meta-agents-db

Agent-native database with causal memory, composite-scored recall, and a tamper-evident integrity chain.

The first database designed for autonomous AI agents.

Install

pip install meta-agents-db

Quick start

from meta_agents_db import MetaAgentsDB

db = MetaAgentsDB("./data")
event_id = db.write(content="SPY broke below 200-day MA", tags=["signal", "SPY"])
results = db.recall("SPY bearish signals", top_k=10)
chain = db.trace_cause(event_id, direction="backward", max_depth=5)

Features

  • Causal DAG — every memory links to its causes; trace full decision chains
  • 5-signal composite recall — vector similarity + recency + causal proximity + importance + tag overlap
  • Storage-layer policy (roadmap) — risk, budget, and rate caps at write time; the policy engine is not enabled by default in this release
  • Optional HNSW vector index — approximate nearest-neighbor search (opt-in; brute-force is the default backend)
  • Session caching — deduplicates repeated recalls within a pipeline cycle
  • MVCC — snapshot isolation for concurrent readers/writers
  • WAL + SSTables — crash-safe append-only log with background compaction

License

Meta-Agents.AI Proprietary License v1.0. Install-and-use is permitted for end-users of the published wheels; source access, OEM embedding, and hosted-service rights are reserved for separately-negotiated agreements. Patent pending.

Project links

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Latest release

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for spshkar84 from gravatar.com spshkar84

Credits

Author: Pushkar Singh

License

Other/Proprietary License (Meta-Agents.AI Proprietary License v1.0)

Requires

Python >=3.9

Tags

database agents memory ai mcp causal vector recall

Classifiers

Report project as malware

Download files

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

Source Distributions

No source distribution files available for this release.See tutorial on generating distribution archives.

Built Distributions

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

meta_agents_db-0.2.14-cp39-abi3-win_amd64.whl (4.2 MB view details)

Uploaded CPython 3.9+Windows x86-64

meta_agents_db-0.2.14-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.7 MB view details)

Uploaded CPython 3.9+manylinux: glibc 2.17+ x86-64

meta_agents_db-0.2.14-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (4.5 MB view details)

Uploaded CPython 3.9+manylinux: glibc 2.17+ ARM64

meta_agents_db-0.2.14-cp39-abi3-macosx_11_0_arm64.whl (4.1 MB view details)

Uploaded CPython 3.9+macOS 11.0+ ARM64

File details

Details for the file meta_agents_db-0.2.14-cp39-abi3-win_amd64.whl.

File metadata

File hashes

Hashes for meta_agents_db-0.2.14-cp39-abi3-win_amd64.whl
Algorithm Hash digest
SHA256 bd1915a30fcde54cc9ed50cdec591494d55755e7ce94e3f1cd166396c9e3ab5b
MD5 79c46634d1301e43be4351f44e4e03d1
BLAKE2b-256 be3cc9a42088e9dae266f961fd77531536a8de98319a607bd89970a81ff95623

See more details on using hashes here.

Provenance

The following attestation bundles were made for meta_agents_db-0.2.14-cp39-abi3-win_amd64.whl:

Publisher: ci.yml on spshkar84/meta-agents-db-engine

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file meta_agents_db-0.2.14-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for meta_agents_db-0.2.14-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 e92cb8d46b6fbb2493308d746ef3245d0f908af7fd7f0b0317770ccea2bbf626
MD5 6bb85931c7d3db0bfe54a6a925aa0dfa
BLAKE2b-256 9d4d2a32b6a3554463103084da71cf6a72e789d840feaf19757c1972df605ec3

See more details on using hashes here.

Provenance

The following attestation bundles were made for meta_agents_db-0.2.14-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: ci.yml on spshkar84/meta-agents-db-engine

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file meta_agents_db-0.2.14-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for meta_agents_db-0.2.14-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 ecf699d57f78af4b6a83f0521a9d1ad97de625346672d6862c9e276df29dfc86
MD5 10d92f7754627e6e42dd3e78f2e3b6ca
BLAKE2b-256 8f6245d0589b501e301ac0df2eac1a67dfba0555dac9ce0fcc74d02493e67a9a

See more details on using hashes here.

Provenance

The following attestation bundles were made for meta_agents_db-0.2.14-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: ci.yml on spshkar84/meta-agents-db-engine

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file meta_agents_db-0.2.14-cp39-abi3-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for meta_agents_db-0.2.14-cp39-abi3-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 507c37e28346f2076bf08bcc9c8481b852b1198a2e5f0c814981192dd9d76089
MD5 616fc36f018b035369b4fe0420b5a327
BLAKE2b-256 8de5011dbfdcd28d1710495b7edafdcfbff92d49db4674d5a2996ea1dc0241bc

See more details on using hashes here.

Provenance

The following attestation bundles were made for meta_agents_db-0.2.14-cp39-abi3-macosx_11_0_arm64.whl:

Publisher: ci.yml on spshkar84/meta-agents-db-engine

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Release history Release notifications | RSS feed

This release

0.2.14 This release

4 files

Yanked

0.2.13

4 files

Yanked reason: 0.2.14 available

Yanked

0.2.12

4 files

Yanked reason: 0.2.14 available

Yanked

0.2.11

4 files

Yanked reason: 0.2.11

Yanked

0.2.10

4 files

Yanked reason: meta-agents-db==0.2.10

Yanked

0.2.9

4 files

Yanked reason: 0.2.10 available with recalls across all LLM Sessions;

Yanked

0.2.8

4 files

Yanked reason: 0.2.9 available

Yanked

0.2.7

4 files

Yanked reason: 0.2.8 (stable version released)

Yanked

0.2.6

4 files

Yanked reason: 0.2.8 (stable version released)

Yanked

0.2.5

4 files

Yanked reason: 0.2.8 released (stable)

Yanked

0.2.1

4 files

Yanked reason: 0.2.8 (stable version released)

Yanked

0.2.0

4 files

Yanked reason: 0.2.8 available

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page