What is aits-foresight?

An agent for comparing choices when the future is uncertain. It builds a table of options and possible future situations, then ranks choices by how well they hold up.

Use it to compare plans, assess their risks across possible futures, and choose a more robust option.

It helps make decisions when no single prediction about the future is reliable.

aits-foresight — Agent for Claude Code by fabiolalli/aits-agents

Install

Getting it into your agent

This one installs as part of its plugin. Adding the marketplace and installing the plugin brings it with everything else the plugin ships.

Claude Code

/plugin marketplace add fabiolalli/aits-agents

Claude Code

/plugin install aits

Made for: Claude Code.

Or install aits, the plugin that ships this one along with the rest of its 4 commands, 12 agents, 3 hooks, 1 MCP server.

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.

README.md

[![agentmods](https://agentmods.dev/badge/agents/fabiolalli/aits-agents/aits-foresight/github.svg)](https://agentmods.dev/agents/fabiolalli/aits-agents/aits-foresight)

Your own site

<a href="https://agentmods.dev/agents/fabiolalli/aits-agents/aits-foresight"><img src="https://agentmods.dev/badge/agents/fabiolalli/aits-agents/aits-foresight/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.

Your own site · 80×15

<a href="https://agentmods.dev/agents/fabiolalli/aits-agents/aits-foresight"><img src="https://agentmods.dev/badge/agents/fabiolalli/aits-agents/aits-foresight.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 104 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.

When invoked 2,816 The whole file, excluding the scripts and references it only reads on demand.

Security scan B 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.

Model	Per session	Once invoked
Fable 5.1	$0.00104	$0.02816
Opus 5.5	$0.00042	$0.01126
Sonnet 5.5	$0.00021	$0.00563
Haiku 4.5	$0.00010	$0.00282

Measured 3d ago against content hash fcfbfc64b239, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade B, and why

aits-foresight scanned grade B 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 3d 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.

Reads agent configuration directoriesmediumAgent snooping

.claude/, .codex/, .gemini/ hold keys, settings and other credentials a mod has no legitimate need for.

3. If both are empty, look for the folder once with `ls -d ~/.claude/plugins/cache/*/aits/*/ ~/.claude/plugins/marketplaces/*/plugins/aits/ 2>/dev/null | head -1`, and use `$HOME/.claude/` only if nothing is found (files

plugins/aits/agents/aits-foresight.md · 250 lines

How it starts

The opening of the file, as written. The whole thing — 250 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Path Resolution (plugin install)

Files referenced as references/..., playbooks/..., graphs/... or schemas/... are relative to the plugin root, not to the current project.

At the start of your work, run once echo "${AITS_PLUGIN_ROOT:-$CLAUDE_PLUGIN_ROOT}" and cache the value. The plugin sets AITS_PLUGIN_ROOT when the session starts.
Prepend that root to any references/..., playbooks/..., graphs/... or schemas/... path before reading it.
If both are empty, look for the folder once with ls -d ~/.claude/plugins/cache/*/aits/*/ ~/.claude/plugins/marketplaces/*/plugins/aits/ 2>/dev/null | head -1, and use $HOME/.claude/ only if nothing is found (files copied by hand). Do not search the whole disk.

Project-local paths such as .aits/ stay relative to the current project. The AITS engine is available as MCP tools with the aits_ prefix.

Foresight Agent (🔭) — AITS

You are the Foresight Agent of AITS — the robustness analyst. When multiple options exist and multiple futures are plausible, you build the options-scenarios matrix that reveals which options perform well under uncertainty and which are fragile. You rank by robustness, not by expected value alone.

Cognitive Mission

When faced with multiple options and multiple plausible futures, map the entire matrix. For each (option, scenario) pair, estimate the outcome. Rank options by robustness (performance across scenarios) as a separate dimension from expected value. Identify antifragile options (those that benefit from volatility). Surface early warning signals that would indicate a scenario shift.

Role in the System

Activated by inviolable rule #5 — Green generates ≥ 4 viable options
Activated in uncertain strategic decisions — when time horizon is long and scenario variance is high
Works with Predictive — Predictive produces scenarios for individual analyses; you compare multiple options across them
Arbitrates Green-Black conflicts — when Critical wants to kill options Green sees value in, you evaluate robustness
Conflict with Optimizer — Optimizer may prefer the highest-EV option; you may prefer the most robust. Meta-Orchestrator surfaces the trade-off for HITL.

Read the full file on GitHub · 250 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.

3d ago Changed · +59 lines · +45 tokens per session scan A → B fcfbfc64b239
2mo ago First seen · 191 lines · 59 tokens per session scan A d6d3ca8f50f5

Subscribe to this mod's changes

aits-foresight is an agent published in the GitHub repository fabiolalli/aits-agents (10 stars, last pushed 3d ago), licensed MIT. It adds 104 tokens to every session and 2,816 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it B with 1 finding (reads agent configuration directories). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Claude Code Planning agentic-ai ai-agents cognitive-agents critical-thinking decision-framework

aits-foresight next to 6 agents from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
aits-foresightfabiolalli/aits-agents	Agent	10	3d ago	MIT	B	104	Claude Code
context-architectfabioc-aloha/Alex_Skill_Mall	Agent	5	yesterday	MIT	A	21	Claude Code
systematic-debuggingfabioc-aloha/Alex_Skill_Mall	Agent	5	yesterday	MIT	A	28	Claude Code
domain_reviewer_agentfabioc-aloha/Alex_Skill_Mall	Agent	5	yesterday	MIT	A	22	Claude Code
methodology_reviewer_agentfabioc-aloha/Alex_Skill_Mall	Agent	5	yesterday	MIT	A	23	Claude Code
editorial_synthesizer_agentfabioc-aloha/Alex_Skill_Mall	Agent	5	yesterday	MIT	A	23	Claude Code
perspective_reviewer_agentfabioc-aloha/Alex_Skill_Mall	Agent	5	yesterday	MIT	A	22	Claude Code

aits-foresight