ModLens Image Vision Bridge
liustack/modlens
Gives text-only models sight by running the modlens CLI on an image path or URL and returning structured JSON evidence with transcribed text, layout and semantics.
当用户提问需要联网检索（最新新闻、技术资料、人物事件等）或明确说"搜一下/查一下/帮我找…"时触发。本技能会自动改写 query 并通过 DuckDuckGo 检索，再用 DeepSeek 综合回答，引用来源序号。
No licenceAuto-check passed
Install Agentic Search
$ npx skills add benchen4395/alpha_agentic_search --skill agentic-search -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install benchen4395/alpha_agentic_search agentic-search --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
Claude Code skills documentation · loads skills from .claude/skills/
Install the "agentic-search" agent skill from https://github.com/benchen4395/alpha_agentic_search/tree/main into .claude/skills/agentic-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agentic-search", 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.
$ npx skills add benchen4395/alpha_agentic_search --skill agentic-search -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install benchen4395/alpha_agentic_search agentic-search --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "agentic-search" agent skill from https://github.com/benchen4395/alpha_agentic_search/tree/main into .agents/skills/agentic-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agentic-search", 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 benchen4395/alpha_agentic_search --skill agentic-search -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install benchen4395/alpha_agentic_search agentic-search --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "agentic-search" agent skill from https://github.com/benchen4395/alpha_agentic_search/tree/main into .cursor/skills/agentic-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agentic-search", 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.
$ npx skills add benchen4395/alpha_agentic_search --skill agentic-search -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install benchen4395/alpha_agentic_search agentic-search --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "agentic-search" agent skill from https://github.com/benchen4395/alpha_agentic_search/tree/main into .gemini/skills/agentic-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agentic-search", 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 benchen4395/alpha_agentic_search agentic-searchInstalls 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 benchen4395/alpha_agentic_search --skill agentic-search -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "agentic-search" agent skill from https://github.com/benchen4395/alpha_agentic_search/tree/main into .github/skills/agentic-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agentic-search", 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 benchen4395/alpha_agentic_search --skill agentic-search -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install benchen4395/alpha_agentic_search agentic-search --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "agentic-search" agent skill from https://github.com/benchen4395/alpha_agentic_search/tree/main into .opencode/skills/agentic-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "agentic-search", 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
agentic-search- GitHub stars
- 486
- Token cost
- ~140 tokens
- SKILL.md length
- 43 words
- Files
- 120 (incl. scripts)
- Skills in repo
- 1
- Repo updated
- First seen
- Licence
- None found
At a glance
当用户提问需要联网检索（最新新闻、技术资料、人物事件等）或明确说"搜一下/查一下/帮我找…"时触发。本技能会自动改写 query 并通过 DuckDuckGo 检索，再用 DeepSeek 综合回答，引用来源序号。
- Works in 2 steps: 调用 python scripts/search.py "<原始 query>" → 解析返回 JSON，把 answer 给用户，并附上 results 中的…
- SKILL.md covers 触发条件, 不触发, 执行步骤 and 示例
- Runs Python scripts from its folder; calls python
What it does
Agentic Search is an agent skill from benchen4395/alpha_agentic_search. 当用户提问需要联网检索（最新新闻、技术资料、人物事件等）或明确说"搜一下/查一下/帮我找…"时触发。本技能会自动改写 query 并通过 DuckDuckGo 检索，再用 DeepSeek 综合回答，引用来源序号。
Its SKILL.md is about 140 tokens, which your agent loads only when the skill is triggered. The skill folder holds 125 other files, including scripts (for example `README.md`, `README_en.md` and `data/README.md`).
It works with DeepSeek. The repository describes itself as: Alpha Agentic Search — 分层记忆 RAG 检索问答系统.
Example prompts
- “搜一下/查一下/帮我找…”
- “/agentic-search”
Requirements
- Python 3
Workflow steps
2 steps, taken from the first numbered list in SKILL.md.
- 调用 python scripts/search.py "<原始 query>"
- 解析返回 JSON，把 answer 给用户，并附上 results 中的 URL 作为引用
What it can do on your machine
Read from SKILL.md and the folder at commit 964492b. 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, from the files we listed), 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
Agentic Search loads about 140 tokens when it runs. Until then it costs about 31 tokens; SKILL.md has 43 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 43 words (~140 tokens).
