Borrowing it
Nothing to install: this file belongs to searchstefano/agenticschema. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/searchstefano/agenticschema/main/.agent/skills/agentic-live-search/SKILL.mdgit clone --depth 1 https://github.com/searchstefano/agenticschemaWrote 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/searchstefano/agenticschema/agentic-live-search)<a href="https://agentmods.dev/skills/searchstefano/agenticschema/agentic-live-search"><img src="https://agentmods.dev/badge/skills/searchstefano/agenticschema/agentic-live-search/github.svg" alt="Measured on agentmods" height="20"></a>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.
<a href="https://agentmods.dev/skills/searchstefano/agenticschema/agentic-live-search"><img src="https://agentmods.dev/badge/skills/searchstefano/agenticschema/agentic-live-search.svg" alt="Reviewed on agentmods" width="80" 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 | $0.00134 | $0.01963 |
| Opus 5.5 | $0.00054 | $0.00785 |
| Sonnet 5.5 | $0.00027 | $0.00393 |
| Haiku 4.5 | $0.00013 | $0.00196 |
Grade A, and why
agentic-live-search 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 11d 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.
description: Replaces raw WebFetch, curl, and HTML-to-Markdown scraping with AgenticSchema's Epistemic Live Search engine (Holographic L0/L1/L2 resolution, Dual-Plane Evidence Graph with 4D confidence & inline sigils, Mu How it starts
The opening of the file, as written. The whole thing — 112 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Agentic Live Search (@agenticschema/server)
Never dump raw HTML (143,770 tokens/page mean) or raw Readability/Markdown prose (2,752 tokens/page mean) into your context window when researching the web. Use AgenticSchema to extract verified epistemic evidence at 6.7× to 28× lower token cost (413 tokens at L1, 110 tokens at Submodular budget=120, 99 tokens at L0), with explicit cross-representation consistency, temporal validity, per-facet sufficiency diagnostics, and an Expected Value of Information (EVI) controller.
1. Preferred Mode: Dynamic Live Search MCP Server (--live)
If your host supports MCP servers, register @agenticschema/server in --live mode:
{
"mcpServers": {
"agenticschema-live": {
"command": "npx",
"args": ["-y", "@agenticschema/server", "--live"]
}
}
}
This exposes three dynamic live-search tools that accept arbitrary public http(s) URLs on the fly (with built-in SSRF protection):
fetch_evidence({ url, query?, resolution?, tokenBudget? })- Fetches a single URL and distills it into an epistemic context block.
- Start with
resolution: "L1"(default,413tokens mean) or setquery+tokenBudget: 120(110tokens mean) to activate the Multi-Facet Submodular Query Bottleneck. - Inspect the
⚖️ Epistemic Sufficiencyand🎯 Controllerlines in the output header:ANSWERABLE/STOP_AND_ANSWER→ Every required query facet satisfies $\text{Evidence}(f_i) \ge \tau_i$ (SATISFIED). Answer directly and cite the inline sigils.PARTIAL_ESCALATE+ESCALATE_L2→ One or more facets areNOT_PUBLISHEDin structured markup; re-callfetch_evidenceon the same URL withresolution: "L2".PARTIAL_ESCALATE+QUERY_MACHINE_TWINorFOLLOW_FRONTIER→ Follow the target same-origin JSON twin or high-scent frontier hop (e.g..pdfdatasheet).ABSTAIN→ Explicitly report which facets areNOT_PUBLISHED,NOT_FOUND,CONFLICTED, orUNVERIFIABLEinstead of guessing from parametric memory.
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.
- 11d ago First seen · 112 lines · 134 tokens per session scan A 0d9973179be2
agentic-live-search is a skill published in the GitHub repository searchstefano/agenticschema (5 stars, last pushed 13d ago), licensed MIT. It adds 134 tokens to every session and 1,963 once invoked, about $0.0005 per session on Opus 5.5. 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 2026-10-26.
agentic-live-search compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| agentic-live-searchsearchstefano/agenticschema | Skill | 5 | 13d ago | MIT | A | 134 | Claude Code, Codex |
| evaluate-pattern-adoptionPaulDuvall/ai-development-patterns | Skill | 673 | 4d ago | MIT | A | 68 | Codex |
| lottie-flutterariaramin/flutter-skills | Skill | 8 | 7d ago | MIT | A | 58 | Claude Code, Codex |
| camerawesome-flutterariaramin/flutter-skills | Skill | 8 | 7d ago | MIT | A | 120 | Claude Code, Codex |
| document-scan-flutterariaramin/flutter-skills | Skill | 8 | 7d ago | MIT | A | 53 | Claude Code, Codex |
| figma-to-flutter-expertariaramin/flutter-skills | Skill | 8 | 7d ago | MIT | A | 121 | Claude Code, Codex |
| flutter-motion-engineeringariaramin/flutter-skills | Skill | 8 | 7d ago | MIT | A | 115 | Claude Code, Codex |