102+ tools planned across the lifecycle.
SpanForge is building a complete toolkit covering every decision, gate, and deployment challenge across the five-phase AI lifecycle. Tools are published to this page as they go live — check back as the platform ships.
Planned tools per phase
86 utilities. 10 production gaps closed.
The ainternals utility layer ships 86 Python CLI tools — zero external dependencies — organised by the exact production gap each one closes. Every tool targets a real failure mode in AI delivery.
Security & Trust
Exposed credentials, injection attacks, and PII leaks destroy AI trust before a product ships.
Data Quality & Lineage
Bad data is the #1 cause of AI failure. Teams cannot prove data provenance to regulators.
Prompt Engineering Discipline
Prompts are production artefacts but treated like scratch files — no versioning, no testing, no governance.
RAG Pipeline Quality
Most RAG failures are invisible — wrong chunks retrieved, wrong re-ranking, stale knowledge — with no metrics to detect them.
Compliance & Cost Control
Standard infra monitoring cannot see inside an LLM call. AI costs spiral silently. Incidents are found by users, not operators.
Performance & Reliability
AI systems shipped without load testing and latency profiling routinely fail at the first traffic spike.
Compliance & Governance
EU AI Act, GDPR, and DPDP require structured evidence — not policy docs. Most teams cannot produce it on demand.
Agent Safety & Control
Autonomous agents are the highest-risk AI pattern. Teams deploy them with no audit trail, no scope enforcement, and no rollback.
CI/CD Gates & DevOps
AI projects lack the project scaffolding, environment validation, and deployment controls that software teams take for granted.
Developer Productivity & Testing
AI teams burn real API budget in CI, have no offline testing capability, and manage golden test sets manually.
Published tools
These tools are live and documented. Click any card to read the docs.
Showing 2 of 2 public tools
spanforge-secrets
CI Gate 01. Scans prompt files and training data for PII (10 entity types) and exposed API keys (5 platforms). Structured JSON output, HMAC audit-chain verification, and exit codes for pipeline integration.
sf-validate
CI compliance gate for RFC-0001 JSONL audit-log streams. Unifies per-event JSON schema validation and HMAC chain verification in a single pass. Outputs GitHub Actions annotations, SARIF, and JUnit XML.
What is in the platform.
The SpanForge toolkit spans six categories. Each tool maps to one phase of the lifecycle and one dimension of the T.R.U.S.T. Framework.