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

roryford/manifold-llama

https://github.com/roryford/manifold-llama · scanned 2026-06-15 23:55 UTC (2 months, 3 weeks ago)

8 raw signals (0 security + 8 graph)

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

Complete repo analysis

Last scanned 2 months, 3 weeks ago · v1 · 7 actionable findings from 1 signal source. 1 repeated signal grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
84.9
/100
Security checks
85
0 findings
System graph
85
77.8% cov · 7 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 0 Medium 4 Low 2 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 7 Crowd 0 Layer: Network 1 Frontend 1 Security 1 Cicd 3 Quality 1

All 262 nodes from the latest scan, grouped by kind. Each node is a unit the engine identified (file, function, endpoint, table…). Most users won't need this view — it's primarily for debugging the engine's graph extraction or for AI agents that want to enumerate the project structure.

LabelLayerStatusPath
release-please-config.json software healthy release-please-config.json
README.md software healthy README.md
LICENSE software healthy LICENSE
.release-please-manifest.json software healthy .release-please-manifest.json
CHANGELOG.md software healthy CHANGELOG.md
Package.swift software healthy Package.swift
LLAMA_CONTRACT.md software healthy docs/LLAMA_CONTRACT.md
LlamaGenerationDriver.swift software healthy Sources/ManifoldLlama/LlamaGenerationDriver.swift
LlamaBackend.swift software healthy Sources/ManifoldLlama/LlamaBackend.swift
InferenceService+LlamaLogLevel.swift software healthy Sources/ManifoldLlama/InferenceService+LlamaLogLevel.swift
LlamaSamplingPolicy.swift software healthy Sources/ManifoldLlama/LlamaSamplingPolicy.swift
LlamaReranker.swift software healthy Sources/ManifoldLlama/LlamaReranker.swift
LlamaBackendProcessLifecycle.swift software healthy Sources/ManifoldLlama/LlamaBackendProcessLifecycle.swift
LlamaBackends.swift software healthy Sources/ManifoldLlama/LlamaBackends.swift
LlamaEmbeddingBackend.swift software healthy Sources/ManifoldLlama/LlamaEmbeddingBackend.swift
LlamaModelLoader.swift software healthy Sources/ManifoldLlama/LlamaModelLoader.swift
LlamaToolMarkers.swift software healthy Sources/ManifoldLlama/LlamaToolMarkers.swift
LlamaTokenization.swift software healthy Sources/ManifoldLlama/LlamaTokenization.swift
ManifoldLlama.md software healthy Sources/ManifoldLlama/ManifoldLlama.docc/ManifoldLlama.md
LlamaTokenizationTests.swift software healthy Tests/ManifoldLlamaTests/LlamaTokenizationTests.swift
LlamaMirostatV2SamplerPlumbingTests.swift software healthy Tests/ManifoldLlamaTests/LlamaMirostatV2SamplerPlumbingTest…
LlamaEmbeddingBackendTests.swift software healthy Tests/ManifoldLlamaTests/LlamaEmbeddingBackendTests.swift
LlamaKVPersistenceTests.swift software healthy Tests/ManifoldLlamaTests/LlamaKVPersistenceTests.swift