- name
- agentic-search
Files
SKILL.md and 119 other files (scripts) in the repository root of benchen4395/alpha_agentic_search.
- SKILL.md
- .gitignore
- README.md
- README_en.md
- data/README.md
- data/qa_cache/_embeddings/cache.db
- data/qa_cache/_meta/cache.db
- data/qa_cache/cache.db
- data/search_cache/cache.db
- evals/README.md
- evals/__init__.py
- evals/compare_vs_commit.py
- evals/datasets.py
- evals/run_multihop_eval.py
- evals/run_parallel_eval.py
- … and 105 more
Open the folder on GitHubat commit 964492b
Compare with similar skills
Agentic 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Agentic Search this skillbenchen4395/alpha_agentic_search | 486 | — | ~140 | Automated safety check: Pass | None | |
| ModLens Image Vision Bridgeliustack/modlens | 4.2k | 1 repos | ~1.3k | Automated safety check: Notes | MIT | |
| Vision SkillsAnionex/agent-vision-toolkit | 1.2k | 1 repos | ~4k | Automated safety check: Pass | MIT | |
| Distilly Person Profile Buildertitanwings/distilly | 25k | — | ~15k | Automated safety check: Notes | MIT | |
| Evals Contextzgsm-ai/costrict | 4.4k | 1 repos | ~1.9k | Automated safety check: Pass | Apache-2.0 | |
| J SpaceTiger3807861189/J-Space-Cognition-Suite | 3k | — | ~3k | Automated safety check: Pass | Apache-2.0 |
Similar skills
Vision Skills
Anionex/agent-vision-toolkit
Local vision CLIs: glance (describe/ask/OCR an image), ground (locate a target, pixel box), detect (element inventory), trace (image to SVG geometry), crop (cut a pixel box to a file), and…
Distilly Person Profile Builder
titanwings/distilly
Distills source material about a colleague, a relationship or a celebrity into reusable Person Profiles that an agent can later work from, in English or Chinese.
Evals Context
zgsm-ai/costrict
Provides context about the CoStrict evals system structure in this monorepo.
J Space
Tiger3807861189/J-Space-Cognition-Suite
Operate a selective workspace for complex reasoning, long tasks, repository engineering, coordinated agents, and authorized security analysis.
Modsearch
liustack/modsearch
Plug-in web search, X (Twitter) search, and page fetch for models without native web access.
Related
Works with
Questions about Agentic Search
What does Agentic Search do?
当用户提问需要联网检索（最新新闻、技术资料、人物事件等）或明确说"搜一下/查一下/帮我找…"时触发。本技能会自动改写 query 并通过 DuckDuckGo 检索，再用 DeepSeek 综合回答，引用来源序号。. Agentic Search is an agent skill from benchen4395/alpha_agentic_search.
How do I install Agentic Search in Claude Code?
Run `npx skills add benchen4395/alpha_agentic_search --skill agentic-search -a claude-code`. Or copy the skill folder (the benchen4395/alpha_agentic_search repository) into .claude/skills/agentic-search in your project. Claude Code loads it when a task matches its description.
How do I install Agentic Search in Codex?
Run `npx skills add benchen4395/alpha_agentic_search --skill agentic-search -a codex`. Or copy the skill folder (the benchen4395/alpha_agentic_search repository) into .agents/skills/agentic-search in your project. Codex loads it when a task matches its description.
Can I use Agentic 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 benchen4395/alpha_agentic_search --skill agentic-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/agentic-search, .gemini/skills/agentic-search, .github/skills/agentic-search and .opencode/skills/agentic-search in your project.
What does Agentic Search need to run?
Going by SKILL.md and its folder, Agentic Search needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.
Does Agentic 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 Agentic 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Agentic Search use?
No licence was found for Agentic Search or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Agentic Search use?
About 140 tokens (SKILL.md is roughly 560 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 Agentic Search?
Skills that share tags, products or a category with Agentic Search: ModLens Image Vision Bridge (liustack/modlens, 4.2k stars), Vision Skills (Anionex/agent-vision-toolkit, 1.2k stars), Distilly Person Profile Builder (titanwings/distilly, 25k stars) and Evals Context (zgsm-ai/costrict, 4.4k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Agentic Search?
benchen4395 (a GitHub user) maintains it in benchen4395/alpha_agentic_search, which has 486 GitHub stars. The repository was last updated on September 15, 2026.
Source: benchen4395/alpha_agentic_search on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.