Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add James-Chahwan/repo-graph --skill glia-debuggit clone --depth 1 https://github.com/James-Chahwan/repo-graphWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/james-chahwan/repo-graph/glia-debug)<a href="https://agentmods.dev/skills/james-chahwan/repo-graph/glia-debug"><img src="https://agentmods.dev/badge/skills/james-chahwan/repo-graph/glia-debug/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/james-chahwan/repo-graph/glia-debug"><img src="https://agentmods.dev/badge/skills/james-chahwan/repo-graph/glia-debug.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00054 | $0.00894 |
| Opus 5.5 | $0.00022 | $0.00358 |
| Sonnet 5.5 | $0.00011 | $0.00179 |
| Haiku 4.5 | $0.00005 | $0.00089 |
Grade A, and why
glia-debug scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 5d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 39 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Debug from a failure
Start from the error, not a filename. glia matches the frames, test id or changed paths in a failure to nodes in its graph, then ranks the code around them.
Transports
Use whichever is available, in this order: the repo-graph MCP tools when loaded (mcp__repo-graph__<tool>, or mcp__plugin_repo-graph_repo-graph__<tool> from the Claude Code plugin; they may be deferred, so search your tool list first); the glia CLI when on PATH; else uvx --from glia-cli glia <command> .. (no install; the first run downloads the wheel); else uvx mcp-repo-graph <verb>. The MCP tools and uvx mcp-repo-graph print the same text; the glia CLI answers the same question with --json rows (file, line, tier). Run any of them at the repo root (. below).
| Want | MCP tool call | glia CLI | uvx mcp-repo-graph |
|---|---|---|---|
| Code a stacktrace points at | find query=<failure> kind=stacktrace |
glia resolve . "<signal>" --kind stacktrace --json |
uvx mcp-repo-graph find - --kind stacktrace |
| Code a failing test id points at | find query=<test id> kind=test |
glia resolve . "<test id>" --kind test --json |
uvx mcp-repo-graph find "<test id>" --kind test |
| What a diff touches | find query=<diff> kind=diff |
glia diff-impact . --diff <file> --json |
uvx mcp-repo-graph find - --kind diff |
| The tests to run | impact nodes=<node> |
glia tests-for . <node> --json |
uvx mcp-repo-graph impact "<node>" |
Steps
-
Give the raw failure. Don't trim it to one line: the frames are the signal.
--kindisauto(sniff, the default),stacktrace,testordiff.glia resolve . "$(pytest -x 2>&1 | tail -n 80)" --kind stacktrace --json glia resolve . "tests/test_cart.py::test_total" --kind test --json git diff > /tmp/d.diff && glia diff-impact . --diff /tmp/d.diff --json pytest -x 2>&1 | uvx mcp-repo-graph find - --kind stacktrace -
Read the top hits: open each row's
file:line(over MCP,read node=<a>,<b>slices them in one call with acontext:footer of callers and covering tests). -
Find the tests that cover the suspect:
glia tests-for . <node> --json, or for the whole changeglia tests-for . --base main --json. Run those first. -
Widen only if the cause isn't there:
glia blast-radius . <node> --direction both --depth 1 --jsonlists the direct callers and callees.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 5d ago First seen · 39 lines · 54 tokens per session scan A 302e7dbd3f1c
glia-debug is a skill published in the GitHub repository James-Chahwan/repo-graph (55 stars, last pushed 3d ago), licensed MIT. It adds 54 tokens to every session and 894 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-11-02.
glia-debug compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| glia-debugJames-Chahwan/repo-graph | Skill | 55 | 3d ago | MIT | A | 54 | Claude Code |
| systematic-debuggingopen-metadata/OpenMetadata | Skill | 16k | yesterday | Apache-2.0 | A | 37 | Claude Code |
| log-error-digestzebbern/claude-code-guide | Skill | 4.7k | 3d ago | MIT | A | 71 | Claude Code, Codex |
| cwv-optimizeradobe/skills | Skill | 319 | yesterday | Apache-2.0 | A | 112 | Claude Code |
| ci-fixersipyourdrink-ltd/bernstein | Skill | 1.2k | yesterday | Apache-2.0 | A | 15 | Claude Code, Codex |
| incident-response-incident-responsermyndharis/antigravity-skills | Skill | 1.9k | 23d ago | MIT | A | 36 | Claude Code |
| triaging-web-analytics-supportPostHog/posthog | Skill | 41k | yesterday | none | A | 151 | Claude Code, Codex |