Autoharness

Autoharness — a self-learning skill layer for Claude Code — distills skills from your real sessions, updates them as you work, and prunes the ones that stop getting used. No daemon, no benchmark.

Agent Skills Python Listed MIT

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

OSSF Scorecard 4.2 / 10
Provenance None
Signed commits 60%
Last push yesterday
Compare Autoharness
Suggest a correction

In detail: Autoharness scores 59.3/100 (Grade C), ranked #111 of 351 tracked open-source AI agent projects, on evidence coverage C (2 of 5 independent signal types). The public evidence: no package-provenance attestation found; OSSF Scorecard rates its supply-chain practices 4.2/10; 60% of recent commits are signed; last pushed 2026-09-25. Every point is earned from checkable signals — never paid placement. How scoring works →

How Autoharness compares in Agent Skills

  1. #109 Chatbox 59.4 +0.1
  2. #110 9Router 59.3 ±0
  3. #111 Autoharness 59.3 this agent
  4. #112 Builderio Skills 59.2 −0.1
  5. #113 Md2Wechat Skill 59.0 −0.3

Bars show each HVTrust score; the tick marks Autoharness’s 59.3.

Where the 59.3 comes from

HVTrust dimensions vs the Agent Skills average

59.3 / 100 · 100.0% confidence

Autoharness Agent Skills average (351 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits
8.2 / 25
in line with avg 8.1
Identity / Provenance60% listing status · 40% build provenance
10.8 / 18
0.6 below avg 11.4
Transparency50% declared license · 50% OSSF Scorecard
12.1 / 17
in line with avg 12.2
Maintenance60% last-push freshness · 40% commit activity
17.8 / 20
3.6 above avg 14.2
AdoptionLog-scaled stars · package downloads
8.7 / 20
in line with avg 9.0

Quick Trust Read

What Would Improve It
Publish package provenance or release attestations for stronger supply-chain evidence.
Recent Changes
2026-09-24
Tool Surface Changed
Detected tool/plugin surface changed: none → declared
2026-09-24
Provider Added
Runtime surface grew — new detected provider dependency: Anthropic
2026-09-24
Mcp Status Changed
Detected MCP server support changed: none → implemented
Maintainer Checklist
Raise Scorecard signals Current OSSF Scorecard is 4.2/10. 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.
76.8
Activity sub-score · out of 100
#111

How to read this: HVTrust (0–100) weighs supply-chain signals (provenance, OSSF Scorecard, signed commits, open license) alongside real-world adoption. Grade C reflects the trust score band: A ≥ 80, B ≥ 65, C ≥ 50, D < 50. Evidence coverage C is separate — it grades how many independent signal types back the score (2 of 5), so a high score on thin evidence stays visible. Full methodology →

Signals refreshed 2026-09-26 06:32 UTC · Repo last pushed yesterday

Rank Trend

2026-08-11 2026-09-26

Activity & Reach

Stars
4.3k
Forks
310
Last Push
2026-09-25
yesterday
Commits (4 wk)
29
Downloads (7d)
—
HN mentions (30d)
—
Open Issues
35
Rank Change
▼2
was #109

Analysis

Activity Inputs

76.8 / 100
StarsRepository reach
21.8 / 30
FreshnessLast push recency
24.9 / 25
ActivityRecent commits
18.4 / 25
CommunityFork signal
11.6 / 20

Supply Chain Trust

Package Provenance
None
No package attestations found
OSSF Scorecard
4.2 / 10
OpenSSF Scorecard · scanned Sep 25, 2026
Signed Commits
60%
of last 100 commits verified
Binary-Artifacts 10
Branch-Protection 0
CI-Tests 10
CII-Best-Practices 0
Code-Review 0
Contributors 6
Dangerous-Workflow 10
Dependency-Update-Tool 0
Fuzzing 0
License 10
Maintained 10
Packaging -1
Pinned-Dependencies 0
SAST 0
Security-Policy 0
Signed-Releases -1
Token-Permissions 0
Vulnerabilities 10

