SWE-agent

SWE-agent takes a GitHub issue and tries to automatically fix it, using your LM of choice. It can also be employed for offensive cybersecurity or competitive coding challenges. [NeurIPS 2024]

Coding Agents Python Listed MIT

Is SWE-agent safe? Promising trust profile, but some evidence still deserves review.

OSSF Scorecard 5.9 / 10
Provenance None
Signed commits 94%
Last push 3d ago
Compare SWE-agent
Suggest a correction

In detail: SWE-agent scores 60.3/100 (Grade C), ranked #642 of 1371 tracked open-source AI agent projects, on evidence coverage A (4 of 5 independent signal types). The public evidence: no package-provenance attestation found; OSSF Scorecard rates its supply-chain practices 5.9/10; 94% of recent commits are signed; last pushed 2026-10-06. Every point is earned from checkable signals — never paid placement. How scoring works →

How SWE-agent 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 SWE-agent 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/SWE-agent/SWE-agent, MIT, last pushed 2026-10-06. 94% 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 5.9/10 (scanned Sep 28, 2026). The checks that decide who can get a change released:

    • Code Review8
    • Branch Protection3
    • Signed Releasesn/a
    • Dangerous Workflow10
    • Token Permissions0
    • Pinned Dependencies0
    All 18 Scorecard checks
    Binary-Artifacts 6
    Branch-Protection 3
    CI-Tests 9
    CII-Best-Practices 0
    Code-Review 8
    Contributors 10
    Dangerous-Workflow 10
    Dependency-Update-Tool 10
    Fuzzing 0
    License 10
    Maintained 6
    Packaging -1
    Pinned-Dependencies 0
    SAST 0
    Security-Policy 10
    Signed-Releases -1
    Token-Permissions 0
    Vulnerabilities 10
  3. Published packages Not linked

    • PyPI sweagent Source link isn't a GitHub repo No build attestation

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

Changes to this chain

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

Evidence behind this score

Coverage A: 4 of 5 independent evidence types found.

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

Verify this score yourself

Every build re-issues SWE-agent’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 SWE-agent compares in Coding Agents

  1. #32 Kiro Crew 62.4 +2.1
  2. #33 oh-my-openagent 62.4 +2.1
  3. #34 SWE-agent 60.3 this agent
  4. #35 loushang 60.2 −0.1
  5. #36 zerostack 60.0 −0.3

Bars show each HVTrust score; the tick marks SWE-agent’s 60.3.

Where the 60.3 comes from

HVTrust dimensions vs the Coding Agents average

60.3 / 100 · 100.0% confidence

SWE-agent Coding Agents average (77 agents)

Safety / Integrity50% OSSF Scorecard · 30% provenance · 20% signed commits
12.1 / 25
3.3 above avg 8.8
Identity / Provenance60% listing status · 40% build provenance
10.8 / 18
0.9 below avg 11.7
Transparency50% declared license · 50% OSSF Scorecard
13.5 / 17
1.9 above avg 11.6
Maintenance60% last-push freshness · 40% commit activity
11.8 / 20
2.6 below avg 14.4
AdoptionLog-scaled stars · package downloads
12.4 / 20
0.5 above avg 11.9

Quick Trust Read

What Would Improve It
Publish package provenance or release attestations for stronger supply-chain evidence.
Recent Changes
2026-10-06
Rank Moved
Rank rose 14 spots (#652 → #638)
2026-10-04
Rank Moved
Rank dropped 10 spots (#635 → #645)
2026-09-28
Rank Moved
Rank dropped 15 spots (#609 → #624)
Maintainer Checklist
Raise Scorecard signals Current OSSF Scorecard is 5.9/10. 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.
66.1
Activity sub-score · out of 100
#34

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 A is separate — it grades how many independent signal types back the score (4 of 5), so a high score on thin evidence stays visible. Full methodology →

Signals refreshed 2026-10-09 08:15 UTC · Repo last pushed 3 days ago

Rank Trend

2026-09-29 2026-10-09

Activity & Reach

Stars
20.5k
Forks
2.2k
Last Push
2026-10-06
3 days ago
Commits (4 wk)
0
Downloads (7d)
34
pypi
HN mentions (30d)
1
Open Issues
54
Rank Change
▼1
was #641

