Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/pyros-projects/limitless/searxngnpx skills add pyros-projects/limitless --skill searxnggit clone --depth 1 https://github.com/pyros-projects/limitlessWrote 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.
[](https://agentmods.dev/skills/pyros-projects/limitless/searxng)<a href="https://agentmods.dev/skills/pyros-projects/limitless/searxng"><img src="https://agentmods.dev/badge/skills/pyros-projects/limitless/searxng.svg" alt="Measured on agentmods" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00103 | $0.01700 |
| Opus 5 | $0.00051 | $0.00850 |
| Sonnet 5 | $0.00021 | $0.00340 |
| Haiku 4.5 | $0.00010 | $0.00170 |
Grade A, and why
searxng scanned grade A with 1 finding 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 5d 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl -s "http://localhost:8888/search?q=test&format=json" | head -c 200 How it starts
The opening of the file, as written. The whole thing — 182 lines — stays where its author put it; the contents beside it link to each section on GitHub.
SearXNG — Privacy-Respecting Web Search
SearXNG is a self-hosted metasearch engine that aggregates results from 70+ search engines (Google, Bing, DuckDuckGo, etc.) without tracking or profiling. It provides a JSON API that works well for agent research loops.
Usage Posture
When using SearXNG for research:
- Start with a focused query. Narrow beats broad.
"rust async runtime comparison 2026"beats"rust async". - Fetch 5–10 results per query. More than 10 rarely adds signal. Use
jq '.results[:5]'or[:10]. - Use categories to cut noise.
categories=itfor tech,categories=newsfor recency,categories=sciencefor academic sources. - Use
time_rangefor freshness.time_range=weekortime_range=monthwhen recency matters. Omit it for evergreen topics. - Paginate only when the first page is promising but incomplete. Add
pageno=2if you see relevant results but need more. - Handle zero or poor results by reformulating. Try synonyms, drop qualifiers, or switch categories before concluding nothing exists.
- Combine multiple targeted searches over one broad search. Two precise queries (
"SearXNG docker setup"+"SearXNG JSON API") beat one vague query ("SearXNG").
Installation
Docker (recommended)
docker run -d \
--name searxng \
--restart always \
-p 8888:8080 \
searxng/searxng:latest
This runs SearXNG on http://localhost:8888. The --restart always flag ensures it starts on boot.
Docker Compose (alternative)
# docker-compose.yml
services:
searxng:
image: searxng/searxng:latest
container_name: searxng
ports:
- "8888:8080"
restart: always
docker compose up -d
Enable JSON Output
By default, SearXNG may not have JSON format enabled. To enable it:
# Find the settings file inside the container
docker exec searxng cat /etc/searxng/settings.yml | grep -A5 formats
# If json is not listed, override settings:
docker cp searxng:/etc/searxng/settings.yml ./settings.yml
# Edit settings.yml: under 'search:', add 'formats: [html, json, csv, rss]'
docker cp ./settings.yml searxng:/etc/searxng/settings.yml
docker restart searxng
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 5d ago First seen · 182 lines · 103 tokens per session scan A 339cef6be33b
searxng is a skill published in the GitHub repository pyros-projects/limitless (9 stars, last pushed 23d ago), licensed MIT. It adds 103 tokens to every session and 1,700 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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