Agent skill

Serpapi Core Workflow B

by jeremylongshore in jeremylongshore/tons-of-skills-marketplace

Design a multi-engine SerpAPI workflow with explicit parameter maps, result adapters, budgets, and provenance.

MITAuto-check passed

Install Serpapi Core Workflow B

skills CLI
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill serpapi-core-workflow-b -a claude-code

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

GitHub CLI
$ gh skill install jeremylongshore/tons-of-skills-marketplace serpapi-core-workflow-b --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/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/.curated/serpapi-core-workflow-b .claude/skills/serpapi-core-workflow-b && 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
serpapi-core-workflow-b
GitHub stars
2.8k
Token cost
~1k tokens
SKILL.md length
360 words
Files
1
Skills in repo
3,342
Repo updated
First seen
Licence
MIT

At a glance

Design a multi-engine SerpAPI workflow with explicit parameter maps, result adapters, budgets, and provenance.

  • Works in 7 steps: List the approved engines and define the… → Re-fetch each engine's first-party API… → Build an allowlisted engine map rather… → …
  • Combining Google
  • SKILL.md covers Overview, Prerequisites, Tool Discipline and Current Contract, plus 7 more sections
  • Needs SERPAPI_KEY

What it does

Serpapi Core Workflow B is an agent skill from jeremylongshore/tons-of-skills-marketplace. Design a multi-engine SerpAPI workflow with explicit parameter maps, result adapters, budgets, and provenance. Use when combining Google, Bing, YouTube, News, Shopping, or Maps. Trigger with "build a SerpAPI multi-engine search".

Its SKILL.md is about 1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: Designed for Claude Code; every approved live engine request may affect account allowance and throughput

It works with SerpApi and YouTube. The repository describes itself as: Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com. The licence is MIT.

When your agent uses it

  • Combining Google
  • With build a SerpAPI multi-engine search

Example prompts

  • “build a SerpAPI multi-engine search”
  • “/serpapi-core-workflow-b”

Requirements

  • Python 3
  • A credential in SERPAPI_KEY
  • Compatibility (from SKILL.md): Designed for Claude Code; every approved live engine request may affect account allowance and throughput
  • Pre-approved tools (allowed-tools): Read, Glob, Grep, WebFetch, Write, Edit

Workflow steps

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

  1. List the approved engines and define the exact user value each contributes; remove redundant calls.
  2. Re-fetch each engine's first-party API page and record its query, locale, pagination, safety, and result-section contract.
  3. Build an allowlisted engine map rather than forwarding arbitrary client parameters.
  4. Set per-engine timeouts, maximum records, concurrency, and total searches before execution.
  5. Execute independently so one engine failure does not erase successful results from another.
  6. Normalize to a tagged union retaining engine, search_id, source URL, rank, and engine-specific payload where required.
  7. Test normal, empty-success, missing-section, partial-failure, and duplicate-source fixtures; report searches consumed by engine.

What it can do on your machine

Read from SKILL.md and the folder at commit 80f86df. 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
    • Glob
    • Grep
    • WebFetch
    • Write
    • Edit

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are python).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • serpapi.com

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

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • SERPAPI_KEY

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

  • Compatibility

    Designed for Claude Code; every approved live engine request may affect account allowance and throughput

    From compatibility in the SKILL.md frontmatter.

Context cost

Serpapi Core Workflow B loads about 1k tokens when it runs. Until then it costs about 63 tokens; SKILL.md has 360 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~63
When it runs · the whole SKILL.md, loaded when a task matches
~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); files beside SKILL.md are not scanned.

SKILL.md

The full file from jeremylongshore/tons-of-skills-marketplace at commit 80f86df, republished under its MIT licence (© jeremylongshore). 360 words, ~1,032 tokens.

Download SKILL.mdSave it as .claude/skills/serpapi-core-workflow-b/SKILL.md (or your agent's skills folder).
name
serpapi-core-workflow-b
description
Design a multi-engine SerpAPI workflow with explicit parameter maps, result adapters, budgets, and provenance. Use when combining Google, Bing, YouTube, News, Shopping, or Maps. Trigger with "build a SerpAPI multi-engine search".
allowed-tools
Read, Glob, Grep, WebFetch, Write, Edit
compatibility
Designed for Claude Code; every approved live engine request may affect account allowance and throughput
argument-hint
[engines] [query] [result-limit]
version
1.6.0
author
Jeremy Longshore <jeremy@intentsolutions.io>
license
MIT
tags
saas, serpapi, multi-engine, youtube, maps
model
inherit
effort
high

SerpAPI Multi-Engine Search Workflow

Overview

Model each engine as a distinct contract, then normalize only the fields needed for a cross-engine product.

Prerequisites

  • An explicit engine set, query intent, locale, data-use policy, and per-engine result needs
  • Current engine documentation and sanitized fixtures
  • A total search, latency, and concurrency budget

Tool Discipline

Use Read, Glob, and Grep to map engine consumers, WebFetch to verify each engine's current parameters and response sections, and Write or Edit for parameter maps, adapters, tests, and redacted receipts.

Current Contract

Engine contracts are not interchangeable. Google, Bing, Google News, and Google Shopping accept q; YouTube uses search_query; Google Maps search uses q with type=search and can use ll. Common result sections include organic_results, video_results, news_results, shopping_results, and local_results, but their records have different shapes.

Authentication

Supply SERPAPI_KEY only through the server-side gateway. Preserve engine and search ID for provenance, but strip the key and key-bearing URLs from normalized output.