Analysis

Activity Inputs

66.1 / 100
StarsRepository reach
25.9 / 30
FreshnessLast push recency
24.6 / 25
ActivityRecent commits
0.0 / 25
CommunityFork signal
15.6 / 20

Common questions about SWE-agent

SWE-agent 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 SWE-agent publish package provenance?
No published build provenance is currently detected for SWE-agent. This is common for open-source projects but means consumers cannot independently verify that the package on the registry matches the GitHub source.
Does SWE-agent have an OpenSSF Scorecard?
SWE-agent has an OpenSSF Scorecard score of 5.9/10. 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 SWE-agent actively maintained?
Actively maintained. The repository was pushed to within the last 3 day(s).
What license does SWE-agent use?
SWE-agent ships under MIT. A declared, OSI-approved license is one of the transparency signals HVTrust scores.
Are SWE-agent's commits signed?
94% of the last 100 commits to SWE-agent 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
None detected
No MCP server signal detected.
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
1 tags
Broad capability areas detected.
  • code
Detailed evidence is not shown in the public view.
Package Provenance Drift
low confidence
Unknown
Package source metadata is missing or inconclusive
Detailed evidence is not shown in the public view.
  • MCP signal live
  • External deps live
  • Tool / plugin surface live
  • Package provenance drift live

Maintain SWE-agent?

For maintainers

HVTrust scores SWE-agent 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 29Grade 1Score 1
2026-10-06
Rank Moved
Rank rose 14 spots (#652 → #638)
2026-10-04
Rank Moved
Rank dropped 10 spots (#635 → #645)
2026-09-28
Rank Moved
Rank dropped 15 spots (#609 → #624)
2026-09-25
Rank Moved
Rank dropped 10 spots (#599 → #609)
2026-09-23
Rank Moved
Rank dropped 365 spots (#231 → #596)
2026-09-21
Rank Moved
Rank rose 369 spots (#600 → #231)
2026-09-12
Rank Moved
Rank dropped 10 spots (#587 → #597)
2026-09-11
Rank Moved
Rank dropped 17 spots (#570 → #587)
2026-09-08
Rank Moved
Rank dropped 17 spots (#546 → #563)
2026-09-07
Rank Moved
Rank dropped 22 spots (#524 → #546)
2026-09-06
Rank Moved
Rank dropped 14 spots (#510 → #524)
2026-09-05
Rank Moved
Rank dropped 64 spots (#446 → #510)
2026-09-04
Rank Moved
Rank dropped 37 spots (#409 → #446)
2026-09-03
Rank Moved
Rank dropped 19 spots (#390 → #409)
2026-09-01
Rank Moved
Rank dropped 16 spots (#367 → #383)
2026-08-31
Rank Moved
Rank dropped 18 spots (#349 → #367)
2026-08-29
Rank Moved
Rank dropped 10 spots (#348 → #358)
2026-08-26
Rank Moved
Rank dropped 26 spots (#311 → #337)
2026-08-22
Rank Moved
Rank rose 14 spots (#315 → #301)
2026-08-19
Rank Moved
Rank dropped 16 spots (#297 → #313)
2026-08-17
Rank Moved
Rank rose 21 spots (#319 → #298)
2026-08-16
Rank Moved
Rank dropped 26 spots (#293 → #319)
2026-08-15
Rank Moved
Rank dropped 40 spots (#253 → #293)
2026-08-15
Activity Score Changed
Activity score down 6pts (72 → 66)
2026-08-13
Rank Moved
Rank dropped 18 spots (#232 → #250)
2026-08-12
Rank Moved
Rank rose 14 spots (#246 → #232)
2026-08-08
Rank Moved
Rank dropped 47 spots (#187 → #234)
2026-08-06
Grade Changed
Trust grade B → C
2026-08-06
Rank Moved
Rank dropped 16 spots (#155 → #171)
2026-07-29
Rank Moved
Rank dropped 12 spots (#133 → #145)
2026-07-13
Rank Moved
Rank dropped 11 spots (#110 → #121)

Embed Badge Badge guide for maintainers →

For maintainers
HVTrust 60.3 Grade C
Markdown:
[![HVTrust](https://hvtracker.net/badge/swe-agent.svg)](https://hvtracker.net/agents/swe-agent)
HTML:
<a href="https://hvtracker.net/agents/swe-agent"><img src="https://hvtracker.net/badge/swe-agent.svg" alt="HVTrust"></a>

Other agents in Coding Agents

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