dekko-debug SKILL.md skillA
dekko-debug from aahlijia/dekko is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add aahlijia/dekko/dekko-debug@git:20260927.bab3b36Pins git:20260927.bab3b36 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- aahlijia/dekko
- Path
integrations/claude/skills/dekko-debug/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260927.bab3b36, committed Sep 27, 2026
- Size
- 4,115 bytes
- Repository stars
- 6
- License
- MIT
Work a stack trace, exception, or error report from dekko's map instead of reading each frame's file. Trigger when given a traceback, an exception type or message, a failing test's error, or a question like "why does X raise", "who handles this error", "how does control get from A to B", or "where is this env var read", in a repo with a `.dekko/` directory. dekko has the raise sites, catch clauses, call paths and getenv reads indexed; the trace names the frames, the map explains them.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Debugging with dekko (frames first, files last) A traceback already names the symbols. Opening each frame's file to see what it does, what it raises, and who called it re-derives what the map holds. Ask the map, then read only the lines you'll change. Tool names below are the bare MCP names (`dekko-orient` has the prefixes and target syntax); the `throws`/`catches`/`trace`/`env` queries are CLI only. ## Question → tool | Question | Use | |---|---| | What is this frame, and does it carry a note? | `query_symbol file.py:func` (line-qualify with `:LINE` when the reply says it's an overload set) | | What does the raising function actually do here? | `get_context_pack` with `with_source=true`, budget ~800; a whole-file Read is the last resort | | Where can this exception come from? | `dekko query throws <sym>`: the function's own raise sites, each `repo-defined` or `external`; `--transitive --depth N` walks callees | | Who catches it, or should have? | `dekko query catches <ExcType>`: exact type-name matches plus catch-alls | …
Read the whole file at its exact version.
How to install
mdr add aahlijia/dekko/dekko-debug@sha256:913788cb07170fc8The line at the top of this page pins the label git:20260927.bab3b36, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_vhveu7c7r4bb6pls)
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Versions
The registry has recorded 1 version of this file, committed on Sep 27, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (4115 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
aahlijia/dekko · 6 stars · license MIT · pushed 2026-10-15 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_vhveu7c7r4bb6pls GET https://markdownregistry.com/api/v1/resolve?ref=aahlijia/dekko/dekko-debug GET https://markdownregistry.com/api/v1/blob/913788cb07170fc8fe884843e3edf47795e3398ced25b428fcc5417d8f602628
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.