BeeAI Framework

Build production-ready AI agents in both Python and Typescript.

Agent Frameworks Python Listed Apache-2.0

Is BeeAI Framework safe? Promising trust profile, but some evidence still deserves review.

OSSF Scorecard 5.8 / 10
Provenance None
Signed commits 100%
Last push yesterday
Advisories None known
Compare BeeAI Framework
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In detail: BeeAI Framework scores 72.3/100 (Grade B), ranked #310 of 1378 tracked open-source AI agent projects, on evidence coverage B (3 of 5 independent signal types). The public evidence: no package-provenance attestation found; OSSF Scorecard rates its supply-chain practices 5.8/10; 100% of recent commits are signed; no published advisory affects its latest release (beeai-framework); last pushed 2026-10-19. Every point is earned from checkable signals — never paid placement. How scoring works →

How BeeAI Framework could raise its score

Each line changes one public signal and recomputes with the live scoring function. The gains don't add up exactly, because the score is capped near the top.

Chain of custody

Scanners check what the code says. This traces who ships BeeAI Framework and whether that has changed: from the source repository, through how changes are reviewed and released, to the package you install. These are the checks for OWASP ASI04 Agentic Supply Chain Vulnerabilities.

  1. Source Signed

    github.com/i-am-bee/beeai-framework, Apache-2.0, last pushed 2026-10-19. 100% of the last 100 commits carry a verified signature, so changes trace to a verified account.

  2. Review and release Mixed

    OpenSSF Scorecard rates the repository's practices 5.8/10 (scanned Oct 3, 2026, refresh pending). The checks that decide who can get a change released:

    • Code Review7
    • Branch Protection3
    • Signed Releasesn/a
    • Dangerous Workflow10
    • Token Permissions0
    • Pinned Dependencies1
    All 18 Scorecard checks
    Binary-Artifacts 10
    Branch-Protection 3
    CI-Tests 10
    CII-Best-Practices 0
    Code-Review 7
    Contributors 10
    Dangerous-Workflow 10
    Dependency-Update-Tool 10
    Fuzzing 0
    License 10
    Maintained 10
    Packaging -1
    Pinned-Dependencies 1
    SAST 2
    Security-Policy 10
    Signed-Releases -1
    Token-Permissions 0
    Vulnerabilities 0
  3. Published packages Linked, not attested

    • PyPI beeai-framework Source link points back to this repo No build attestation

    Without a build attestation, nothing proves the published files were built from this repository.

  4. What you install today No known advisories

    Latest release checked: beeai-framework 0.1.85. No published advisory affects it (OSV, checked 2026-10-20).

Changes to this chain

No change to package provenance, package source links, Scorecard coverage or license in HVTracker's daily snapshots of BeeAI Framework.

Evidence behind this score

Coverage B: 3 of 5 independent evidence types found.

  • GitHub repository data
  • Package downloads
  • Supply-chain checks
  • Public actions (missing)
  • Community mentions (missing)

Verify this score yourself

Every build re-issues BeeAI Framework’s score as an Ed25519-signed credential, valid for 7 days. You can check it offline against HVTracker’s published key; if anyone changes a number after signing, verification fails.

What this score doesn’t check

It covers who ships the code, not what the code does. It doesn’t read tool descriptions or prompts for injected instructions, watch runtime behaviour, or find bugs nobody has disclosed yet. For that, run a content scanner before you connect it, such as Cisco MCP Scanner or Snyk Agent Scan.

How BeeAI Framework compares in Agent Frameworks

  1. #21 Microsoft Agent Framework 73.3 +1.0
  2. #22 Claude Agent SDK 72.4 +0.1
  3. #23 BeeAI Framework 72.3 this agent
  4. #24 Pyod 71.4 −0.9
  5. #25 AgentScope 70.8 −1.5

Bars show each HVTrust score; the tick marks BeeAI Framework’s 72.3.

Where the 72.3 comes from

HVTrust dimensions vs the Agent Frameworks average

72.3 / 100 · 100.0% confidence

BeeAI Framework Agent Frameworks average (130 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits
12.2 / 25
2.2 above avg 10.0
Identity / Provenance60% listing status · 40% build provenance
10.8 / 18
0.8 below avg 11.6
Transparency50% declared license · 50% OSSF Scorecard
13.4 / 17
0.9 above avg 12.5
Maintenance60% last-push freshness · 40% commit activity
19.4 / 20
4.8 above avg 14.6
AdoptionLog-scaled stars · package downloads
13.6 / 20
2.4 above avg 11.2

Quick Trust Read

What Would Improve It
Publish package provenance or release attestations for stronger supply-chain evidence.
Recent Changes
2026-10-09
Rank Moved
Rank dropped 10 spots (#304 → #314)
2026-09-28
Rank Moved
Rank rose 14 spots (#309 → #295)
2026-09-23
Rank Moved
Rank dropped 190 spots (#117 → #307)
Maintainer Checklist
Raise Scorecard signals Current OSSF Scorecard is 5.8/10. Tighten the weakest checks to improve public safety evidence.
Publish provenance Add package provenance or release attestations so users can verify where shipped artifacts came from.
82.1
Activity sub-score · out of 100
#23

How to read this: HVTrust (0–100) weighs supply-chain signals (provenance, OSSF Scorecard, signed commits, open license) alongside real-world adoption. Grade B reflects the trust score band: A ≥ 80, B ≥ 65, C ≥ 50, D < 50. Evidence coverage B is separate — it grades how many independent signal types back the score (3 of 5), so a high score on thin evidence stays visible. Full methodology →

