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PromptCapsule

Pass the prompt, not the payload. Lossless prompt capsules for agent-to-agent handoff: inline when small, vault-backed when large, fail-closed integrity by default.

pip install promptcapsule            # core: zero dependencies
pip install "promptcapsule[vault]"   # adds S3 and GitHub Gist backends

Python 3.8–3.13 · MIT · 130+ tests on Linux, macOS and Windows · Changelog

What it does

A capsule is a short string one agent hands to another. The receiver gets the exact original prompt back, or an exception — never silently corrupted text.

Mode When Format What travels
Inline ≤ 500 bytes (UTF-8) cap_i_<checksum8>_<zlib+base85> The whole prompt, self-contained
Vault > 500 bytes cap_v_<checksum8>_<key> A random key; the prompt stays in a shared backend

Inline capsules are about packaging, not shrinking: very short prompts get longer (a 42-byte prompt becomes a 78-character capsule). The size win is vault mode, where a 2,480-byte prompt becomes a 41-character capsule.

Quick start

from promptcapsule import PromptCapsule, IntegrityError
from promptcapsule.backends import SQLiteBackend

pc = PromptCapsule()

capsule = pc.compress("You are a helpful Python coding assistant.")
# cap_i_45b72418_c-o81FI7k^N>xZy$Vkm8NGr`z2&gQ{$j?(q&QHnAOIJuNF3v12Nz5zJ0{}*34}|

vault = SQLiteBackend("prompts.db")
long_prompt = "You are a senior software architect reviewing a pull request. " * 40
long_capsule = pc.compress(long_prompt, vault_backend=vault)
# cap_v_66152d9b_sql_JME_tuuntLjuEVRztHpH4A  (the key part is random)

try:
    text = pc.decompress(long_capsule, vault_backend=vault).text
except IntegrityError:
    ...  # tampered or corrupted: do not use

decompress is strict by default: a checksum mismatch raises IntegrityError.

Signed capsules (authenticity)

The 8-hex checksum detects corruption, but anyone can compute it. To know a capsule came from someone holding a shared secret, sign it with HMAC-SHA256:

from promptcapsule import SignatureError

capsule = pc.compress("Summarise the Q3 report", sign="shared-secret")

try:
    text = pc.decompress(capsule, verify_signature="shared-secret").text
except SignatureError:
    ...  # wrong key, tampered, or unsigned capsule: do not use
  • Receivers must pass the key. When verify_signature is a key (or True), unsigned capsules — including ones with the _sig_… suffix stripped — are rejected before anything is decompressed or fetched from a vault. With the default verify_signature=None, unsigned capsules are accepted.
  • sign=True / verify_signature=True read the key from PROMPT_CAPSULE_HMAC_KEY. Empty keys are rejected.
  • The signature is a 128-bit truncated HMAC-SHA256 over the prompt text, compared in constant time.
  • Signing proves who created the prompt, not when: a valid capsule can be replayed.

Command line

echo "You are a helpful assistant" | promptcapsule pack --file -
promptcapsule pack --file long_prompt.txt --vault prompts.db
promptcapsule unpack --file capsule.txt --vault prompts.db
promptcapsule verify --file capsule.txt           # check without printing the prompt
promptcapsule inspect --file capsule.txt --json   # mode, checksum, signed?

export PROMPT_CAPSULE_HMAC_KEY=...                 # or use --key-file PATH
promptcapsule pack --file prompt.txt --sign
promptcapsule unpack --file capsule.txt --require-signature

Keys are never accepted as command-line arguments, so they stay out of shell history and process listings.

Backends

Backend Import Notes
In-memory InMemoryBackend() Tests and prototypes
SQLite SQLiteBackend("prompts.db") Local file, no dependencies
GitHub Gist GitHubGistBackend(token=...) Private gists; retrieval requires the gist to belong to the token's user
AWS S3 S3Backend(bucket=..., region=...) Keys confined to the configured prefix

All live in promptcapsule.backends. Both agents must reach the same backend. Vault keys are random (secrets.token_urlsafe), and the capsule checksum is bound to the stored content, so swapping keys between capsules fails verification.

Custom backend: subclass promptcapsule.core.VaultBackend and implement store(text, checksum) -> key, retrieve(key), and retrieve_with_checksum(key) -> (text, checksum).

Limits

Limit Value
Inline threshold 500 bytes
Max prompt / capsule / decompressed size 10 MiB each (blocks zip bombs)
Checksum in capsule First 8 hex chars of SHA-256

Oversized input raises SizeLimitError.

Errors

All exceptions derive from PromptCapsuleError:

Exception Raised when
IntegrityError Checksum mismatch, bad checksum prefix, vault content mismatch
SignatureError Wrong key, tampered or missing signature (subclass of IntegrityError)
FormatError Malformed capsule, trailing or truncated zlib data
SizeLimitError Input or output over 10 MiB
VaultError Vault capsule without a backend, or backend failure

IntegrityError, FormatError and SizeLimitError also subclass ValueError.

Security model

Provides: exact reconstruction; tamper and corruption detection; optional authenticity with a shared secret; bounded decompression.

Does not provide:

  • Encryption. Anyone holding an inline capsule, or with access to the vault, can read the prompt.
  • Identity or access control. Protect your vault with its own ACLs (IAM, private gists, file permissions).
  • Replay protection. Add your own nonce or expiry if you need it.

See TRUST.md for the full threat model.

How it compares

Tool Approach Trade-off
LLMLingua Lossy semantic compression Smaller prompts, but not exact
LangChain Hub Hosted prompt registry Tied to the LangChain ecosystem
zlib directly General compression No integrity, no vault, no signing
PromptCapsule Lossless capsule + pluggable vault Needs a shared backend for long prompts

Development

pip install -e ".[dev]"
pytest

See CONTRIBUTING.md. Report security issues privately via GitHub Security Advisories or data.pycap@gmail.com.

License

MIT — see LICENSE.

Release files for promptcapsule 0.2.1

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for promptcapsule 0.2.1
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promptcapsule-0.2.1.tar.gz 31.7 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for promptcapsule 0.2.1
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promptcapsule-0.2.1-py3-none-any.whl Python 3 none any Details

Total release size: 49.9 kB

Release files / promptcapsule-0.2.1.tar.gz

Download URL promptcapsule-0.2.1.tar.gz
Size 31.7 kB
Tags Source
SHA-256 checksum
How to use checksums
a47cfb7b3e256e263c116048b41739cea7d96b6b19c04244051ee8ce134c45e1
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Download URL promptcapsule-0.2.1-py3-none-any.whl
Size 18.1 kB
Tags Python 3
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How to use checksums
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Uploaded via twine/6.2.0 CPython/3.9.6

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