MCP Server Builder
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
Free keyless meta-search aggregating 70+ engines. An agent skill from Luciole-Studio/Misaka-Agent.
$ npx skills add Luciole-Studio/Misaka-Agent --skill searxng-search -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Luciole-Studio/Misaka-Agent searxng-search --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/Luciole-Studio/Misaka-Agent.git skills-src && mkdir -p .claude/skills && cp -r skills-src/misaka/core/skills/assets/optional/research/searxng-search .claude/skills/searxng-search && rm -rf skills-srcUse ~/.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/
Install the "searxng-search" agent skill from https://github.com/Luciole-Studio/Misaka-Agent/tree/main/misaka/core/skills/assets/optional/research/searxng-search into .claude/skills/searxng-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "searxng-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.
$skill-installer install https://github.com/Luciole-Studio/Misaka-Agent/tree/main/misaka/core/skills/assets/optional/research/searxng-searchType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add Luciole-Studio/Misaka-Agent --skill searxng-search -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Luciole-Studio/Misaka-Agent searxng-search --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Luciole-Studio/Misaka-Agent.git skills-src && mkdir -p .agents/skills && cp -r skills-src/misaka/core/skills/assets/optional/research/searxng-search .agents/skills/searxng-search && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "searxng-search" agent skill from https://github.com/Luciole-Studio/Misaka-Agent/tree/main/misaka/core/skills/assets/optional/research/searxng-search into .agents/skills/searxng-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "searxng-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 Luciole-Studio/Misaka-Agent --skill searxng-search -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Luciole-Studio/Misaka-Agent searxng-search --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Luciole-Studio/Misaka-Agent.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/misaka/core/skills/assets/optional/research/searxng-search .cursor/skills/searxng-search && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "searxng-search" agent skill from https://github.com/Luciole-Studio/Misaka-Agent/tree/main/misaka/core/skills/assets/optional/research/searxng-search into .cursor/skills/searxng-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "searxng-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.
$ gemini skills install https://github.com/Luciole-Studio/Misaka-Agent.git --path misaka/core/skills/assets/optional/research/searxng-search--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add Luciole-Studio/Misaka-Agent --skill searxng-search -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Luciole-Studio/Misaka-Agent searxng-search --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Luciole-Studio/Misaka-Agent.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/misaka/core/skills/assets/optional/research/searxng-search .gemini/skills/searxng-search && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "searxng-search" agent skill from https://github.com/Luciole-Studio/Misaka-Agent/tree/main/misaka/core/skills/assets/optional/research/searxng-search into .gemini/skills/searxng-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "searxng-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 Luciole-Studio/Misaka-Agent searxng-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 Luciole-Studio/Misaka-Agent --skill searxng-search -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Luciole-Studio/Misaka-Agent.git skills-src && mkdir -p .github/skills && cp -r skills-src/misaka/core/skills/assets/optional/research/searxng-search .github/skills/searxng-search && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "searxng-search" agent skill from https://github.com/Luciole-Studio/Misaka-Agent/tree/main/misaka/core/skills/assets/optional/research/searxng-search into .github/skills/searxng-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "searxng-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 Luciole-Studio/Misaka-Agent --skill searxng-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 Luciole-Studio/Misaka-Agent searxng-search --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Luciole-Studio/Misaka-Agent.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/misaka/core/skills/assets/optional/research/searxng-search .opencode/skills/searxng-search && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "searxng-search" agent skill from https://github.com/Luciole-Studio/Misaka-Agent/tree/main/misaka/core/skills/assets/optional/research/searxng-search into .opencode/skills/searxng-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "searxng-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.
searxng-searchFree keyless meta-search aggregating 70+ engines. An agent skill from Luciole-Studio/Misaka-Agent.
Searxng Search is an agent skill from Luciole-Studio/Misaka-Agent. Free keyless meta-search aggregating 70+ engines.
Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/searxng.sh`).
It works with Python. The repository describes itself as: A multi-agent research system for the humanities and social sciences. The licence is MIT.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 3bcf7a3. It shows what the files ask for, not the result of running them.
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.
Ships 1 file in scripts/ (Shell), which the agent can run.
Shell commands in SKILL.md call:
curlpython3dockerpipFrom the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
searxng.orgFrom URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
FIRECRAWL_API_KEYFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Searxng Search loads about 1.7k tokens when it runs. Until then it costs about 16 tokens; SKILL.md has 567 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.
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.
The full file from Luciole-Studio/Misaka-Agent at commit 3bcf7a3, republished under its MIT licence (© Luciole-Studio). 567 words, ~1,685 tokens.
.claude/skills/searxng-search/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Free meta-search using SearXNG — a privacy-respecting, self-hosted search aggregator that queries 70+ search engines simultaneously.