Signals refreshed 2026-10-20 16:08 UTC · Repo last pushed yesterday

Rank Trend

2026-09-29 2026-10-20

Activity & Reach

Stars
3.4k
Forks
564
Last Push
2026-10-19
yesterday
Commits (4 wk)
72
Downloads (7d)
6,410
pypi
HN mentions (30d)
—
Open Issues
8
Rank Change
=
was #310

Analysis

Activity Inputs

82.1 / 100
StarsRepository reach
21.2 / 30
FreshnessLast push recency
24.9 / 25
ActivityRecent commits
23.2 / 25
CommunityFork signal
12.8 / 20

Common questions about BeeAI Framework

BeeAI Framework has a mixed signal profile. Some trust indicators are present, others are missing. Whether it is safe for your use case depends on which gaps matter to you — review the breakdown below before adopting in production.
Does BeeAI Framework publish package provenance?
No published build provenance is currently detected for BeeAI Framework. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.
Does BeeAI Framework have an OpenSSF Scorecard?
BeeAI Framework has an OpenSSF Scorecard score of 5.8/10. The Scorecard checks for branch protection, signed releases, dependency updates, fuzzing, code review, and other supply-chain hygiene items. See the full check breakdown on this page.
Is BeeAI Framework actively maintained?
Actively maintained. The repository was pushed to within the last 1 day(s).
What license does BeeAI Framework use?
BeeAI Framework ships under Apache-2.0. A declared, OSI-approved license is one of the transparency signals HVTrust scores.
Are BeeAI Framework's commits signed?
100% of the last 100 commits to BeeAI Framework are verified-signed (GPG, SSH, S/MIME, or GitHub's signing flow). Signed commits help confirm that code was authored by who the commit claims.

Not a safety endorsement. HVTracker describes what public signals show, not whether a project is safe for your use case. Run your own security review before adopting in production.

AI agent surface

MCP, providers, tool surface
Scored in HVTrust

These runtime-trust fields — detected from public repo docs and manifests — contribute a bounded adjustment to this project's HVTrust score alongside supply-chain evidence. The exact values each field can add or subtract are documented in the methodology → Compare this surface across every listed agent in the capability matrix →

MCP Server Support
high confidence
Implemented
BeeAI Framework appears to expose MCP server capabilities.
Detailed evidence is not shown in the public view.
External Service Dependencies
high confidence
6 detected
Public provider/service dependencies detected.
Credential signal: No explicit API-key/config marker detected.
Tool / Plugin Surface
high confidence
Declared
Declared plugin/integration surface detected.
  • database
Detailed evidence is not shown in the public view.
Package Provenance Drift
high confidence
Match
Published package metadata matches the tracked repo
Detailed evidence is not shown in the public view.
  • MCP signal live
  • External deps live
  • Tool / plugin surface live
  • Package provenance drift live

Maintain BeeAI Framework?

For maintainers

HVTrust scores BeeAI Framework from public signals only — we never contact maintainers first. If a signal is wrong, stale, or missing (provenance you publish, a Scorecard you run, signed releases), tell us and we'll review it. Corrections are public and tracked on GitHub.

Reputation Timeline

Signal history
Rank 22
2026-10-09
Rank Moved
Rank dropped 10 spots (#304 → #314)
2026-09-28
Rank Moved
Rank rose 14 spots (#309 → #295)
2026-09-23
Rank Moved
Rank dropped 190 spots (#117 → #307)
2026-09-21
Rank Moved
Rank rose 185 spots (#301 → #116)
2026-09-15
Rank Moved
Rank rose 12 spots (#327 → #315)
2026-09-11
Rank Moved
Rank dropped 16 spots (#304 → #320)
2026-09-07
Rank Moved
Rank dropped 18 spots (#293 → #311)
2026-09-05
Rank Moved
Rank dropped 55 spots (#235 → #290)
2026-09-04
Rank Moved
Rank dropped 11 spots (#224 → #235)
2026-09-03
Rank Moved
Rank dropped 12 spots (#212 → #224)
2026-09-02
Rank Moved
Rank rose 17 spots (#229 → #212)
2026-08-31
Rank Moved
Rank dropped 23 spots (#203 → #226)
2026-08-28
Rank Moved
Rank rose 12 spots (#203 → #191)
2026-08-26
Rank Moved
Rank dropped 13 spots (#182 → #195)
2026-08-24
Rank Moved
Rank dropped 16 spots (#164 → #180)
2026-08-19
Rank Moved
Rank rose 15 spots (#179 → #164)
2026-08-17
Rank Moved
Rank rose 10 spots (#185 → #175)
2026-08-13
Rank Moved
Rank dropped 11 spots (#163 → #174)
2026-08-12
Rank Moved
Rank rose 10 spots (#173 → #163)
2026-08-10
Rank Moved
Rank dropped 13 spots (#158 → #171)
2026-08-08
Rank Moved
Rank dropped 17 spots (#139 → #156)
2026-07-23
Rank Moved
Rank dropped 12 spots (#109 → #121)

Embed Badge Badge guide for maintainers →

For maintainers
HVTrust 72.3 Grade B
Markdown:
[![HVTrust](https://hvtracker.net/badge/beeai-framework.svg)](https://hvtracker.net/agents/beeai-framework)
HTML:
<a href="https://hvtracker.net/agents/beeai-framework"><img src="https://hvtracker.net/badge/beeai-framework.svg" alt="HVTrust"></a>

Other agents in Agent Frameworks

Data sources
GitHub REST API (repo, commits, stars, forks, license) · PyPI / pypistats (downloads, provenance) · OpenSSF Scorecard CLI
Each agent's signals refresh once daily across 6 staggered batches. Methodology v4.4 · Raw JSON