Public scan — anyone with this URL can view this analysis. Sign up to track your own repos privately, run scheduled re-scans, and get AI fix prompts via your dashboard.
Sign up free Scan another repo

Bebert9900/Abliteration

https://github.com/Bebert9900/Abliteration · scanned 2026-06-17 01:20 UTC (1 month, 2 weeks ago)

39 raw signals (0 security + 39 graph)

File as issue Image
UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 2 weeks ago · v2 · last Δ +2.5 (diff) · 32 actionable findings from 1 signal source. 7 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
79.2
/100
Security checks
79
0 findings
System graph
79
55.6% cov · 32 findings
Critical
0
click to filter
Agents
10
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 1 Medium 4 Low 25 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 32 Crowd 0 Layer: Software 19 Security 2 Cicd 1 Quality 10
Corpus Intelligence Cross-corpus context (cohort percentile, top patterns, fix plan) is shown only on repositories you own. Sign up and connect your repo to view it.
Scan summary Repository scanned at 79.2/100 with 55.6% coverage. It contains 682 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 39 findings — concentrated in software (19), quality (17), security (2). Risk profile is high: 0 critical, 1 high, 4 medium. Recommended next step: open the software layer findings first — that's where the highest-impact wins live.

Showing 29 of 32 actionable findings. 39 raw detector signals were grouped into reader-sized issues. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

high System graph security security conf 1.00 Insecure pattern 'eval_used' in README.md:101
Found a known-risky pattern (eval_used). Review and replace if possible.
README.md:101 Eval used
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: AGENTS.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
AGENTS.md VerificationAgents md
medium System graph quality Agent instructions conf 1.00 Agent instructions exist but release-hardening basics are missing
AI-coder instruction files were found, but the repo is missing license. Treat this as a contract gap: the agent is guided, but the generated output is not yet guarded by the controls that make it repeatable.
Repo hardeningGenerated repo pattern
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — abliteration/io/export_gguf.py:52
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph security Coverage conf 1.00 No auth library detected
The scanner did not find any standard auth library (JWT, OAuth, NextAuth, Auth0, etc.). The repo has auth/admin/session surface indicators, so auth may live in custom code, in a separate service, or be missing.
auth
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 32 console/debugger/print-style debug statements in non-test source. This is a common fast-generation residue before production cleanup.
CleanupRepo hardeningGenerated repo pattern
low System graph quality Integrity conf 1.00 8 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: abliteration/circuits/dla.py:ranked, abliteration/circuits/attribution.py:ranked This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate.
8 occurrences
repo-level (8 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: abliteration/circuits/patching.py:necessity, abliteration/circuits/patching.py:sufficiency, abliteration/circuits/patching.py:validate_component This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-…
duplicatesduplication
low System graph quality License conf 1.00 No license file detected
No LICENSE/COPYING/NOTICE file was found. Generated repositories often omit licensing, which blocks reuse and automated intake.
Repo hardeningGenerated repo pattern
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_abliterate
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abliteration/cli.py:584
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_apply
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abliteration/cli.py:558
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_concept_direction
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abliteration/cli.py:993
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_concept_probe
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abliteration/cli.py:1019
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_concept_separability
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abliteration/cli.py:1097
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_concept_steer
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abliteration/cli.py:1042
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_diagnose
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abliteration/cli.py:795
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_eval
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abliteration/cli.py:734
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_extract
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abliteration/cli.py:512
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_heal
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abliteration/cli.py:966
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_optimize
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abliteration/cli.py:651
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_schema
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abliteration/cli.py:1132
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_select
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abliteration/cli.py:536
low System graph software Dead code conf 1.00 Possibly dead Python function: hook
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abliteration/ablation/hooks.py:52
low System graph software Dead code conf 1.00 Possibly dead Python function: post_hook
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abliteration/circuits/backend.py:241
low System graph software Dead code conf 1.00 Possibly dead Python function: post_hook
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abliteration/circuits/attribution.py:189
low System graph software Dead code conf 1.00 Possibly dead Python function: pre_hook
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abliteration/circuits/backend.py:218
low System graph software Dead code conf 1.00 Possibly dead Python function: pre_hook
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abliteration/circuits/attribution.py:175
low System graph software Dead code conf 1.00 Possibly dead Python function: score_fn
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abliteration/cli.py:400
low System graph quality Complexity conf 1.00 Very large file: abliteration/cli.py (1164 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
For AI agents: Voting guide (TP/FP) MCP manifest Stdio wrapper SARIF Integrate Findings queue Vote TP/FP on findings to calibrate the engine.
For AI agents + API integrations
Email me when this repo regresses
Free. We re-scan periodically; new criticals → your inbox. No signup required for the scan itself.
API access

This page is publicly accessible at: https://repobility.com/scan/44cfbd91-d7e1-4538-a522-1e3198acc413/

To check status programmatically (no auth required): 

curl -s https://repobility.com/api/v1/public/scan/44cfbd91-d7e1-4538-a522-1e3198acc413/

Important — please don't re-submit the same URL repeatedly. The submission endpoint is idempotent: re-submitting the same git URL returns this same scan_token, not a new one. To re-scan this repo, sign up free and use the dashboard.