Ledgerful – I built a local tool to catch when AI invents stuff in my code
Runs locally.Ledgerful analyzes Git repositories locally and produces risk, provenance, verification, and SOC 2-style evidence without uploading source code by default.Install LedgerfulCopySee how it worksv0.2.3 with SHA-256 checksums, SBOM, and cosign signing. Public — see release notes.What Ledgerful doesFour capabilities, all running on your machine. Hosted and enterprise features are planned — see the full breakdown on the editions page.Local by defaultThe engine, ledger, and dashboard run on your machine.
- ▪Runs locally.Ledgerful analyzes Git repositories locally and produces risk, provenance, verification, and SOC 2-style evidence without uploading source code by default.Install LedgerfulCopySee how it worksv0.2.3 with SHA-256 checksums, SBOM
- ▪Public — see release notes.What Ledgerful doesFour capabilities, all running on your machine.
- ▪Hosted and enterprise features are planned — see the full breakdown on the editions page.Local by defaultThe engine, ledger, and dashboard run on your machine.
Hacker News (AI / LLM) files mainly under ai. We currently carry 3,784 of its stories.
Story provenance
Source · retrieval · rights · ranking — open for full record
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Story provenance
Attribution is not the same as permission. This drawer separates discovery metadata, excerpts, WeSearch-generated summaries, reuse status, and whether the publisher receives the visit. Nothing here claims a legal grant the publisher has not made.
Record
| Original publisher | Ledgerful |
| Canonical URL | https://www.ledgerful.dev |
| Publication time | Wed, 05 Aug 2026 15:40:12 +0000 |
| Retrieval time | 2026-08-05T15:45:41.685Z |
| Last seen | 2026-08-05T15:45:41.685Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | 3dP8ZD3CGeqw · 1 stories |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
Rights status (four layers)
WeSearch handling by dimension
| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
Understand code change risk before it ships. Runs locally.Ledgerful analyzes Git repositories locally and produces risk, provenance, verification, and SOC 2-style evidence without uploading source code by default.Install LedgerfulCopySee how it worksv0.2.3 with SHA-256 checksums, SBOM, and cosign signing. Public — see release notes.What Ledgerful doesFour capabilities, all running on your machine. Nothing uploads by default.Track every changeOn commit, Ledgerful writes a signed, tamper-evident record of what changed and why — an audit trail for code inside the normal git workflow.Signed record on commitTamper-evident audit trailGit-integrated workflowAssess riskBefore a commit, Ledgerful analyzes the blast radius of a change — affected files, which tests to run, risk level, and complexity…
Excerpt limited to ~120 words for fair-use compliance. The full article is at Ledgerful.
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