No API key required when using a public instance. Can also be self-hosted for full control. Automatically appears as a fallback when the main web search toolset (FIRECRAWL_API_KEY) is not configured.
SearXNG requires a SEARXNG_URL environment variable pointing to your SearXNG instance:
# Public instances (no setup required)
SEARXNG_URL=https://searxng.example.com
# Self-hosted SearXNG
SEARXNG_URL=http://localhost:8888If no instance is configured, this skill is unavailable and the agent falls back to other search options.
Check what is actually available before choosing an approach:
# Check if SEARXNG_URL is set and the instance is reachable
curl -s --max-time 5 "${SEARXNG_URL}/search?q=test&format=json" | head -c 200Decision tree:
SEARXNG_URL is set and the instance responds, use SearXNGSEARXNG_URL is unset or unreachable, fall back to other available search toolsUse curl via terminal to call the SearXNG JSON API. This avoids assuming any particular Python package is installed.
# Text search (JSON output)
curl -s --max-time 10 \
"${SEARXNG_URL}/search?q=python+async+programming&format=json&engines=google,bing&limit=10"
# With Safesearch off
curl -s --max-time 10 \
"${SEARXNG_URL}/search?q=example&format=json&safesearch=0"
# Specific categories (general, news, science, etc.)
curl -s --max-time 10 \
"${SEARXNG_URL}/search?q=AI+news&format=json&categories=news"| Flag | Description | Example |
|---|---|---|
q | Query string (URL-encoded) | q=python+async |
format | Output format: json, csv, rss | format=json |
engines | Comma-separated engine names | engines=google,bing,ddg |
limit | Max results per engine (default 10) | limit=5 |
categories | Filter by category | categories=news,science |
safesearch | 0=none, 1=moderate, 2=strict | safesearch=0 |
time_range | Filter: day, week, month, year | time_range=week |
# Extract titles and URLs from JSON
curl -s --max-time 10 "${SEARXNG_URL}/search?q=fastapi&format=json&limit=5" \
| python3 -c "
import json, sys
data = json.load(sys.stdin)
for r in data.get('results', []):
print(r.get('title',''))
print(r.get('url',''))
print(r.get('content','')[:200])
print()
"Returns per result: title, url, content (snippet), engine, parsed_url, img_src, thumbnail, author, published_date
requestsUse the SearXNG REST API directly from Python with the requests library:
import os, requests, urllib.parse
base_url = os.environ.get("SEARXNG_URL", "")
if not base_url:
raise RuntimeError("SEARXNG_URL is not set")
query = "fastapi deployment guide"
params = {
"q": query,
"format": "json",
"limit": 5,
"engines": "google,bing",
}
resp = requests.get(f"{base_url}/search", params=params, timeout=10)
resp.raise_for_status()
data = resp.json()
for r in data.get("results", []):
print(r["title"])
print(r["url"])
print(r.get("content", "")[:200])
print()To run your own SearXNG instance:
# Using Docker
docker run -d -p 8888:8080 \
-v $(pwd)/searxng:/etc/searxng \
searxng/searxng:latest
# Then set
SEARXNG_URL=http://localhost:8888Or install via pip:
pip install searxng
# Edit /etc/searxng/settings.yml
searxng-runPublic SearXNG instances are available at:
https://searxng.example.com (replace with any public instance)SearXNG returns titles, URLs, and snippets — not full page content. To get full page content, search first and then extract the most relevant URL with web_extract, browser tools, or curl.
# Search for relevant pages
curl -s "${SEARXNG_URL}/search?q=fastapi+deployment&format=json&limit=3"
# Output: list of results with titles and URLs
# Then extract the best URL with web_extractSEARXNG_URL is set and the instance is reachable.web_extract, browser tools, or curl for full articles.| Problem | Likely Cause | What To Do |
|---|---|---|
SEARXNG_URL not set | No instance configured | Use a public SearXNG instance or set up your own |
| Connection refused | Instance not running or wrong URL | Check the URL is correct and the instance is running |
| Empty results | Instance blocks the query | Try a different instance or self-host |
| Slow responses | Public instance under load | Self-host or use a less-loaded public instance |
json format not supported | Old SearXNG version | Try format=rss or upgrade SearXNG |
SEARXNG_URL: Without it, the skill cannot function.urllib.parse.quote() in Python.format=json: The default format may not be machine-readable. Always request JSON explicitly.--max-time or timeout= to avoid hanging on unreachable instances.If SEARXNG_URL is not set and the user asks about SearXNG, help them either:
Public instances are listed at: https://searxng.org/
© Luciole-Studio, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file (scripts) in misaka/core/skills/assets/optional/research/searxng-search of Luciole-Studio/Misaka-Agent.
