agenticschema: Skill for Claude Code

.agent/skills/agentic-live-search/SKILL.md

agentic-live-search is a skill for Claude Code, Codex from searchstefano/agenticschema. It costs 134 tokens per session (1,963 once invoked), scanned A, original, MIT.

A web research tool that fetches public pages and returns selected evidence instead of passing an entire page into the agent. It supports focused queries, source comparison, and checks for missing information.

In plain words
What is it for?
Use it to investigate public web pages, gather evidence for specific questions, compare sources, and identify gaps in available information.
Why use it?
It reduces the amount of noisy web content an agent must read and makes research results easier to assess.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: positional $N argument.

This is searchstefano/agenticschema's own configuration. It tells Claude Code and Codex how to work on agenticschema itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything agenticschema configures →

Reuse

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.

Copy the file
curl -O https://raw.githubusercontent.com/searchstefano/agenticschema/main/.agent/skills/agentic-live-search/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/searchstefano/agenticschema

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for agentic-live-search

README.md
[![agentmods](https://agentmods.dev/badge/skills/searchstefano/agenticschema/agentic-live-search/github.svg)](https://agentmods.dev/skills/searchstefano/agenticschema/agentic-live-search)
Your own site
<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.

agentmods 80×15 button for agentic-live-search

Your own site · 80×15
<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>
Per session 134 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,963 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce 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

Measured 11d ago against content hash 0d9973179be2, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

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
.agent/skills/agentic-live-search/SKILL.md · 112 lines

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):

  1. fetch_evidence({ url, query?, resolution?, tokenBudget? })
    • Fetches a single URL and distills it into an epistemic context block.
    • Start with resolution: "L1" (default, 413 tokens mean) or set query + tokenBudget: 120 (110 tokens mean) to activate the Multi-Facet Submodular Query Bottleneck.
    • Inspect the ⚖️ Epistemic Sufficiency and 🎯 Controller lines 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 are NOT_PUBLISHED in structured markup; re-call fetch_evidence on the same URL with resolution: "L2".
      • PARTIAL_ESCALATE + QUERY_MACHINE_TWIN or FOLLOW_FRONTIER → Follow the target same-origin JSON twin or high-scent frontier hop (e.g. .pdf datasheet).
      • ABSTAIN → Explicitly report which facets are NOT_PUBLISHED, NOT_FOUND, CONFLICTED, or UNVERIFIABLE instead of guessing from parametric memory.

Read the full file on GitHub · 112 lines

Changes

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.

  1. 11d ago First seen · 112 lines · 134 tokens per session scan A 0d9973179be2

Subscribe to this mod's changes

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.

Related

agentic-live-search compared with skills from other repositories

agentic-live-search next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
agentic-live-searchsearchstefano/agenticschemaSkill513d agoMITA134Claude Code, Codex
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