Observe Trace
ruvnet/ruflo
Trace agent execution by collecting spans and building a trace tree for a task
This skill should be used when the user asks "who calls this function", "what does X call", "trace the call chain", "find callers of", "show dependencies", "what depends on", "trace call path"…
$ npx skills add DmNote-App/DmNote --skill codebase-memory-tracing -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install DmNote-App/DmNote codebase-memory-tracing --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/DmNote-App/DmNote.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.codex/skills/codebase-memory-tracing .claude/skills/codebase-memory-tracing && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "codebase-memory-tracing" agent skill from https://github.com/DmNote-App/DmNote/tree/main/.codex/skills/codebase-memory-tracing into .claude/skills/codebase-memory-tracing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "codebase-memory-tracing", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/DmNote-App/DmNote/tree/main/.codex/skills/codebase-memory-tracingType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add DmNote-App/DmNote --skill codebase-memory-tracing -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install DmNote-App/DmNote codebase-memory-tracing --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/DmNote-App/DmNote.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.codex/skills/codebase-memory-tracing .agents/skills/codebase-memory-tracing && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "codebase-memory-tracing" agent skill from https://github.com/DmNote-App/DmNote/tree/main/.codex/skills/codebase-memory-tracing into .agents/skills/codebase-memory-tracing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "codebase-memory-tracing", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add DmNote-App/DmNote --skill codebase-memory-tracing -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install DmNote-App/DmNote codebase-memory-tracing --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/DmNote-App/DmNote.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.codex/skills/codebase-memory-tracing .cursor/skills/codebase-memory-tracing && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "codebase-memory-tracing" agent skill from https://github.com/DmNote-App/DmNote/tree/main/.codex/skills/codebase-memory-tracing into .cursor/skills/codebase-memory-tracing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "codebase-memory-tracing", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/DmNote-App/DmNote.git --path .codex/skills/codebase-memory-tracing--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add DmNote-App/DmNote --skill codebase-memory-tracing -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install DmNote-App/DmNote codebase-memory-tracing --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/DmNote-App/DmNote.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.codex/skills/codebase-memory-tracing .gemini/skills/codebase-memory-tracing && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "codebase-memory-tracing" agent skill from https://github.com/DmNote-App/DmNote/tree/main/.codex/skills/codebase-memory-tracing into .gemini/skills/codebase-memory-tracing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "codebase-memory-tracing", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install DmNote-App/DmNote codebase-memory-tracingInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add DmNote-App/DmNote --skill codebase-memory-tracing -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/DmNote-App/DmNote.git skills-src && mkdir -p .github/skills && cp -r skills-src/.codex/skills/codebase-memory-tracing .github/skills/codebase-memory-tracing && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "codebase-memory-tracing" agent skill from https://github.com/DmNote-App/DmNote/tree/main/.codex/skills/codebase-memory-tracing into .github/skills/codebase-memory-tracing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "codebase-memory-tracing", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add DmNote-App/DmNote --skill codebase-memory-tracing -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install DmNote-App/DmNote codebase-memory-tracing --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/DmNote-App/DmNote.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.codex/skills/codebase-memory-tracing .opencode/skills/codebase-memory-tracing && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "codebase-memory-tracing" agent skill from https://github.com/DmNote-App/DmNote/tree/main/.codex/skills/codebase-memory-tracing into .opencode/skills/codebase-memory-tracing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "codebase-memory-tracing", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
codebase-memory-tracingThis skill should be used when the user asks "who calls this function", "what does X call", "trace the call chain", "find callers of", "show dependencies", "what depends on", "trace call path"…
Codebase Memory Tracing is an agent skill from DmNote-App/DmNote. This skill should be used when the user asks "who calls this function", "what does X call", "trace the call chain", "find callers of", "show dependencies", "what depends on", "trace call path", "find all references to", "impact analysis", or needs to understand function call relationships and dependency chains.
Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: Make it yours. A customizable key viewer for DJMAX RESPECT V and any game. The licence is GPL-3.0.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit baac1e8. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Codebase Memory Tracing loads about 1.1k tokens when it runs. Until then it costs about 84 tokens; SKILL.md has 334 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from DmNote-App/DmNote at commit baac1e8, republished under its GPL-3.0 licence (© DmNote-App). 334 words, ~1,060 tokens.
