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Abstract Trace Summarizer

A static-analysis skill that uses abstract interpretation to summarize execution paths, variable ranges, and loop invariants without running the code.

Dev & CodingAdvanced24523AI score 8/10Last updated: Aug 21, 2026

What it does

  • Runs abstract interpretation to over-approximate possible runtime states without executing the program.
  • Helps pick the right abstract domain: intervals, signs, nullness, parity, constants, types, octagons, polyhedra.
  • Builds a CFG view of branches, loops, calls, and exception flow, then computes fixpoints via join, meet, widening, and narrowing.
  • Infers loop invariants, iteration bounds, and function summaries (preconditions, postconditions, side effects, frame conditions).
  • Emits a fixed Markdown report: execution paths, variable relationships, safety properties (bounds, null, type, overflow), and recommendations.

Who it's for

  • Developers who must understand a legacy function's real behavior before refactoring.
  • Engineers working on static analysis, formal verification, or compiler optimization.
  • Reviewers of safety-critical code (C/C++ pointers, Java/C# null handling).
  • Educators and students learning lattices, widening, and invariant inference.

Examples

  1. "Prove the arr[i] accesses in this loop stay in bounds" → derives invariant 0 ≤ i < L and reports all accesses safe.
  2. "Is a null dereference reachable in this Java method?" → tracks the nullness domain per branch and reports safe/unsafe paths.
  3. "Summarize this function's pre/postconditions and side effects for docs" → produces a spec-style function summary section.

· · · 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-trace-summarizer/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-trace-summarizer folder from the GitHub repo ArabelaTso/Skills-4-SE into my ~/.claude/skills/abstract-trace-summarizer/.
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-trace-summarizer ~/.claude/skills/

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

  1. Open a terminal.
  2. Clone the repo: git clone https://github.com/ArabelaTso/Skills-4-SE.git
  3. Create the skills folder: mkdir -p ~/.claude/skills
  4. Copy the skill: cp -r Skills-4-SE/skills/abstract-trace-summarizer ~/.claude/skills/
  5. Verify that ~/.claude/skills/abstract-trace-summarizer/ contains SKILL.md plus the references/ folder (those reference docs improve analysis quality).
  6. Restart Claude Code and try: "Use abstract interpretation to summarize the loop invariants and variable ranges of this function."
View source on GitHubLicense: Apache-2.0