Honcho

Memory library for building stateful agents

Memory & Knowledge Python Grade B Listed AGPL-3.0
73.5/100
Rank #237 of 1328
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Promising trust profile, but some evidence still deserves review.

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Listing state
Listed
Evidence coverage
Grade B · 3/5 signals
Last push
2026-09-08 · 0d ago
Recent change
Rank +3

Is Honcho safe? Honcho scores 73.5/100 (Grade B), ranked #237 of 1328 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 6.5/10; 91% of recent commits are signed; last pushed 2026-09-08. Every point is earned from checkable signals — never paid placement. How scoring works →

Ranked neighbours in Memory & Knowledge

Quick Trust Read

What Would Improve It
Publish package provenance or release attestations for stronger supply-chain evidence.
Recent Changes
2026-09-07
Rank Moved
Rank dropped 14 spots (#227 → #241)
2026-09-05
Provider Added
Runtime surface grew — new detected provider dependency: Qdrant
2026-09-05
Rank Moved
Rank dropped 55 spots (#172 → #227)
Maintainer Checklist
Raise Scorecard signals Current OSSF Scorecard is 6.5/10. 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.
85.9
Activity sub-score · out of 100
#12

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 2026-09-08 15:33 UTC · Repo last pushed today

Rank Trend

2026-08-16 2026-09-08

Activity & Reach

Stars
7.1k
Forks
875
Last Push
2026-09-08
today
Commits (4 wk)
84
Downloads (7d)
128,644
pypi
HN mentions (30d)
Open Issues
77
Rank Change
▲4
was #241

Analysis

HVTrust Dimensions vs Memory & Knowledge

73.5 / 100 · 100.0% confidence

Honcho Memory & Knowledge average (44 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits
12.7 / 25
1.2 above avg 11.5
Identity / Provenance60% listing status · 40% build provenance
10.8 / 18
1.6 below avg 12.4
Transparency50% declared license · 50% OSSF Scorecard
14.0 / 17
1.1 above avg 12.9
Maintenance60% last-push freshness · 40% commit activity
19.7 / 20
2.2 above avg 17.5
AdoptionLog-scaled stars · package downloads
16.1 / 20
2.6 above avg 13.5

Activity Inputs

85.9 / 100
StarsRepository reach
23.1 / 30
FreshnessLast push recency
25.0 / 25
ActivityRecent commits
24.1 / 25
CommunityFork signal
13.7 / 20

Supply Chain Trust

Package Provenance
None
No package attestations found
OSSF Scorecard
6.5 / 10
OpenSSF Scorecard · scanned Sep 8, 2026
Signed Commits
91%
of last 100 commits verified
Binary-Artifacts 10
Branch-Protection 5
CI-Tests 10
CII-Best-Practices 0
Code-Review 9
Contributors 10
Dangerous-Workflow 10
Dependency-Update-Tool 0
Fuzzing 0
License 10
Maintained 10
Packaging 10
Pinned-Dependencies 0
SAST 8
Security-Policy 10
Signed-Releases -1
Token-Permissions 8
Vulnerabilities 0

Is Honcho safe?

Honcho 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 Honcho publish package provenance?
No published build provenance is currently detected for Honcho. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.
Does Honcho have an OpenSSF Scorecard?
Honcho has an OpenSSF Scorecard score of 6.5/10. 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 Honcho actively maintained?
Actively maintained. The repository was pushed to within the last 1 day(s).
What license does Honcho use?
Honcho ships under AGPL-3.0. A declared, OSI-approved license is one of the transparency signals HVTrust scores.
Are Honcho's commits signed?
91% of the last 100 commits to Honcho 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
medium confidence
Declared
MCP support appears present, but direct server implementation is less certain.
Detailed evidence is not shown in the public view.
External Service Dependencies
high confidence
6 detected
Public provider/service dependencies detected.
Credential signal: API keys or service config markers documented.
Tool / Plugin Surface
high confidence
1 tags
Broad capability areas 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
How this surface has changed

Detected changes to Honcho's runtime surface and supply-chain posture, from daily public-signal snapshots. A change here means our detectors see something different — a genuinely changed capability, or better evidence of an existing one.

2026-09-05
Provider Added
Runtime surface grew — new detected provider dependency: Qdrant

Maintain Honcho?

For maintainers

HVTrust scores Honcho 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 10Listed 1HVTrust 1Grade 1Scorecard 1Surface 1
2026-09-07
Rank Moved
Rank dropped 14 spots (#227 → #241)
2026-09-05
Provider Added
Runtime surface grew — new detected provider dependency: Qdrant
2026-09-05
Rank Moved
Rank dropped 55 spots (#172 → #227)
2026-09-04
Rank Moved
Rank dropped 17 spots (#155 → #172)
2026-08-31
Rank Moved
Rank dropped 17 spots (#130 → #147)
2026-08-30
Scorecard Added
OSSF Scorecard: 6.4/10
2026-08-30
Grade Changed
Trust grade D → B
2026-08-30
Rank Moved
Rank rose 686 spots (#816 → #130)
2026-08-30
HVTrust Changed
HVTrust up 33.1pts (40.4 → 73.5)
2026-08-29
Rank Moved
Rank dropped 47 spots (#769 → #816)
2026-08-28
Rank Moved
Rank dropped 25 spots (#744 → #769)
2026-08-27
Rank Moved
Rank dropped 21 spots (#723 → #744)
2026-08-26
Rank Moved
Rank dropped 98 spots (#625 → #723)
2026-08-25
Rank Moved
Rank rose 11 spots (#636 → #625)
2026-08-16
Newly Listed
First tracked at rank #642

Embed Badge Badge guide for maintainers →

For maintainers
HVTrust 73.5 Grade B
Markdown:
[![HVTrust](https://hvtracker.net/badge/honcho.svg)](https://hvtracker.net/agents/honcho)
HTML:
<a href="https://hvtracker.net/agents/honcho"><img src="https://hvtracker.net/badge/honcho.svg" alt="HVTrust"></a>

Other agents in Memory & Knowledge

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 v4.3 · Raw JSON