v0.1.0 · shipping soon open source claude code harness

pakka.

Is your AI generated code pakka?

Tokens burn money. Bugs burn trust.
Same disease: context waste. Pakka compresses it, gates it, proves it — per PR, per commit hash.

pre-launch ★ star on github → see mechanisms ↓
pipeline · per PR deny-by-default
input raw ctx
⟶
compress skill
⟶
gate hooks
⟶
prove audit
tbd tok in ⟶ tbd tok out Δ pending v0.1.0

install

claude code · plugin copy-paste 
/plugin marketplace add amargautam/pakka-marketplace
/plugin install pakka@pakka-marketplace

requires Claude Code. Apache-2.0.

three numbers

No claim without a benchmark. No benchmark without a commit hash.

  1. 01 · reduction pending v0.1.0

    tbd fewer tokens per merged PR than raw Claude Code.

    pakka
    tbd tok/PR
    baseline
    tbd tok/PR
  2. 02 · recall pending v0.1.0

    Catches tbd/10 seeded bugs. Raw Claude Code catches tbd/10.

    pakka
    tbd/10
    baseline
    tbd/10
  3. 03 · reproducible pending v0.1.0

    make bench runs the full corpus in under tbd min.

    corpus
    30 real PRs · seeded bugs
    runtime
    < tbd min

four mechanisms

01 · gate 01

deterministic gates.

Lint, format, secrets — hooks, not prompts. Fail loud, zero context cost.

runs
pre-tool hook
cost
0 tokens
02 · compress 02

4-vector compression.

Output tokens (3-5× cost) compressed via prompt injection. Tool results truncated. Subagent returns compressed. Input files stripped. All deterministic, zero LLM calls.

vectors
output · input · tools · agents
method
deterministic · no LLM
03 · review 03

adversarial review.

Reviewer + security subagents run in parallel. Confidence ≥ 80 to surface. Noise filtered before you see it.

surfaces
confidence ≥ 80
runs
parallel · isolated
04 · policy 04

reproducible policy.

Deny-by-default permissions. Same config locally and in CI via claude -p.

default
deny
ci
claude -p

every session

status line · live persistent 
pakka [strict] · 1.2k in saved · 3.8k out saved · 2 bugs caught
format mode · compression · gate verdicts local · no dial-home

Persistent status line in Claude Code UI. Local JSONL audit at ~/.pakka/audit/. No dashboards.

open source

shipping soon

Pakka v0.1.0 is being built using Pakka. Five passes. Three claim numbers. No dates promised.

build passes 5 total
progress
▰▰▰▰▱
tbd/5
receipts
3 claim numbers, each with commit hash
RECEIPTS.md
last update
tbd
pending fetch
install · sealed until v0.1.0 not yet released 
$ /plugin install pakka@pakka-marketplace  tbd
$ pakka --version                          tbd

Install and version commands render live once v0.1.0 ships. Until then: sealed.