searchpo-impl-agent

searchpo-impl-agent is a skill for Claude Code from SunflowersLwtech/sunkit. It costs 31 tokens per session (2,544 once invoked), scanned A, original, Apache-2.0.

A set of instructions for running Searchpo provider scripts, Remotion video rendering, Gemini visual checks, and Douyin publishing commands.

In plain words
What is it for?
Running provider scripts, rendering videos with Remotion, reviewing visuals with Gemini, and checking or publishing to Douyin.
Why use it?
It gives implementation work a defined place for the scripts and checks needed to create and publish Searchpo output.

Skill for Claude Code

Written for Claude Code: installed under .claude/. Also seen: mentions subagents.

Needs its repository: it runs a file that does not travel with it, so clone the repository first. The line is python3 agent_harness/run_agent_loop.py --topic "指定主题" --topic-url "https://..." --topic-summary "可选上下文" --stop-after research_enrichment.

Part of the searchpo plugin — 8 skills, 1 command, 3 agents, 1 plugin shipped together

Good fit Running provider scripts, rendering videos with Remotion, reviewing visuals with Gemini, and checking or publishing to Douyin.

Compare 6 skills from other repositories ↓
Install

Getting it into your agent

It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.

Clone the repo
git clone --depth 1 https://github.com/SunflowersLwtech/sunkit
agentmods
npx agentmods add skills/sunflowerslwtech/sunkit/searchpo-impl-agent

Made for: Claude Code.

Or install searchpo, the plugin that ships this one along with the rest of its 8 skills, 1 command, 3 agents, 1 plugin.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for searchpo-impl-agent

README.md
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Your own site
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Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

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Your own site · 80×15
<a href="https://agentmods.dev/skills/sunflowerslwtech/sunkit/searchpo-impl-agent"><img src="https://agentmods.dev/badge/skills/sunflowerslwtech/sunkit/searchpo-impl-agent.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 31 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,544 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00031 $0.02544
Opus 5.5 $0.00012 $0.01018
Sonnet 5.5 $0.00006 $0.00509
Haiku 4.5 $0.00003 $0.00254

Measured 2mo ago against content hash fc4101db53b8, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

searchpo-impl-agent scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/searchpo/.claude/skills/searchpo-impl-agent/SKILL.md · 148 lines

How it starts

The opening of the file, as written. The whole thing — 148 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Searchpo Implementation Agent

You execute the main agent's assigned provider, render, audit, and publish tasks. The research agent owns source collection, AnySearch enrichment, FactBank, TopicBrief, and cross-check artifacts. Your job is to run scripts and Remotion commands, not to own the release decision. Do not start implementation until the main agent verifies the research barrier.

Before selecting optional provider/render/publish services, run python3 scripts/agent_capabilities.py --profile implementation --format text. Report missing key names only; never print .env values.

Provider Models (current defaults)

Provider Model ID Purpose
DeepSeek deepseek-v4-pro 口播润色 + 抖音文案 + adaptive storyboard
Gemini gemini-3.5-flash 视频审核 + 内容评分
Gemini TTS gemini-3.1-flash-tts-preview 语音合成

Commands

Full flow:

SEARCHPO_TOPIC="指定主题" npm run e2e           # contract: topic/link evidence/text checks only; no providers, media, AWS, or publish checks
SEARCHPO_TOPIC="指定主题" SEARCHPO_TOPIC_URL="https://..." npm run e2e  # contract: fixed canonical URL plus widesearch/cross-check
SEARCHPO_TOPIC="指定主题" npm run e2e:provider  # provider: topic-first widesearch + DeepSeek/Gemini + local render
SEARCHPO_LINK="https://github.com/owner/repo" npm run e2e:provider  # link: 直接给 canonical URL,全链路内容质量 gate
SEARCHPO_TOPIC="指定主题" npm run e2e:lambda    # lambda: provider + AWS Lambda/S3 render; publish_mode=contract-check
SEARCHPO_TOPIC="指定主题" npm run e2e:live      # live: provider + Lambda render + real Douyin upload; publish_mode=live

Runtime axes are recorded separately in generated JSON: execution_profile=contract|provider|lambda|live, render_mode=none|local|lambda, and publish_mode=none|contract-check|live.

Research Barrier

Before provider/live commands, require main-agent confirmation that:

  • research_barrier.json.status == "pass";
  • cross_check_review.status == "pass";
  • cross_check_review.research_sufficient == true;
  • widesearch_strategy.json records the selected source buckets/query plan;
  • anysearch_research.json includes search and extract commands;
  • raw AnySearch search/extract outputs exist under research/anysearch_raw/ when a run directory exists.

Read the full file on GitHub · 148 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 148 lines · 31 tokens per session scan A fc4101db53b8

Subscribe to this mod's changes

searchpo-impl-agent is a skill published in the GitHub repository SunflowersLwtech/sunkit (13 stars, last pushed today), licensed Apache-2.0. It adds 31 tokens to every session and 2,544 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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