pakunoda

Extract Volatility 3 ISF profiles from raw Linux memory dumps via BTF and kallsyms.

Volatility 3 needs a symbol profile (ISF JSON) that matches the exact kernel of the machine you captured. Normally you build one with dwarf2json from a vmlinux with debug symbols, which means tracking down the matching kernel debug package — often impossible for an unknown or long-decommissioned host. pakunoda skips that step entirely: it reads the metadata the kernel embeds about itself in its own .rodata (BTF type information, the kallsyms symbol table, and the linux_banner string) out of the raw dump and reconstructs the ISF profile directly. No vmlinux, no debug packages, no matching kernel, no network access.

Installation

Requires Python 3.10 or later.

git clone https://github.com/monkeywave/pakunoda.git
cd pakunoda
pip install -e .

To run the test suite, install the development extras instead:

pip install -e ".[dev]"
pytest

Usage

Generate a profile from a dump. With no -o, the profile is written next to the dump as <dumpname>_profile.isf.json:

pakunoda extract my-webserver-new.lime

Point -o at a directory (existing, or with a trailing slash to have it created) to write the default filename inside it:

pakunoda extract my-webserver-new.lime -o ~/cases/webserver/

Or name the output file exactly:

pakunoda extract my-webserver-new.lime -o webserver.isf.json

Other commands:

• pakunoda probe <dump> — report which artifacts (banner, DTB, BTF, kallsyms) were found and where, without generating a profile.
• pakunoda info <isf.json> — summarise an ISF file: type and symbol counts, the kernel banner, and whether key structs are present.
• pakunoda validate <isf.json> — check an ISF file against the Volatility 3 schema. --strict also fails on warnings.

Common flags: --arch selects the target architecture (default auto), -v enables verbose logging, -q suppresses everything but errors, and --json switches to machine-readable output for scripting.

Example

$ pakunoda extract my-webserver-new.lime
pakunoda v0.5.0 — Volatility 3 ISF extractor
Dump: my-webserver-new.lime
Arch: auto

Detected arch: x86_64
ISF generated: /home/analyst/cases/my-webserver-new_profile.isf.json
  Types: 12043  Symbols: 8587  Enums: 743  Base types: 12
  Kernel: 6.12.48+deb13-amd64
  Time: 23.71s

Ready to use with Volatility 3:
  vol -f my-webserver-new.lime -s /home/analyst/cases linux.pslist
  vol -f my-webserver-new.lime -s /home/analyst/cases linux.lsmod

If Vol3 shows errors or empty results, clear its symbol cache:
  rm -f ~/.cache/volatility3/identifier.cache
Also ensure no other ISF files with the same kernel exist under the -s directory.

Using the result with Volatility 3

Pass the directory holding the generated ISF file to Volatility 3 as its symbol directory:

vol -f my-webserver-new.lime -s /home/analyst/cases linux.pslist

Volatility 3 caches which ISF file matches which kernel banner. If it reports errors or returns empty results after you generate a new profile, clear that cache:

rm -f ~/.cache/volatility3/identifier.cache

Also make sure no other ISF file for the same kernel sits under the -s directory, or Volatility 3 may pick the wrong one.

What it needs from the dump

BTF and kallsyms both live in the kernel's .rodata section, so a dump that captured kernel memory normally contains everything pakunoda needs. BTF is present on kernels built with CONFIG_DEBUG_INFO_BTF, which covers mainstream distribution kernels from roughly 5.2 onwards. When BTF is absent — older kernels, or a custom build without it — pakunoda falls back to identifying the kernel by structure detection and selecting a donor profile whose layout matches what the dump actually contains.

That donor comes from a local cache of prebuilt ISFs under ~/.cache/pakunoda/, which is optional and only consulted on the no-BTF path. If you work with pre-BTF kernels (CentOS 7, Debian 9, older custom builds) and want to build one, see docs/PROFILE_CACHE.md — it covers what the cache buys you, how donor selection is graded and recorded in the output, and the exact steps to build a cache of your own. For modern kernels you can ignore it entirely.

Supported architectures are x86-64 and ARM64. Dumps in raw, LiME, and ELF core formats are read directly.

Note on --research

--research enables prototype research algorithms (structural analysis, profile HMMs, constellation-based reconstruction) that are part of the ongoing research behind the tool. They are off by default and are not needed for normal extraction — the default path is the one you want. Use pakunoda extract <dump> --research-list to see what is available.

Further reading

For reproducing the results in the accompanying paper, see README_ARTIFACT.md.

Licence

Apache-2.0.