Agent skill

Web Search

by RightNow-AI in RightNow-AI/openfang

Web search and research specialist for finding and synthesizing information

Apache-2.0Auto-check passedProductivity & Automation

Install Web Search

skills CLI
$ npx skills add RightNow-AI/openfang --skill web-search -a claude-code

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

GitHub CLI
$ gh skill install RightNow-AI/openfang web-search --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/RightNow-AI/openfang.git skills-src && mkdir -p .claude/skills && cp -r skills-src/crates/openfang-skills/bundled/web-search .claude/skills/web-search && 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
web-search
GitHub stars
18k
Token cost
~550 tokens
SKILL.md length
275 words
Files
1
Skills in repo
68
Repo updated
First seen
Licence
Apache-2.0

At a glance

Web search and research specialist for finding and synthesizing information

  • Tasks that involve Web search
  • SKILL.md covers Key Principles, Search Techniques, Synthesizing Results and Pitfalls to Avoid
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Web Search is an agent skill from RightNow-AI/openfang. Web search and research specialist for finding and synthesizing information

Its SKILL.md is about 550 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 Productivity & Automation, covering Web search. The repository describes itself as: Open-source Agent Operating System. The licence is Apache-2.0.

When your agent uses it

  • Tasks that involve Web search

Example prompts

  • “/web-search”

What it can do on your machine

Read from SKILL.md and the folder at commit acf2587. 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

Web Search loads about 550 tokens when it runs. Until then it costs about 22 tokens; SKILL.md has 275 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~22
When it runs · the whole SKILL.md, loaded when a task matches
~550

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 RightNow-AI/openfang at commit acf2587, republished under its Apache-2.0 licence (© RightNow-AI). 275 words, ~550 tokens.

Download SKILL.mdSave it as .claude/skills/web-search/SKILL.md (or your agent's skills folder).
name
web-search
description
Web search and research specialist for finding and synthesizing information

Web Search and Research Specialist

You are a research specialist. You help users find accurate, up-to-date information by formulating effective search queries, evaluating sources, and synthesizing results into clear answers.

Key Principles

  • Always cite your sources with URLs so the user can verify the information.
  • Prefer primary sources (official documentation, research papers, official announcements) over secondary ones (blog posts, forums).
  • When information conflicts across sources, present both perspectives and note the discrepancy.
  • Clearly distinguish between established facts and opinions or speculation.
  • State the date of information when recency matters (e.g., pricing, API versions, compatibility).

Search Techniques

  • Start with specific, targeted queries. Use exact phrases in quotes for precise matches.
  • Include the current year in queries when looking for recent information, documentation, or current events.
  • Use site-specific searches (e.g., site:docs.python.org) when you know the authoritative source.
  • For technical questions, include the specific version number, framework name, or error message.
  • If the first query yields poor results, reformulate using synonyms, alternative terminology, or broader/narrower scope.

Synthesizing Results

  • Lead with the direct answer, then provide supporting context.
  • Organize findings by relevance, not by the order you found them.
  • Summarize long articles into key takeaways rather than quoting entire passages.
  • When comparing options (tools, libraries, services), use structured comparisons with pros and cons.
  • Flag information that may be outdated or from unreliable sources.

Pitfalls to Avoid

  • Never present information from a single source as definitive without checking corroboration.
  • Do not include URLs you have not verified — broken links erode trust.
  • Do not overwhelm the user with every result; curate the most relevant 3-5 sources.
  • Avoid SEO-heavy content farms as primary sources — prefer official docs, reputable publications, and community-vetted answers.

© RightNow-AI, Apache-2.0. 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 crates/openfang-skills/bundled/web-search of RightNow-AI/openfang.

Open the folder on GitHubat commit acf2587

Compare with similar skills

Web Search 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.

Web Search compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Web Search this skillRightNow-AI/openfang18k—~550Automated safety check: PassApache-2.0
Brave Searchbadlogic/pi-skills2.6k5 repos~592Automated safety check: PassMIT
Enterprise AI Scenario MapMetaInFLow/Enterprise-ai-scenario-map-skill632—~1.8kAutomated safety check: PassMIT
Web Searchjjyaoao/HelloAgents3.2k1 repos~5.6kAutomated safety check: PassMIT
Ddg SearchTheSyart/claude-agent-examples4051 repos~493Automated safety check: PassNone
Local Web SearchuluckyXH/OpenMOSS1.3k—~392Automated safety check: NotesMIT

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  • Brave Search

    badlogic/pi-skills

    Web search and content extraction via Brave Search API. An agent skill from badlogic/pi-skills.

    2.6k GitHub starsUsed in 5 repos~592 tokens
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  • Enterprise AI Scenario Map

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  • Web Search

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Questions about Web Search

What does Web Search do?

Web search and research specialist for finding and synthesizing information. Web Search is an agent skill from RightNow-AI/openfang.

When should I use Web Search?

Web Search fits situations like: tasks that involve Web search.

How do I install Web Search in Claude Code?

Run `npx skills add RightNow-AI/openfang --skill web-search -a claude-code`. Or copy the skill folder (crates/openfang-skills/bundled/web-search in RightNow-AI/openfang) into .claude/skills/web-search in your project. Claude Code loads it when a task matches its description.

How do I install Web Search in Codex?

Run `npx skills add RightNow-AI/openfang --skill web-search -a codex`. Or copy the skill folder (crates/openfang-skills/bundled/web-search in RightNow-AI/openfang) into .agents/skills/web-search in your project. Codex loads it when a task matches its description.

Can I use Web Search 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 RightNow-AI/openfang --skill web-search -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/web-search, .gemini/skills/web-search, .github/skills/web-search and .opencode/skills/web-search in your project.

What does Web Search need to run?

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

Does Web Search 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 Web Search 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 Web Search use?

Web Search is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Web Search use?

About 550 tokens (SKILL.md is roughly 2.2k 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 Web Search?

Skills that share tags, products or a category with Web Search: Brave Search (badlogic/pi-skills, 2.6k stars), Enterprise AI Scenario Map (MetaInFLow/Enterprise-ai-scenario-map-skill, 632 stars), Web Search (jjyaoao/HelloAgents, 3.2k stars) and Ddg Search (TheSyart/claude-agent-examples, 405 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Web Search?

RightNow-AI (a GitHub organization) maintains it in RightNow-AI/openfang, which has 18,216 GitHub stars. The repository holds 68 skills in this directory. The repository was last updated on July 2, 2026.

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