10 actions in 9 pieces of software · ranked by words, meaning and measured trust · 678 ms

1. 1transformer-lens-interpretabilityverified and signedpassport

   skillorchestra-research/ai-research-skillsrecord

   • transformer-lens-interpretability

     Provides guidance for mechanistic interpretability research using TransformerLens to inspect and manipulate transformer internals via HookPoints and activation caching. Use when reverse-engineering model algorithms, studying attention patterns, or performing activation patching experiments.

2. 2nnsight-remote-interpretabilityverified and signedpassport

   skillorchestra-research/ai-research-skillsrecord

   • nnsight-remote-interpretability

     Provides guidance for interpreting and manipulating neural network internals using nnsight with optional NDIF remote execution. Use when needing to run interpretability experiments on massive models (70B+) without local GPU resources, or when working with any PyTorch architecture.

3. 3danielkrejci/sentence-transformerverified and signedpassport

   modelrecord

   • danielkrejci/sentence-transformer

4. 4context-lensfound in code, not yet checkedno passport yet

   MCP servertiagoschr/context-lens

   • lens_status

     Return index statistics and token economy summary.

   • lens_explain_symbol

     Deep dive on one symbol: full source, callers, docstring.

5. 5negentropy-lensverified and signedpassport

   skillbencium/bencium-marketplacerecord

   • negentropy-lens

     A decision-support framework that evaluates systems, architectures, and strategies through the entropy (decay) vs negentropy (growth) lens, while surfacing tacit knowledge gaps. Use this skill whenever the user is making architecture decisions, evaluating system designs, reviewing technical approach

6. 6lens-mcpfound in code, not yet checkedno passport yet
   • lens_consistency_markers

     Check that evidence markers counted in a source artifact survive into every rendered output. Deterministic, no LLM, exit 6 on a violation. Catches the caveat, citation or hedge that gets dropped between formats — the source says 'as-of 2026-04' and the rendered deck quietly does not. Matching is CAS

7. 7ai-lensfound in code, not yet checkedno passport yet

   MCP serverbaobao1044/ai-lens

   • ai_lens_semantic_search

     Find symbols by meaning instead of exact text match.

8. 8lensfound in code, not yet checkedno passport yet
   • lens_outline

     Get a compact symbol map (functions, classes, headings) of a file with line numbers — understand structure without reading the whole file.

9. 9retrieval-lensfound in code, not yet checkedno passport yet
   • retrieval_diff