LlamaBackendProcessLifecycleTests.swift software healthy Tests/ManifoldLlamaTests/LlamaBackendProcessLifecycleTests.…
LlamaToolCapabilityTests.swift software healthy Tests/ManifoldLlamaTests/LlamaToolCapabilityTests.swift
LlamaTopKConsumptionTests.swift software healthy Tests/ManifoldLlamaTests/LlamaTopKConsumptionTests.swift
LlamaMemoryPressureHandlerAuditTests.swift software healthy Tests/ManifoldLlamaTests/LlamaMemoryPressureHandlerAuditTes…
LlamaBackendResourceReleaseConformanceTest.swift software healthy Tests/ManifoldLlamaTests/LlamaBackendResourceReleaseConform…
LlamaGrammarSamplerTests.swift software healthy Tests/ManifoldLlamaTests/LlamaGrammarSamplerTests.swift
LlamaRerankerTests.swift software healthy Tests/ManifoldLlamaTests/LlamaRerankerTests.swift
LlamaKVReuseTests.swift software healthy Tests/ManifoldLlamaTests/LlamaKVReuseTests.swift
LlamaDRYSamplerPlumbingTests.swift software healthy Tests/ManifoldLlamaTests/LlamaDRYSamplerPlumbingTests.swift
LlamaBackendTests.swift software healthy Tests/ManifoldLlamaTests/LlamaBackendTests.swift
LlamaKVCacheReuseDeterminismTests.swift software healthy Tests/ManifoldLlamaTests/LlamaKVCacheReuseDeterminismTests.…
LlamaXTCSamplerPlumbingTests.swift software healthy Tests/ManifoldLlamaTests/LlamaXTCSamplerPlumbingTests.swift
LlamaThinkingMarkerAutoDiscoveryTests.swift software healthy Tests/ManifoldLlamaTests/LlamaThinkingMarkerAutoDiscoveryTe…
LlamaArchitecturePreflightTests.swift software healthy Tests/ManifoldLlamaTests/LlamaArchitecturePreflightTests.sw…
LlamaToolCallParserTests.swift software healthy Tests/ManifoldLlamaTests/LlamaToolCallParserTests.swift
LlamaSeedDeterminismTests.swift software healthy Tests/ManifoldLlamaTests/LlamaSeedDeterminismTests.swift
LlamaLocalBackendContractTests.swift software healthy Tests/ManifoldLlamaTests/LlamaLocalBackendContractTests.swi…
LlamaPrefillFootprintIntegrationTests.swift software healthy Tests/ManifoldLlamaTests/LlamaPrefillFootprintIntegrationTe…
LlamaBackendMemoryPressureTests.swift software healthy Tests/ManifoldLlamaTests/LlamaBackendMemoryPressureTests.sw…
LlamaKVCacheSecureWipeTests.swift software healthy Tests/ManifoldLlamaTests/LlamaKVCacheSecureWipeTests.swift
LlamaModernSamplerIntegrationTests.swift software healthy Tests/ManifoldLlamaTests/LlamaModernSamplerIntegrationTests…
LlamaSamplingPolicyTests.swift software healthy Tests/ManifoldLlamaTests/LlamaSamplingPolicyTests.swift
LlamaGrammarConformanceTests.swift software healthy Tests/ManifoldLlamaTests/Conformance/LlamaGrammarConformanc…
LlamaBackendContractTests.swift software healthy Tests/ManifoldLlamaTests/Conformance/LlamaBackendContractTe…
LlamaThinkingGrammarTests.swift software healthy Tests/ManifoldLlamaTests/Conformance/LlamaThinkingGrammarTe…
LlamaToolGrammarCompileTests.swift software healthy Tests/ManifoldLlamaTests/Conformance/LlamaToolGrammarCompil…
REDACTION_POLICY.md software healthy Tests/Fixtures/REDACTION_POLICY.md

