https://rapidriverskunk.works

# Hash It Out (HIO)

yes, this started as:

“lemme just decode this one thing real quick”

and turned into this.

this was not vibe coded or whatever. claude was used, chat gpt was used, human brains were used, people and machines were orchestrated and directed to make a vision come to life completely and properly.

-spex-thementor-aven

if you've ever seen:

4WZr9mci1CdzVnc01Saml2dtQ3clV3Z

and immediately knew:

• this is layered
• this is cursed
• i am not opening cyberchef again

this is for you.

---

what it is

Hash It Out is a single-file, self-installing CLI that:

• decodes obvious stuff instantly
• brute-forces the annoying stuff automatically
• recursively peels layered encodings
• carves files from raw blobs
• ranks results so you can focus
• explains why a candidate looks strong

built for:

• CTF players
• OSINT analysts
• DFIR teams
• anyone tired of manual transforms

---

quick start

hashitout "SGVsbG8gd29ybGQ="
hashitout "uryyb"
hashitout -f weird.bin
hashitout --shell

---

recommended modes

--fast

quick sanity pass, no expensive stuff.

--standard

default and balanced.

--ctf

aggressive layered decoding: xor, classical, reverse, chaining.

--deep-mode

slower, deeper, more brute.

--forensics

file carving, embedded data detection, binary artifact analysis.

---

why this stands out

1) scoring that actually helps

results are ranked by:

• readability
• entropy
• known patterns
• flag format matches
• structural sanity

2) chain tracking

you get the decoding path, not just output.

base64 -> xor(0x23) -> reverse -> rot13

3) explain mode

--explain

tells you why a result scored high.

4) RRSW signal system

• RRSW-SIGMA → likely solve
• RRSW-TRACK → strong lead
• RRSW-TRACE → maybe
• RRSW-NOISE → ignore

your brain doesn’t have to triage everything.

5) interactive shell

hashitout --shell

commands:

top 10
show 1
chain 1
use 1
save 1

walk the problem interactively instead of re-running guesses.

---

examples

hashitout "68656c6c6f"
hashitout "uryyb" --decode-basic
hashitout -f suspect.png --forensics
hashitout "..." --ctf --explain

---

install

python hashitout.py --install

installs to /usr/local/bin/hashitout so you can run:

hashitout "input"

---

important

only run this on:

• data you own
• challenges you're allowed to solve
• systems you're authorized to analyze

don’t be weird.

---

final note

this exists because:

• repeating transforms sucks
• losing the chain sucks
• second guessing results sucks

this fixes that.

if it helps, good. if you break it, even better.

tell me.

future improvements incoming. collaboration welcome.

---

spex / RRSW