.claude/skills/codebase-memory-tracing/SKILL.md (or your agent's skills folder).Use graph tools to trace function call relationships. One trace_call_path call replaces dozens of grep searches across files.
trace_call_path requires an exact name match. If you don't know the exact name, discover it first with regex:
search_graph(name_pattern=".*Order.*", label="Function")Use full regex for precise discovery — no full-text search needed:
(?i)order — case-insensitive^(Get|Set|Delete)Order — CRUD variants.*Order.*Handler$ — handlers onlyqn_pattern=".*services\\.order\\..*" — scope to order service directoryThis returns matching functions with their qualified names and file locations.
trace_call_path(function_name="ProcessOrder", direction="inbound", depth=3)Returns a hop-by-hop list of all functions that call ProcessOrder, up to 3 levels deep.
trace_call_path(function_name="ProcessOrder", direction="outbound", depth=3)trace_call_path(function_name="ProcessOrder", direction="both", depth=3)Always use direction="both" for complete context. Cross-service HTTP_CALLS edges from other services appear as inbound edges — direction="outbound" alone misses them.
After finding interesting callers/callees, read their source:
get_code_snippet(qualified_name="project.path.module.FunctionName")To see all HTTP links between services with URLs and confidence scores:
query_graph(query="MATCH (a)-[r:HTTP_CALLS]->(b) RETURN a.name, b.name, r.url_path, r.confidence ORDER BY r.confidence DESC LIMIT 20")Filter by URL path:
query_graph(query="MATCH (a)-[r:HTTP_CALLS]->(b) WHERE r.url_path CONTAINS '/orders' RETURN a.name, b.name, r.url_path")Find dispatch functions by name pattern, then trace:
search_graph(name_pattern=".*CreateTask.*|.*send_to_pubsub.*")
trace_call_path(function_name="CreateMultidataTask", direction="both")Find which structs implement an interface method:
query_graph(query="MATCH (s)-[r:OVERRIDE]->(i) WHERE i.name = 'Read' RETURN s.name, i.name LIMIT 20")query_graph(query="MATCH (a)-[r:USAGE]->(b) WHERE b.name = 'ProcessOrder' RETURN a.name, a.file_path LIMIT 20")Add risk_labels=true to get risk classification on each node:
trace_call_path(function_name="ProcessOrder", direction="inbound", depth=3, risk_labels=true)Returns nodes with risk (CRITICAL/HIGH/MEDIUM/LOW) based on hop depth, plus an impact_summary with counts. Risk mapping: hop 1=CRITICAL, 2=HIGH, 3=MEDIUM, 4+=LOW.
Map uncommitted changes to affected symbols and their blast radius:
detect_changes()
detect_changes(scope="staged")
detect_changes(scope="branch", base_branch="main")Returns changed files, changed symbols, and impacted callers with risk classification. Scopes: unstaged, staged, all (default), branch.
depth=1 for quick answers, increase only if needed (max 5).CALLS (direct), HTTP_CALLS (cross-service), ASYNC_CALLS (async dispatch), USAGE (read reference), OVERRIDE (interface implementation).search_graph(relationship="HTTP_CALLS") filters nodes by degree — it does NOT return edges. Use query_graph with Cypher to see actual edges with properties.detect_changes requires git in PATH.© DmNote-App, GPL-3.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .codex/skills/codebase-memory-tracing of DmNote-App/DmNote.
