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Abstract Domain Explorer

Applies abstract interpretation with interval, sign, congruence, octagon, and polyhedra domains to infer variable ranges and loop invariants without running the code.

Dev & CodingAdvanced14214AI score 9/10Last updated: Feb 22, 2026

What it does

Guides Claude through abstract interpretation to statically infer value ranges, variable relationships, and loop invariants.

  • Domain selection guide: precision/cost trade-off table for Sign, Interval, Congruence, Octagon, Polyhedra, and Reduced Product domains.
  • Six-step workflow: pick a domain → initialize the abstract state → apply transfer functions (assignment, assume, join) → widen (∇) at loop headers for termination → narrow (△) to regain precision → extract invariants.
  • Safety checks: flags possible division by zero and array out-of-bounds accesses from the inferred abstractions.
  • Soundness rules: MUST/MUST NOT list forbids reporting approximations as exact values and requires stating what the chosen domain cannot express (e.g., octagons cannot represent y = 2x).

Who it's for

  • Students and researchers in static analysis, formal verification, or compiler optimization.
  • Engineers who need rigorous reasoning about variable ranges and loop invariants during review.
  • Anyone working through textbook fixpoint computations step by step.

Example uses

  1. For int x=0; while(x<10){x++; y--;}, the interval domain yields x ∈ [0,9] inside the loop and x=10, y=90 on exit, while noting intervals miss x+y=100.
  2. For y = x*x; z = 100/y;, the sign domain derives y ≥ 0 and reports a potential division by zero at x = 0.
  3. For nested loops, the octagon domain extracts the relational invariant j ≤ i, and the skill explains when to escalate to polyhedra for relations like z = 3x.

· · · Install guide · · ·

Try it now, no install

Paste this into Claude to use the skill without installing anything.

Read the instructions in this file and follow them to help me:
https://raw.githubusercontent.com/ArabelaTso/Skills-4-SE/HEAD/skills/abstract-domain-explorer/SKILL.md

What I want: (describe your task here)

If Claude can't open the link, open it yourself and paste the contents instead.

If it works for you, download the ZIP below and install it. Then it runs on its own — no pasting each time.

Install in the Claude app (no terminal)
  1. Download the ZIP with the button below.
  2. In Claude, open Settings → Capabilities and turn on 'Code execution and file creation'. (one time)
  3. Go to Customize → Skills → + → 'Upload a skill' and upload the ZIP.
Download ZIP
Install in Claude Code

Let Claude do it — paste this into Claude Code

Install the skill I found on Claude Skill Mart.
Copy the skills/abstract-domain-explorer folder from the GitHub repo ArabelaTso/Skills-4-SE into my ~/.claude/skills/abstract-domain-explorer/.
When it's done, tell me in one line what this skill can do.

Install with a command instead

git clone https://github.com/ArabelaTso/Skills-4-SE.git && mkdir -p ~/.claude/skills && cp -r Skills-4-SE/skills/abstract-domain-explorer ~/.claude/skills/

This is a third-party skill. Check the source repository before installing.

  1. Open a terminal.
  2. Clone the repository: git clone https://github.com/ArabelaTso/Skills-4-SE.git
  3. Create the skills folder if needed: mkdir -p ~/.claude/skills
  4. Copy the skill: cp -r Skills-4-SE/skills/abstract-domain-explorer ~/.claude/skills/
  5. Confirm the bundled references/abstract_domains.md came along.
  6. Restart Claude Code and try a prompt like "Infer this loop's invariant using abstract interpretation" to trigger the skill.
View source on GitHubLicense: Apache-2.0