai-facts
Answer questions about the AI SDK and help build AI-powered features.
AI Image Generation and Editing
zhayujie/CowAgent
Generates or edits images from text prompts through a Python script that picks an image backend based on which API keys are configured.
PR Design Doc
OpenHands/OpenHands
For a non-trivial pull request, write a self-contained HTML design doc under the temporary .pr/ directory and link a visibility-appropriate preview in the PR description, so maintainers grasp the…
SEO Geo
ReScienceLab/opc-skills
SEO & GEO (Generative Engine Optimization) for websites. An agent skill from ReScienceLab/opc-skills.
Open Code Review CLI
alibaba/open-code-review
Runs the ocr command-line tool to review Git changes, a commit or a branch comparison with an AI model, returning line-level comments and optionally applying fixes.
More from 123321kk/opinion-agent-ultimate
Selenium Opinion Crawler
123321kk/opinion-agent-ultimate
browser-based page capture and text extraction for public-opinion research.
Related
Works with
Questions about Opinion Analysis Toolkit
What does Opinion Analysis Toolkit do?
deterministic public-opinion metrics and feature extraction for normalized post records. Opinion Analysis Toolkit is an agent skill from 123321kk/opinion-agent-ultimate. deterministic public-opinion metrics and feature extraction for normalized post records.
When should I use Opinion Analysis Toolkit?
Opinion Analysis Toolkit fits situations like: chatgpt needs reusable analysis tools for sentiment counts; source and platform distribution; keyword frequency; timeline aggregation.
How do I install Opinion Analysis Toolkit in Claude Code?
Run `npx skills add 123321kk/opinion-agent-ultimate --skill opinion-analysis-toolkit -a claude-code`. Or copy the skill folder (skills/opinion-analysis-toolkit in 123321kk/opinion-agent-ultimate) into .claude/skills/opinion-analysis-toolkit in your project. Claude Code loads it when a task matches its description.
How do I install Opinion Analysis Toolkit in Codex?
Run `npx skills add 123321kk/opinion-agent-ultimate --skill opinion-analysis-toolkit -a codex`. Or copy the skill folder (skills/opinion-analysis-toolkit in 123321kk/opinion-agent-ultimate) into .agents/skills/opinion-analysis-toolkit in your project. Codex loads it when a task matches its description.
Can I use Opinion Analysis Toolkit 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 123321kk/opinion-agent-ultimate --skill opinion-analysis-toolkit -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/opinion-analysis-toolkit, .gemini/skills/opinion-analysis-toolkit, .github/skills/opinion-analysis-toolkit and .opencode/skills/opinion-analysis-toolkit in your project.
What does Opinion Analysis Toolkit need to run?
Going by SKILL.md and its folder, Opinion Analysis Toolkit needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.
Does Opinion Analysis Toolkit 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 Opinion Analysis Toolkit 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 Opinion Analysis Toolkit use?
No licence was found for Opinion Analysis Toolkit or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Opinion Analysis Toolkit use?
About 368 tokens (SKILL.md is roughly 1.5k 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 131 tokens, read only when the agent opens those files.
What are the alternatives to Opinion Analysis Toolkit?
Skills that share tags, products or a category with Opinion Analysis Toolkit: Geo Fundamentals (wasp-lang/wasp, 19k stars), AI SDK (vercel-labs/ai-facts, 168 stars), AI Image Generation and Editing (zhayujie/CowAgent, 47k stars) and PR Design Doc (OpenHands/OpenHands, 91k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Opinion Analysis Toolkit?
123321kk (a GitHub user) maintains it in 123321kk/opinion-agent-ultimate, which has 107 GitHub stars. The repository holds 2 skills in this directory. The repository was last updated on March 23, 2026.
Source: 123321kk/opinion-agent-ultimate on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.