Open the folder on GitHubat commit 3bcf7a3
We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 2 other GitHub owners. This page covers the copy in Luciole-Studio/Misaka-Agent, which our catalogue first saw on October 7, 2026.
Searxng 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 |
|---|---|---|---|---|---|---|
| Searxng Search this skillLuciole-Studio/Misaka-Agent | 171 | 2 repos | ~1.7k | Automated safety check: Pass | MIT | |
| MCP Server Builderanthropics/skills | 180k | 63 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| PDF Processinganthropics/skills | 180k | 47 repos | ~2k | Automated safety check: Pass | Proprietary | |
| NotebookLM Research AssistantPleasePrompto/notebooklm-skill | 7.8k | 14 repos | ~2.4k | Automated safety check: Notes | MIT | |
| Manim Video Productionbrowser-use/video-use | 29k | 6 repos | ~3k | Automated safety check: Pass | MIT | |
| PPT Masterhugohe3/ppt-master | 59k | 1 repos | ~2.5k | Automated safety check: Pass | MIT |
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
anthropics/skills
Handles everyday PDF jobs in Python and on the command line: extract text and tables, merge, split, rotate, watermark, fill forms, encrypt and OCR.
PleasePrompto/notebooklm-skill
Lets Claude Code ask questions of your Google NotebookLM notebooks through browser automation and return answers grounded in your uploaded sources.
browser-use/video-use
Produces math and technical explainer videos with Manim Community Edition: concept animations, equation derivations, algorithm walkthroughs and data stories.
hugohe3/ppt-master
Generates editable PowerPoint decks, rebuilds slides from images, fills .pptx templates and polishes existing presentations through routed workflows.
zLanqing/codex-claude-academic-skills
Machine learning in Python with scikit-learn. An agent skill from zLanqing/codex-claude-academic-skills.
Luciole-Studio/Misaka-Agent
Plan and run multi-agent video production pipelines. An agent skill from Luciole-Studio/Misaka-Agent.
Luciole-Studio/Misaka-Agent
AST-aware structural code search and rewrite via ast-grep. An agent skill from Luciole-Studio/Misaka-Agent.
Luciole-Studio/Misaka-Agent
Drug discovery: ChEMBL search, drug-likeness, interactions. An agent skill from Luciole-Studio/Misaka-Agent.
Luciole-Studio/Misaka-Agent
Workout planning, macros, and body metrics via wger/USDA. An agent skill from Luciole-Studio/Misaka-Agent.
Luciole-Studio/Misaka-Agent
Render MP4/WebM videos from HTML compositions. An agent skill from Luciole-Studio/Misaka-Agent.
Luciole-Studio/Misaka-Agent
Follow the money via public records and sanctions data. An agent skill from Luciole-Studio/Misaka-Agent.
Works with
Free keyless meta-search aggregating 70+ engines. An agent skill from Luciole-Studio/Misaka-Agent. Searxng Search is an agent skill from Luciole-Studio/Misaka-Agent. Free keyless meta-search aggregating 70+ engines.
Run `npx skills add Luciole-Studio/Misaka-Agent --skill searxng-search -a claude-code`. Or copy the skill folder (misaka/core/skills/assets/optional/research/searxng-search in Luciole-Studio/Misaka-Agent) into .claude/skills/searxng-search in your project. Claude Code loads it when a task matches its description.
Run `npx skills add Luciole-Studio/Misaka-Agent --skill searxng-search -a codex`. Or copy the skill folder (misaka/core/skills/assets/optional/research/searxng-search in Luciole-Studio/Misaka-Agent) into .agents/skills/searxng-search in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Luciole-Studio/Misaka-Agent --skill searxng-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/searxng-search, .gemini/skills/searxng-search, .github/skills/searxng-search and .opencode/skills/searxng-search in your project.
Going by SKILL.md and its folder, Searxng Search needs a shell for the scripts in its folder, the command-line tools its instructions call (curl, python3, docker and pip) and credentials named FIRECRAWL_API_KEY. Our summary lists: Python 3; A Bash shell; Docker; A credential in FIRECRAWL_API_KEY.
SKILL.md names 1 domain. As links in the text: searxng.org. This is read from the text; nothing was executed.
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.
Searxng Search is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.7k tokens (SKILL.md is roughly 6.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Searxng Search: MCP Server Builder (anthropics/skills, 180k stars), PDF Processing (anthropics/skills, 180k stars), NotebookLM Research Assistant (PleasePrompto/notebooklm-skill, 7.8k stars) and Manim Video Production (browser-use/video-use, 29k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Luciole-Studio (a GitHub organization) maintains it in Luciole-Studio/Misaka-Agent, which has 171 GitHub stars. The repository holds 77 skills in this directory. The repository was last updated on October 8, 2026.
Source: Luciole-Studio/Misaka-Agent on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.