Instructions

  1. List the approved engines and define the exact user value each contributes; remove redundant calls.
  2. Re-fetch each engine's first-party API page and record its query, locale, pagination, safety, and result-section contract.
  3. Build an allowlisted engine map rather than forwarding arbitrary client parameters.
  4. Set per-engine timeouts, maximum records, concurrency, and total searches before execution.
  5. Execute independently so one engine failure does not erase successful results from another.
  6. Normalize to a tagged union retaining engine, search_id, source URL, rank, and engine-specific payload where required.
  7. Test normal, empty-success, missing-section, partial-failure, and duplicate-source fixtures; report searches consumed by engine.
Show full SKILL.md (104 more words)Show less

Output

Return the engine contract table, request map, normalized tagged-union schema, partial-failure policy, budget, per-engine counts and search IDs, and fixture results.

Error Handling

ConditionResponse
Wrong query parameterReject locally using the engine map.
One engine failsReturn an explicit partial result if policy allows; keep failure provenance.
Cross-engine duplicateRetain source-engine ranks and apply a documented canonical-link policy.
Engine schema driftsQuarantine only that engine's adapter and replay its fixture suite.

Example

python
ENGINE_MAP = {
    "google": ("q", "organic_results"),
    "bing": ("q", "organic_results"),
    "youtube": ("search_query", "video_results"),
    "google_news": ("q", "news_results"),
    "google_shopping": ("q", "shopping_results"),
    "google_maps": ("q", "local_results"),
}

def build_request(engine, query):
    query_key, _ = ENGINE_MAP[engine]
    request = {"engine": engine, query_key: query}
    if engine == "google_maps":
        request["type"] = "search"
    return request

Resources

Next Steps

Canary each engine separately, then enable the combined workflow within the aggregate search budget.

© jeremylongshore, 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/.curated/serpapi-core-workflow-b of jeremylongshore/tons-of-skills-marketplace.

Open the folder on GitHubat commit 80f86df

Compare with similar skills

Serpapi Core Workflow B 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.

Serpapi Core Workflow B compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Serpapi Core Workflow B this skilljeremylongshore/tons-of-skills-marketplace2.8k—~1kAutomated safety check: PassMIT
Serpapinicepkg/ai-workflow285—~1.4kAutomated safety check: PassMIT
MarkitdownImCa0/just-laws78214 repos~3.2kAutomated safety check: NotesMIT
Banner Design Systemnextlevelbuilder/ui-ux-pro-max-skill134k1 repos~1.8kAutomated safety check: PassMIT
Agent ReachPanniantong/Agent-Reach94k—~1.4kAutomated safety check: PassMIT
Last30daysmvanhorn/last30days-skill64k—~7.9kAutomated safety check: NotesMIT

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Works with

Questions about Serpapi Core Workflow B

What does Serpapi Core Workflow B do?

Design a multi-engine SerpAPI workflow with explicit parameter maps, result adapters, budgets, and provenance. Serpapi Core Workflow B is an agent skill from jeremylongshore/tons-of-skills-marketplace. Design a multi-engine SerpAPI workflow with explicit parameter maps, result adapters, budgets, and provenance.

When should I use Serpapi Core Workflow B?

Serpapi Core Workflow B fits situations like: combining Google; with build a SerpAPI multi-engine search.

How do I install Serpapi Core Workflow B in Claude Code?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill serpapi-core-workflow-b -a claude-code`. Or copy the skill folder (skills/.curated/serpapi-core-workflow-b in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/serpapi-core-workflow-b in your project. Claude Code loads it when a task matches its description.

How do I install Serpapi Core Workflow B in Codex?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill serpapi-core-workflow-b -a codex`. Or copy the skill folder (skills/.curated/serpapi-core-workflow-b in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/serpapi-core-workflow-b in your project. Codex loads it when a task matches its description.

Can I use Serpapi Core Workflow B 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 jeremylongshore/tons-of-skills-marketplace --skill serpapi-core-workflow-b -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/serpapi-core-workflow-b, .gemini/skills/serpapi-core-workflow-b, .github/skills/serpapi-core-workflow-b and .opencode/skills/serpapi-core-workflow-b in your project.

What does Serpapi Core Workflow B need to run?

Going by SKILL.md and its folder, Serpapi Core Workflow B needs credentials named SERPAPI_KEY. Our summary lists: Python 3; A credential in SERPAPI_KEY. Its frontmatter pre-approves these tools: Read, Glob, Grep, WebFetch, Write, Edit. Compatibility (from SKILL.md): Designed for Claude Code; every approved live engine request may affect account allowance and throughput.

Does Serpapi Core Workflow B access the network?

SKILL.md names 1 domain. As links in the text: serpapi.com. This is read from the text; nothing was executed.

Is Serpapi Core Workflow B 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 Serpapi Core Workflow B use?

Serpapi Core Workflow B is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Serpapi Core Workflow B use?

About 1k tokens (SKILL.md is roughly 4.1k 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 Serpapi Core Workflow B?

Skills that share tags, products or a category with Serpapi Core Workflow B: Serpapi (nicepkg/ai-workflow, 285 stars), Markitdown (ImCa0/just-laws, 782 stars), Banner Design System (nextlevelbuilder/ui-ux-pro-max-skill, 134k stars) and Agent Reach (Panniantong/Agent-Reach, 94k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Serpapi Core Workflow B?

jeremylongshore (a GitHub user) maintains it in jeremylongshore/tons-of-skills-marketplace, which has 2,825 GitHub stars. The repository holds 3,342 skills in this directory. The repository was last updated on October 9, 2026.

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