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
docs software healthy docs
Sources software healthy Sources
ManifoldLlama software healthy Sources/ManifoldLlama
ManifoldLlama.docc software healthy Sources/ManifoldLlama/ManifoldLlama.docc
Tests software healthy Tests
ManifoldLlamaTests software healthy Tests/ManifoldLlamaTests
Conformance software healthy Tests/ManifoldLlamaTests/Conformance
Fixtures software healthy Tests/Fixtures
_migration software healthy Tests/Fixtures/_migration
backends software healthy Tests/Fixtures/backends
openai software healthy Tests/Fixtures/backends/openai
usage software healthy Tests/Fixtures/backends/openai/usage
basic software healthy Tests/Fixtures/backends/openai/usage/basic
finalizer software healthy Tests/Fixtures/backends/openai/finalizer
terminal software healthy Tests/Fixtures/backends/openai/finalizer/terminal
finish-reason software healthy Tests/Fixtures/backends/openai/finish-reason
length-stop software healthy Tests/Fixtures/backends/openai/finish-reason/length-stop
tool-calls software healthy Tests/Fixtures/backends/openai/tool-calls
simple software healthy Tests/Fixtures/backends/openai/tool-calls/simple
reasoning software healthy Tests/Fixtures/backends/openai/reasoning
with-summary software healthy Tests/Fixtures/backends/openai/reasoning/with-summary
streaming software healthy Tests/Fixtures/backends/openai/streaming
simple-prompt software healthy Tests/Fixtures/backends/openai/streaming/simple-prompt
mlx software healthy Tests/Fixtures/backends/mlx
foundation software healthy Tests/Fixtures/backends/foundation
llama software healthy Tests/Fixtures/backends/llama
openai_responses software healthy Tests/Fixtures/backends/openai_responses
usage software healthy Tests/Fixtures/backends/openai_responses/usage
basic software healthy Tests/Fixtures/backends/openai_responses/usage/basic
error software healthy Tests/Fixtures/backends/openai_responses/error
in-stream software healthy Tests/Fixtures/backends/openai_responses/error/in-stream
tool-calls software healthy Tests/Fixtures/backends/openai_responses/tool-calls
simple software healthy Tests/Fixtures/backends/openai_responses/tool-calls/simple
reasoning software healthy Tests/Fixtures/backends/openai_responses/reasoning
summarized software healthy Tests/Fixtures/backends/openai_responses/reasoning/summariz…
streaming software healthy Tests/Fixtures/backends/openai_responses/streaming
simple-prompt software healthy Tests/Fixtures/backends/openai_responses/streaming/simple-p…
ollama software healthy Tests/Fixtures/backends/ollama
usage software healthy Tests/Fixtures/backends/ollama/usage
basic software healthy Tests/Fixtures/backends/ollama/usage/basic
thinking software healthy Tests/Fixtures/backends/ollama/thinking
qwen-style software healthy Tests/Fixtures/backends/ollama/thinking/qwen-style
tool-calls software healthy Tests/Fixtures/backends/ollama/tool-calls
simple software healthy Tests/Fixtures/backends/ollama/tool-calls/simple
streaming software healthy Tests/Fixtures/backends/ollama/streaming
simple-prompt software healthy Tests/Fixtures/backends/ollama/streaming/simple-prompt
claude software healthy Tests/Fixtures/backends/claude
usage software healthy Tests/Fixtures/backends/claude/usage
basic software healthy Tests/Fixtures/backends/claude/usage/basic
thinking software healthy Tests/Fixtures/backends/claude/thinking

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
gha::release-please cicd healthy .github/workflows/release-please.yml
gha::core-bump cicd healthy .github/workflows/core-bump.yml
gha::canary cicd healthy .github/workflows/canary.yml
gha::ci cicd healthy .github/workflows/ci.yml

LabelLayerStatusPath
release-please cicd healthy .github/workflows/release-please.yml
bump cicd healthy .github/workflows/core-bump.yml
canary cicd healthy .github/workflows/canary.yml
test cicd healthy .github/workflows/ci.yml

LabelLayerStatusPath
port:04 network healthy .github/workflows/canary.yml
port:17 network healthy .github/workflows/canary.yml

LabelLayerStatusPath
repobility-clone-utw256cp software healthy /tmp/repobility-clone-utw256cp

LabelLayerStatusPath
gpu (detected) hardware healthy Tests/Fixtures/backends/mlx/README.md

LabelLayerStatusPath
RELEASE_AUTOMERGE_TOKEN cicd healthy —
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/40235898-ae3e-40a1-bd16-0d33a6ac7ce7/

To check status programmatically (no auth required): 

curl -s https://repobility.com/api/v1/public/scan/40235898-ae3e-40a1-bd16-0d33a6ac7ce7/

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.