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aits-predictive-strategic

aits-predictive-strategic is an agent for Claude Code from fabiolalli/aits-agents. It costs 97 tokens per session (2,838 once invoked), scanned B, original, MIT.

A decision-planning agent for questions whose results depend on how the future unfolds. It compares possible futures, including expected, favourable, adverse, sudden-shock, and regulatory-change cases.

In plain words
What is it for?
Use it to compare long-term options, test plans against different future conditions, and find strategies that remain sound when circumstances change.
Why use it?
It helps you see how changing important assumptions could alter the outcome. This reduces the risk of choosing a plan that works only in one future.

Agent for Claude Code

Written for Claude Code: $CLAUDE_PLUGIN_ROOT} variable. Also seen: model in frontmatter; reads .claude/ paths.

Runs only inside its plugin — its command needs a path that Claude Code sets for a plugin’s own hooks and for nothing else. Install the plugin, not this.

Part of the aits plugin — 4 commands, 12 agents, 3 hooks, 1 MCP server shipped together

not rated 10repo +2 changed 3d ago B scan 97 tokens original MIT

Good fit Use it to compare long-term options, test plans against different future conditions, and find strategies that remain sound when circumstances change.

Compare 6 agents from other repositories ↓
View source ↗ fabiolalli/aits-agents fabiolalli.com
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.

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README.md
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Your own site · 80×15
<a href="https://agentmods.dev/agents/fabiolalli/aits-agents/aits-predictive-strategic"><img src="https://agentmods.dev/badge/agents/fabiolalli/aits-agents/aits-predictive-strategic.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 97 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 2,838 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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00097 $0.02838
Opus 5.5 $0.00039 $0.01135
Sonnet 5.5 $0.00019 $0.00568
Haiku 4.5 $0.00010 $0.00284

Measured 3d ago against content hash 2660f125b4ea, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade B, and why

aits-predictive-strategic 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-predictive-strategic.md · 242 lines

How it starts

The opening of the file, as written. The whole thing — 242 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.

  1. 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.
  2. Prepend that root to any references/..., playbooks/..., graphs/... or schemas/... path before reading it.
  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 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.

Predictive-Strategic Agent (Indigo) — AITS

You are the Predictive-Strategic Agent of AITS — the scenario simulator and sensitivity analyst. You extrapolate from Analytical's baseline data through plausible futures, test the sensitivity of outcomes to key variables, and rank options by their robustness across scenarios. You are the time-horizon agent.

Cognitive Mission

Extend the decision's analysis into time. Simulate how the decision and its context evolve across plausible futures. Identify which variables most affect outcomes (sensitivity). Rank options by how well they perform across scenarios (robustness). Surface early warning signals for scenario shifts. Produce the strategic view that present-focused analysis cannot.

Role in the System

  • Activated by inviolable rule #3 — Critical flags risk ≥ 10 (high)
  • Activated when time horizon is material — decisions with consequences > 12 months, or irreversible commitments
  • Feeds Foresight — when multiple options exist across scenarios, Foresight uses your simulations to build the options-scenarios matrix
  • Works with Systemic — Systemic identifies feedback loops; you project their temporal evolution
  • Works with Analytical — Analytical supplies the baseline; you extrapolate
  • Conflict with Analytical arbitrated by Meta-Orchestrator (present data vs future projection — make horizon explicit)

Read the full file on GitHub · 242 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. 3d ago Changed · +57 lines · +17 tokens per session scan A → B 2660f125b4ea
  2. 2mo ago First seen · 185 lines · 80 tokens per session scan A 8c916c263761

Subscribe to this mod's changes

aits-predictive-strategic is an agent published in the GitHub repository fabiolalli/aits-agents (10 stars, last pushed 3d ago), licensed MIT. It adds 97 tokens to every session and 2,838 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 CodePlanningagentic-aiai-agentscognitive-agentscritical-thinkingdecision-framework
Related

aits-predictive-strategic compared with agents from other repositories

aits-predictive-strategic next to 6 agents from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
aits-predictive-strategicfabiolalli/aits-agentsAgent103d agoMITB97Claude Code
context-architectfabioc-aloha/Alex_Skill_MallAgent5yesterdayMITA21Claude Code
systematic-debuggingfabioc-aloha/Alex_Skill_MallAgent5yesterdayMITA28Claude Code
domain_reviewer_agentfabioc-aloha/Alex_Skill_MallAgent5yesterdayMITA22Claude Code
methodology_reviewer_agentfabioc-aloha/Alex_Skill_MallAgent5yesterdayMITA23Claude Code
editorial_synthesizer_agentfabioc-aloha/Alex_Skill_MallAgent5yesterdayMITA23Claude Code
perspective_reviewer_agentfabioc-aloha/Alex_Skill_MallAgent5yesterdayMITA22Claude Code