Honcho

Memory library for building stateful agents

Memory & Knowledge Python Listed AGPL-3.0

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

OSSF Scorecard 6.6 / 10
Provenance None
Signed commits 98%
Last push yesterday
Advisories None known
Compare Honcho

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In detail: Honcho scores 74.1/100 (Grade B), ranked #250 of 1346 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 6.6/10; 98% of recent commits are signed; no published advisory affects its latest release (honcho-ai); last pushed 2026-10-02. Every point is earned from checkable signals — never paid placement. How scoring works →

How Honcho 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 Honcho and whether that has changed: from the source repository, through how changes are reviewed and released, to the package you install.

  1. Source Signed

    github.com/plastic-labs/honcho, AGPL-3.0, last pushed 2026-10-02. 98% 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 6.6/10 (scanned Sep 28, 2026). The checks that decide who can get a change released:

    • Code Review10
    • Branch Protection5
    • Signed Releasesn/a
    • Dangerous Workflow10
    • Token Permissions8
    • Pinned Dependencies0
    All 18 Scorecard checks
    Binary-Artifacts 10
    Branch-Protection 5
    CI-Tests 9
    CII-Best-Practices 0
    Code-Review 10
    Contributors 10
    Dangerous-Workflow 10
    Dependency-Update-Tool 0
    Fuzzing 0
    License 10
    Maintained 10
    Packaging 10
    Pinned-Dependencies 0
    SAST 9
    Security-Policy 10
    Signed-Releases -1
    Token-Permissions 8
    Vulnerabilities 0
  3. Published packages Linked, not attested

    • PyPI honcho-ai 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: honcho-ai 2.5.1. No published advisory affects it (OSV, checked 2026-10-02).

Changes to this chain

  • 2026-08-30 OSSF Scorecard: 6.4/10

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 Honcho’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 Honcho compares in Memory & Knowledge

  1. #11 Weaviate 75.0 +0.9
  2. #12 FAISS 75.0 +0.9
  3. #13 Honcho 74.1 this agent
  4. #14 RAGFlow 73.9 −0.2
  5. #15 agentmemory 73.3 −0.8

Bars show each HVTrust score; the tick marks Honcho’s 74.1.

Where the 74.1 comes from

HVTrust dimensions vs the Memory & Knowledge average

74.1 / 100 · 100.0% confidence

Honcho Memory & Knowledge average (46 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits
13.2 / 25
1.5 above avg 11.7
Identity / Provenance60% listing status · 40% build provenance
10.8 / 18
1.7 below avg 12.5
Transparency50% declared license · 50% OSSF Scorecard
14.1 / 17
1.3 above avg 12.8
Maintenance60% last-push freshness · 40% commit activity
19.7 / 20
2.8 above avg 16.9
AdoptionLog-scaled stars · package downloads
16.1 / 20
2.5 above avg 13.6

Quick Trust Read

What Would Improve It
Publish package provenance or release attestations for stronger supply-chain evidence.
Recent Changes
2026-09-23
Provider Added
Runtime surface grew — new detected provider dependencies: Anthropic, Google Gemini, OpenAI, Postgres, Qdrant, Redis
2026-09-23
Mcp Status Changed
Detected MCP server support changed: none → declared
2026-09-23
Grade Changed
Trust grade D → B
Maintainer Checklist
Raise Scorecard signals Current OSSF Scorecard is 6.6/10. 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.
86.2
Activity sub-score · out of 100
#13

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 2026-10-03 16:08 UTC · Repo last pushed yesterday

Rank Trend

2026-09-29 2026-10-03

Activity & Reach

Stars
7.4k
Forks
919
Last Push
2026-10-02
yesterday
Commits (4 wk)
86
Downloads (7d)
135,775
pypi
HN mentions (30d)
—
Open Issues
96
Rank Change
▼6
was #244

Analysis

Activity Inputs

86.2 / 100
StarsRepository reach
23.2 / 30
FreshnessLast push recency
24.9 / 25
ActivityRecent commits
24.2 / 25
CommunityFork signal
13.8 / 20

Common questions about Honcho

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 6.6/10. 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?
98% 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.

2026-09-23
Provider Added
Runtime surface grew — new detected provider dependencies: Anthropic, Google Gemini, OpenAI, Postgres, Qdrant, Redis
2026-09-23
Mcp Status Changed
Detected MCP server support changed: none → declared
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 11Listed 2HVTrust 2Grade 2Surface 2Scorecard 1Delisted 1MCP 1
2026-09-23
Provider Added
Runtime surface grew — new detected provider dependencies: Anthropic, Google Gemini, OpenAI, Postgres, Qdrant, Redis
2026-09-23
Mcp Status Changed
Detected MCP server support changed: none → declared
2026-09-23
Grade Changed
Trust grade D → B
2026-09-23
Rank Moved
Rank rose 332 spots (#569 → #237)
2026-09-23
HVTrust Changed
HVTrust up 38.3pts (35.8 → 74.1)
2026-09-22
Newly Listed
First tracked at rank #569
2026-09-21
Removed From Active Tracking
Removed from active tracking
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 74.1 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 v4.4 · Raw JSON