Common questions about Autoharness

Autoharness 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 Autoharness publish package provenance?
No published build provenance is currently detected for Autoharness. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.
Does Autoharness have an OpenSSF Scorecard?
Autoharness has an OpenSSF Scorecard score of 4.2/10. 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 Autoharness actively maintained?
Actively maintained. The repository was pushed to within the last 1 day(s).
What license does Autoharness use?
Autoharness ships under MIT. A declared, OSI-approved license is one of the transparency signals HVTrust scores.
Are Autoharness's commits signed?
60% of the last 100 commits to Autoharness 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
Implemented
Autoharness appears to expose MCP server capabilities.
Detailed evidence is not shown in the public view.
External Service Dependencies
medium confidence
1 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.
Detailed evidence is not shown in the public view.
Package Provenance Drift
N/A
No package source configured
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 Autoharness'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.

2026-09-24
Tool Surface Changed
Detected tool/plugin surface changed: none → declared
2026-09-24
Provider Added
Runtime surface grew — new detected provider dependency: Anthropic
2026-09-24
Mcp Status Changed
Detected MCP server support changed: none → implemented

Maintain Autoharness?

For maintainers

HVTrust scores Autoharness 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 13HVTrust 4Score 3Listed 2Grade 2Scorecard 1Delisted 1MCP 1Surface 1Surface 1
2026-09-24
Tool Surface Changed
Detected tool/plugin surface changed: none → declared
2026-09-24
Provider Added
Runtime surface grew — new detected provider dependency: Anthropic
2026-09-24
Mcp Status Changed
Detected MCP server support changed: none → implemented
2026-09-24
Rank Moved
Rank rose 29 spots (#132 → #103)
2026-09-24
HVTrust Changed
HVTrust up 3.1pts (56.2 → 59.3)
2026-09-23
Grade Changed
Trust grade D → C
2026-09-23
Rank Moved
Rank dropped 48 spots (#84 → #132)
2026-09-23
HVTrust Changed
HVTrust up 11.3pts (44.9 → 56.2)
2026-09-22
Newly Listed
First tracked at rank #84
2026-09-21
Removed From Active Tracking
Removed from active tracking
2026-09-09
Rank Moved
Rank rose 22 spots (#118 → #96)
2026-09-05
Rank Moved
Rank dropped 12 spots (#98 → #110)
2026-09-02
Rank Moved
Rank rose 19 spots (#120 → #101)
2026-09-02
Activity Score Changed
Activity score up 5pts (63 → 68)
2026-09-01
Grade Changed
Trust grade D → C
2026-09-01
Rank Moved
Rank rose 32 spots (#152 → #120)
2026-09-01
HVTrust Changed
HVTrust up 5.7pts (47.9 → 53.6)
2026-09-01
Activity Score Changed
Activity score up 15pts (48 → 63)
2026-08-31
Rank Moved
Rank dropped 18 spots (#134 → #152)
2026-08-30
Rank Moved
Rank dropped 23 spots (#111 → #134)
2026-08-29
Scorecard Added
OSSF Scorecard: 3.4/10
2026-08-29
Rank Moved
Rank rose 123 spots (#234 → #111)
2026-08-29
HVTrust Changed
HVTrust up 26.8pts (21.3 → 48.1)
2026-08-28
Rank Moved
Rank dropped 16 spots (#218 → #234)
2026-08-27
Rank Moved
Rank dropped 31 spots (#187 → #218)
2026-08-27
Activity Score Changed
Activity score down 6pts (54 → 48)
2026-08-26
Rank Moved
Rank dropped 94 spots (#93 → #187)
2026-08-23
Rank Moved
Rank dropped 15 spots (#75 → #90)
2026-08-11
Newly Listed
First tracked at rank #54

Embed Badge Badge guide for maintainers →

For maintainers
HVTrust 59.3 Grade C
Markdown:
[![HVTrust](https://hvtracker.net/badge/autoharness.svg)](https://hvtracker.net/agents/autoharness)
HTML:
<a href="https://hvtracker.net/agents/autoharness"><img src="https://hvtracker.net/badge/autoharness.svg" alt="HVTrust"></a>

Other agents in Agent Skills

Data sources
GitHub REST API (repo, commits, stars, forks, license) · OpenSSF Scorecard CLI
Each agent's signals refresh once daily across 6 staggered batches. Methodology v4.3 · Raw JSON