Skip to main content

Content-addressed execution store for AI agents — git semantics for agent tool calls.

Project description

vek

Content-addressed execution store for AI agents — git semantics for agent tool calls.

CI

Vek is a minimal execution history layer for AI agents. Every tool call's input and output is stored as an immutable, content-addressed blob, forming a traceable, forkable, branchable execution DAG. Framework-agnostic — plug in with a single function call.

Philosophy

Manage agent execution history like git manages code. Git doesn't care what language you write in. Vek doesn't care what framework your agent runs on.

Install

pip install vek

Quick Start

import vek

vek.init()

# record a single tool call
h = vek.store(tool="search", input={"q": "climate change"}, output={"results": [...]})

# session — auto-chained, atomic recording
with vek.session() as s:
    s.store(tool="search", input=query, output=results)
    s.store(tool="summarise", input=text, output=summary)

# auto-record with decorator
@vek.wrap
def search(query: str) -> dict:
    return {"results": [...]}

# inspect
node = vek.show(h)
blob = vek.cat_file(node["input_hash"])

CLI

vek init                  # create .vek/ repository
vek status                # current branch, tip, stats
vek log [-n 20] [--graph] # execution history / ASCII DAG
vek show <hash>           # inspect a node (short hash OK)
vek cat-file <hash>       # dump raw object content
vek branch [name]         # list or create/switch branches
vek fork <hash>           # fork at a node
vek merge <branch>        # merge branch into current
vek diff <hash1> <hash2>  # structural JSON diff
vek replay <hash>         # replay first-parent chain
vek query [--tool X] [--since T] [--until T] [--branch B] [--limit N]
vek search <pattern> [--field input|output|both] [--limit N]
vek annotate <hash>       # annotate chain with materialised content
vek verify <hash> [--exec-function module:func]  # verify by re-execution
vek diff-chains <h1> <h2> # compare two chains node-by-node
vek tag [name] [hash]     # list or create tags
vek fsck                  # verify repository integrity
vek gc [--dry-run]        # remove unreachable objects
vek export [--format json|jsonl] [--branch name]
vek import <file> [--format auto|json|jsonl]
vek --version

Python API

Function Description
vek.init() Initialise .vek/ repository
vek.store(tool, input, output) Record one tool call
vek.session() Context manager for atomic batch recording
vek.async_session() Async context manager
vek.wrap(fn) Decorator for auto-recording
vek.hook(dispatch_fn) Wrap a dispatch function
vek.log(n=20) Recent execution history
vek.log_graph() ASCII DAG visualisation
vek.show(hash) Node details with materialised content
vek.cat_file(hash) Raw object bytes
vek.status() Repository summary
vek.branch(name) Create/switch branch
vek.fork(hash, name) Fork at a node
vek.merge(branch) Merge branch (creates multi-parent node)
vek.diff(h1, h2) Structural JSON diff
vek.replay(hash) First-parent chain from root to hash
vek.query(tool=, since=, until=, branch=, limit=) Filtered node query
vek.search(pattern, in_field=, limit=) Search by input/output content
vek.annotate(hash) Annotate chain with materialised content
vek.verify(hash, executor) Dry-run re-execution with output comparison
vek.diff_chains(h1, h2) Compare two chains node-by-node
vek.tag(name, hash) Lightweight tags
vek.fsck() Integrity verification
vek.gc() Garbage collection
vek.export() Export chains (JSON/JSONL)
vek.import_data(data) Import chains

All hash arguments accept short prefixes (e.g. h[:8]).

Storage Layout

.vek/
├── objects/     # (reserved) content-addressed hash objects
├── refs/        # (reserved) branch pointer files
├── HEAD         # current branch
├── config       # repository configuration
└── vek.db       # SQLite — objects + nodes + refs

Data Model

objects:  hash | content
nodes:    hash | tool | input_hash | output_hash | parent_hash | timestamp | merge_parent
refs:     name | hash                     (branches, tags with "tag/" prefix)

Object Hashing (git-style)

SHA-256( "blob" + " " + size + "\0" + content )   # input/output blobs
SHA-256( "node" + " " + size + "\0" + content )   # execution nodes

Same content stored exactly once. Different types with identical content produce different hashes.

Merge Nodes

Merge creates a node with two parents: parent_hash (current branch) and merge_parent (target branch). Tool is __merge__.

Concurrency

  • SQLite WAL mode with 5s busy timeout
  • store() uses BEGIN IMMEDIATE to serialise concurrent ref updates
  • Advisory file lock (HEAD.lock) prevents concurrent branch pointer writes
  • Sessions batch all writes in a single transaction (atomic commit/rollback)

Design Principles

  • Content-addressed — identical content stored once, forever
  • Immutable — history cannot be tampered with
  • Framework-agnostic — no adapters, no shims
  • Local-first.vek/ directory, zero external dependencies
  • Minimal API — one function call to integrate
  • Atomic sessions — all-or-nothing batch writes
  • Portable — export/import execution chains as JSON/JSONL

License

AGPL-3.0

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

vek-0.4.1.tar.gz (44.3 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

vek-0.4.1-py3-none-any.whl (40.5 kB view details)

Uploaded Python 3

File details

Details for the file vek-0.4.1.tar.gz.

File metadata

  • Download URL: vek-0.4.1.tar.gz
  • Upload date:
  • Size: 44.3 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.11.9

File hashes

Hashes for vek-0.4.1.tar.gz
Algorithm Hash digest
SHA256 5d08f8a6eae3c6d70d188b592bd6e576a93991b9ed6adef65ba2c4ad14af0b50
MD5 df2176e467e704ed4a42ee1d321a01c0
BLAKE2b-256 e4be0f5f5c1cb500d9e43156f08589a7abf83a78c8b577499f4a1ef603132e83

See more details on using hashes here.

File details

Details for the file vek-0.4.1-py3-none-any.whl.

File metadata

  • Download URL: vek-0.4.1-py3-none-any.whl
  • Upload date:
  • Size: 40.5 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.11.9

File hashes

Hashes for vek-0.4.1-py3-none-any.whl
Algorithm Hash digest
SHA256 97d28c7e7579a83bb879fc3bf593fbb88dbbcbb2e9aa01ab3a3dbc74e9c14f15
MD5 f91d0c29d8f7fca39072526a328715ee
BLAKE2b-256 3c1803fbc58ff4191780100525761b03d88e6a10552aa481a9a0d3d1d21b7d46

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page