Open the folder on GitHubat commit baac1e8
Codebase Memory Tracing next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Codebase Memory Tracing this skillDmNote-App/DmNote | 2.4k | — | ~1.1k | Automated safety check: Pass | GPL-3.0 | |
| Observe Traceruvnet/ruflo | 74k | — | ~522 | Automated safety check: Notes | MIT | |
| Tracezereight/gitlab-mcp | 2k | 1 repos | ~412 | Automated safety check: Pass | MIT | |
| Distributed Tracingwshobson/agents | 40k | 11 repos | ~527 | Automated safety check: Pass | MIT | |
| Arize Tracegithub/awesome-copilot | 40k | 1 repos | ~5.9k | Automated safety check: Notes | MIT | |
| Evidence-Driven TraceYeachan-Heo/oh-my-claudecode | 40k | — | ~2.6k | Automated safety check: Pass | MIT |
ruvnet/ruflo
Trace agent execution by collecting spans and building a trace tree for a task
zereight/gitlab-mcp
Evidence-driven tracing with competing hypotheses in parallel.
wshobson/agents
Implement distributed tracing with Jaeger and Tempo to track requests across microservices and identify performance bottlenecks.
github/awesome-copilot
Downloads, exports, and inspects existing Arize traces and spans to understand what an LLM app is doing or debug runtime issues.
Yeachan-Heo/oh-my-claudecode
Explains why something happened by generating competing hypotheses, gathering evidence in parallel, ranking explanations and proposing the next discriminating probe.
kubesphere/kubesphere
Installs and configures WizTelemetry Tracing for KubeSphere, an OpenTelemetry-based tracing extension, and covers its components, query API and auto-instrumentation.
DmNote-App/DmNote
This skill should be used when the user asks to "explore the codebase", "understand the architecture", "what functions exist", "show me the structure", "how is the code organized", "find functions…
DmNote-App/DmNote
This skill should be used when the user asks about "dead code", "find dead code", "detect dead code", "show dead code", "dead code analysis", "unused functions", "find unused functions"…
DmNote-App/DmNote
This skill should be used when the user asks about "codebase-memory-mcp tools", "graph query syntax", "Cypher query examples", "edge types", "how to use searchgraph", "querygraph examples", or needs…
DmNote-App/DmNote
원인이 불명확한 버그를 독립 서브에이전트와 병렬로 추적한다. An agent skill from DmNote-App/DmNote.
DmNote-App/DmNote
구현 전 독립 서브에이전트에게 계획을 검증받는다. An agent skill from DmNote-App/DmNote.
DmNote-App/DmNote
독립 서브에이전트의 적대적 코드 리뷰. An agent skill from DmNote-App/DmNote.
This skill should be used when the user asks "who calls this function", "what does X call", "trace the call chain", "find callers of", "show dependencies", "what depends on", "trace call path"…. Codebase Memory Tracing is an agent skill from DmNote-App/DmNote. This skill should be used when the user asks "who calls this function", "what does X call", "trace the call chain", "find callers of", "show dependencies", "what depends on", "trace call path", "find all references to", "impact analysis", or needs to understand function call relationships and dependency chains.
Codebase Memory Tracing fits situations like: asks who calls this function; what does X call; trace the call chain; find callers of.
Run `npx skills add DmNote-App/DmNote --skill codebase-memory-tracing -a claude-code`. Or copy the skill folder (.codex/skills/codebase-memory-tracing in DmNote-App/DmNote) into .claude/skills/codebase-memory-tracing in your project. Claude Code loads it when a task matches its description.
Run `npx skills add DmNote-App/DmNote --skill codebase-memory-tracing -a codex`. Or copy the skill folder (.codex/skills/codebase-memory-tracing in DmNote-App/DmNote) into .agents/skills/codebase-memory-tracing in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add DmNote-App/DmNote --skill codebase-memory-tracing -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/codebase-memory-tracing, .gemini/skills/codebase-memory-tracing, .github/skills/codebase-memory-tracing and .opencode/skills/codebase-memory-tracing in your project.
SKILL.md names no scripts, command-line tools or credentials: Codebase Memory Tracing is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Codebase Memory Tracing is published under the GPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.1k tokens (SKILL.md is roughly 4.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Codebase Memory Tracing: Observe Trace (ruvnet/ruflo, 74k stars), Trace (zereight/gitlab-mcp, 2k stars), Distributed Tracing (wshobson/agents, 40k stars) and Arize Trace (github/awesome-copilot, 40k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
DmNote-App (a GitHub organization) maintains it in DmNote-App/DmNote, which has 2,403 GitHub stars. The repository holds 7 skills in this directory. The repository was last updated on September 30, 2026.
Source: DmNote-App/DmNote on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.