Skip to main content

A brain for AI agents that actually learns — confidence scoring, negative results, gap detection. pip install attestdb && attest brain install

Project description

AttestDB

Claim-native knowledge graph for AI agents. Every fact has a source, a confidence score, and gets flagged when the source is wrong.

PyPI Python 3.11+ License: BSL-1.1 GitHub stars

60-Second Quickstart

pip install attestdb
attestdb quickstart

Why Not a Vector DB?

Vector DBs find similar text. AttestDB tracks whether claims are true -- with sources, confidence scores, and automatic retraction cascades when a source is wrong. Think of it as git for knowledge: every fact has provenance, and contradictions are surfaced, not hidden.

Features

  • 85M+ claims in production, microsecond queries (~12µs indexed lookups)
  • 30 connectors (Slack, GitHub, Gmail, Postgres, etc.)
  • 106 MCP tools -- give your AI agent persistent memory
  • Rust engine (LMDB) -- 1.3M claims/sec insert
  • Automatic retraction cascades when sources are wrong
  • Gap detection -- finds what your knowledge graph is missing

Give Your AI Agent a Brain

pip install attestdb
attestdb mcp-config
# Restart Claude Code -- your agent now remembers across sessions

7-Day Pro Trial

attestdb trial start    # No credit card required

Pro plan includes: 1M cloud API tokens, hosted queries, team features.

Pricing

Free Pro ($99/mo) Growth ($249/mo) Team ($499/mo) Enterprise
Local DB Unlimited Unlimited Unlimited Unlimited Unlimited
Cloud tokens -- 1M/mo 5M/mo 10M/mo Custom
Connectors All 30 All 30 All 30 All 30 All 30
MCP tools 106 106 106 106 106
Team features -- -- -- Yes Yes
SOC 2 -- -- -- -- In progress

Links

Contributing

We welcome contributions! See CONTRIBUTING.md for guidelines.

License

BSL-1.1 -- free for non-production use. Production use requires a license. See LICENSE for details.

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

attestdb-0.1.38.tar.gz (564.8 kB view details)

Uploaded Source

Built Distribution

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

attestdb-0.1.38-py3-none-any.whl (388.2 kB view details)

Uploaded Python 3

File details

Details for the file attestdb-0.1.38.tar.gz.

File metadata

  • Download URL: attestdb-0.1.38.tar.gz
  • Upload date:
  • Size: 564.8 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for attestdb-0.1.38.tar.gz
Algorithm Hash digest
SHA256 2c3084247e57a645e2c7f46dc233b308d86342056a8dcf7bb8260cd892819752
MD5 1a895c31094ba579898c2173622ef244
BLAKE2b-256 123e5d998dd56b4617057c51b1f048c92bf9711604e4828ab457df7ec8fef7ba

See more details on using hashes here.

Provenance

The following attestation bundles were made for attestdb-0.1.38.tar.gz:

Publisher: publish.yml on omic/attest

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

File details

Details for the file attestdb-0.1.38-py3-none-any.whl.

File metadata

  • Download URL: attestdb-0.1.38-py3-none-any.whl
  • Upload date:
  • Size: 388.2 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for attestdb-0.1.38-py3-none-any.whl
Algorithm Hash digest
SHA256 456bf8c736f88d04593294d3ae1df8e621699558eb56db2cd0888bf85e4f8654
MD5 7a7476dac73ff778e0899d3327588974
BLAKE2b-256 2d8a9dde25178cd8b9b148025ae0ede1e56e27a16513831e65fd43d5f7f39fec

See more details on using hashes here.

Provenance

The following attestation bundles were made for attestdb-0.1.38-py3-none-any.whl:

Publisher: publish.yml on omic/attest

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

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