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Techdoc Search And Orchestrate · aiskillstore | DecimalAI

agent toolingby aiskillstore

Techdoc Search And Orchestrate

aiskillstore/techdoc-search-and-orchestrate

Source aiskillstore/marketplace ↗License Not recorded

【强制】所有技术文档查询必须使用本技能，禁止在主对话中直接使用 mcp__context7-mcp 工具。触发关键词：查询/学习/了解某个库或框架的文档、API用法、配置参数、错误解释、版本差异、代码示例、最佳实践。本技能通过 context7-researcher agent 执行查询，避免大量文档内容污染主对话上下文，保持 token 效率。

SkillScore23Maintained

Automatic

Doc Ops pack

Last verified 8/22/2026

What it changes

Passed 4 of 18 test cases with the skill, and 2 of 18 without it.

Without skill14%

With skill23%

Checks it passed that the model alone missed

Enforces sequential ordering within the subagent prompt.
Delegates with subagent_type context7-researcher via Task tool.
Uses a single subagent call rather than splitting into multiple calls.

and 1 more in the full report

2 fixed3 passed either way17 still failing0 broke

Pass-rate lift: +9 pp
Tokens: -33%
Agent turns: 0%
Response time: -65%

Model gemini-3.6-flashMeasured 8/22/2026v15 of 22 cases passed with skill · 18 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/aiskillstore-techdoc-search-and-orchestrate/SKILL.md https://app.decimal.ai/s/aiskillstore-techdoc-search-and-orchestrate/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add aiskillstore-techdoc-search-and-orchestrate, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/aiskillstore-techdoc-search-and-orchestrate/ and pins it in .decimal/skills.lock

decimalai skills add aiskillstore-techdoc-search-and-orchestrate

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/aiskillstore-techdoc-search-and-orchestrate/SKILL.md https://app.decimal.ai/s/aiskillstore-techdoc-search-and-orchestrate/SKILL.md

Raw file: /s/aiskillstore-techdoc-search-and-orchestrate/SKILL.md ↗ · machine-readable summary at /s/aiskillstore-techdoc-search-and-orchestrate.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 2 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 2

Prompt

团队正在评估是否从 React 18 升级到 React 19。请查阅 React 官方文档，对比 React 19 中 useActionState 与 React 18 中 useFormState 的 API 区别。

What was checked, without and with the skill
Checked	Without skill	With skill
Delegates documentation lookup using subagent_type context7-researcher.	Missed	Passed
Uses a single subagent call rather than splitting into multiple calls.	Missed	Passed

case-12 · gemini-3.6-flash · 8/22/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md152 linessingle file

技术文档查询调度技能

本技能负责将技术文档查询任务委派给专业的 context7-researcher agent 执行，通过 agent 隔离来保持主对话上下文的清晰，避免 token 消耗污染。

核心功能

识别需要技术文档查询的场景，并将任务委派给 context7-researcher agent，该 agent 专门使用 Context7 MCP 工具检索最新的技术文档。

适用场景

当需要查询技术文档时，本技能负责将任务委派给 context7-researcher agent 执行，避免技术文档检索过程污染主对话上下文。

调用规则

1. 委派方式

使用 Task tool 调用 context7-researcher agent：

Task tool 参数：
- subagent_type: "context7-researcher"
- description: 简短描述任务（3-5个字）
- prompt: 详细的查询需求

2. 任务编排策略

当有多个技术文档查询需求时，可以选择以下两种方式：

方式一：顺序执行（单 Agent 多任务）

调用 1 个 context7-researcher agent
在 prompt 中列出多个查询任务
Agent 按顺序依次完成所有任务
优点：简单直接，适合任务间有关联的场景
缺点：速度较慢，需要等待所有任务顺序完成

方式二：并行执行（多 Agent 并行）

同时调用多个 context7-researcher agents
每个 agent 分配 1 个或多个任务
所有 agents 并行工作

Track record

Benchmark

4 / 18

test cases passed, vs 2 / 18 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

aiskillstore / marketplace

skills/727474430/techdoc-search-and-orchestrate/SKILL.md

View on GitHub ↗

Imported 8/3/2026Version v1

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

wasabeef/通过-context7-mcp-搜索技术文档通过 Context7 MCP 搜索技术文档。「查文档」「查看官方文档」「库怎么用？」等触发。Close match+14 pp pass-rate lift

More skills from the same source and nearby in the registry, with their headline benchmark lift.