Code Knowledge Graph
vibeeval/vibecosystem
Codebase'i knowledge graph olarak analiz et. An agent skill from vibeeval/vibecosystem.
Index a source-code repo into the Memtrace knowledge graph and poll the job to completion.
Install Memtrace Index
$ npx skills add syncable-dev/memtrace-public --skill memtrace-index -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install syncable-dev/memtrace-public memtrace-index --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/syncable-dev/memtrace-public.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/memtrace-skills/skills/memtrace-index .claude/skills/memtrace-index && 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 "memtrace-index" agent skill from https://github.com/syncable-dev/memtrace-public/tree/main/plugins/memtrace-skills/skills/memtrace-index into .claude/skills/memtrace-index/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memtrace-index", 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/syncable-dev/memtrace-public/tree/main/plugins/memtrace-skills/skills/memtrace-indexType 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 syncable-dev/memtrace-public --skill memtrace-index -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install syncable-dev/memtrace-public memtrace-index --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/syncable-dev/memtrace-public.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/memtrace-skills/skills/memtrace-index .agents/skills/memtrace-index && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "memtrace-index" agent skill from https://github.com/syncable-dev/memtrace-public/tree/main/plugins/memtrace-skills/skills/memtrace-index into .agents/skills/memtrace-index/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memtrace-index", 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 syncable-dev/memtrace-public --skill memtrace-index -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install syncable-dev/memtrace-public memtrace-index --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/syncable-dev/memtrace-public.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/memtrace-skills/skills/memtrace-index .cursor/skills/memtrace-index && 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 "memtrace-index" agent skill from https://github.com/syncable-dev/memtrace-public/tree/main/plugins/memtrace-skills/skills/memtrace-index into .cursor/skills/memtrace-index/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memtrace-index", 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/syncable-dev/memtrace-public.git --path plugins/memtrace-skills/skills/memtrace-index--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 syncable-dev/memtrace-public --skill memtrace-index -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install syncable-dev/memtrace-public memtrace-index --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/syncable-dev/memtrace-public.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/memtrace-skills/skills/memtrace-index .gemini/skills/memtrace-index && 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 "memtrace-index" agent skill from https://github.com/syncable-dev/memtrace-public/tree/main/plugins/memtrace-skills/skills/memtrace-index into .gemini/skills/memtrace-index/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memtrace-index", 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 syncable-dev/memtrace-public memtrace-indexInstalls 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 syncable-dev/memtrace-public --skill memtrace-index -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/syncable-dev/memtrace-public.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/memtrace-skills/skills/memtrace-index .github/skills/memtrace-index && 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 "memtrace-index" agent skill from https://github.com/syncable-dev/memtrace-public/tree/main/plugins/memtrace-skills/skills/memtrace-index into .github/skills/memtrace-index/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memtrace-index", 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 syncable-dev/memtrace-public --skill memtrace-index -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install syncable-dev/memtrace-public memtrace-index --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/syncable-dev/memtrace-public.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/memtrace-skills/skills/memtrace-index .opencode/skills/memtrace-index && 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 "memtrace-index" agent skill from https://github.com/syncable-dev/memtrace-public/tree/main/plugins/memtrace-skills/skills/memtrace-index into .opencode/skills/memtrace-index/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memtrace-index", 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.
Facts
- Skill name
memtrace-index- GitHub stars
- 486
- Token cost
- ~1.2k tokens
- SKILL.md length
- 550 words
- Files
- 1
- Skills in repo
- 27
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Index a source-code repo into the Memtrace knowledge graph and poll the job to completion.
- Works in 4 steps: Check if already indexed → Index the directory → Poll for completion → …
- The user asks to index
- SKILL.md covers Overview, Quick Reference, Steps and Error Handling, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Memtrace Index is an agent skill from syncable-dev/memtrace-public. Index a source-code repo into the Memtrace knowledge graph and poll the job to completion. Use when the user asks to index, parse, ingest, reindex, watch, or prepare a source-code repo for Memtrace analysis, when code exploration needs an index, or when searches return 0/partial results for source paths under an indexed root. Use this before Grep, Glob, rg, find, or manual code search whenever the repo can be indexed. For ongoing watch mode / live re-indexing after the initial index, use memtrace-continuous-memory.
Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Knowledge Management, covering Knowledge graphs and Codebase onboarding. It works with Model Context Protocol. The repository describes itself as: Structural memory for AI coding agents. Bi-temporal graph, MCP-native, zero LLM calls. Cursor · Claude Code · Codex · DeepSeek Harness · Hermes · VS Code · Windsurf.
When your agent uses it
- The user asks to index
- Prepare a source-code repo for Memtrace analysis
- Code exploration needs an index
- Searches return 0/partial results for source paths under an indexed root
Example prompts
- “/memtrace-index”
Workflow steps
4 steps, taken from the step headings in SKILL.md.
- Check if already indexed
- Index the directory
- Poll for completion
- Report to user
What it can do on your machine
Read from SKILL.md and the folder at commit 3a3084d. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are json).
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Memtrace Index loads about 1.2k tokens when it runs. Until then it costs about 134 tokens; SKILL.md has 550 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.
Safety
Auto-check passed
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.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 550 words (~1,162 tokens).
“Index a local codebase into the persistent code knowledge graph. This is always the first step — it parses every source file, resolves cross-file relationships, detects API endpoints/calls, runs community detection and process tracing, and embeds all symbols for semantic…”
- name
- memtrace-index
Files
Just SKILL.md in plugins/memtrace-skills/skills/memtrace-index of syncable-dev/memtrace-public.
Open the folder on GitHubat commit 3a3084d
Compare with similar skills
Memtrace Index 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 |
|---|---|---|---|---|---|---|
| Memtrace Index this skillsyncable-dev/memtrace-public | 486 | — | ~1.2k | Automated safety check: Pass | Custom licence | |
| Code Knowledge Graphvibeeval/vibecosystem | 531 | — | ~2.7k | Automated safety check: Notes | MIT | |
| Explore Codebase with Graphtirth8205/code-review-graph | 32k | 1 repos | ~335 | Automated safety check: Pass | MIT | |
| Forgetful Repo EncodingScottRBK/forgetful | 301 | — | ~1k | Automated safety check: Pass | MIT | |
| Compasscrabbuild/compass | 168 | — | ~5k | Automated safety check: Pass | Custom licence | |
| Codebase Domain Flow ExtractorEgonex-AI/Understand-Anything | 85k | 1 repos | ~2.4k | Automated safety check: Pass | MIT |
Similar skills
Explore Codebase with Graph
tirth8205/code-review-graph
Navigates a codebase through the code-review-graph MCP tools: architecture overview, symbol search, caller and callee tracing, flows and oversized functions.
Forgetful Repo Encoding
ScottRBK/forgetful
Encodes a repository into the Forgetful knowledge base as a project, entities, atomic memories and documents, so a second run updates instead of duplicating.
Compass
crabbuild/compass
A skill your agent uses for graph-first AI coding sessions and repository analysis: session initialization, architecture maps, dependency or call-graph tracing, symbol and repository search…
Codebase Domain Flow Extractor
Egonex-AI/Understand-Anything
Extracts business domains, flows and process steps from a codebase and produces an interactive horizontal flow graph, reusing an existing knowledge graph when one exists.
Memory
yonatangross/orchestkit
Read-side memory operations on the knowledge graph: search past decisions and patterns, load session context, view decision timelines, render Mermaid graph visualizations.
More from syncable-dev/memtrace-public
All 27 skills in this repoMemtrace Change Impact Analysis
syncable-dev/memtrace-public
Compute what a planned source-code change will break — blast radius, affected processes, cross-repo callers, temporal stability, and Cortex decision-memory constraints — and produce a risk-rated…
Memtrace Cochange
syncable-dev/memtrace-public
Find files that historically co-change with a target symbol or file, ranked by co-occurrence across git episodes.
Memtrace Code Review
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Review GitHub pull requests with Memtrace's local graph-backed review engine.
Memtrace Codebase Exploration
syncable-dev/memtrace-public
Map an indexed source-code repo into a structured overview — scale, communities, central symbols, execution flows, API surface, recent activity.
Memtrace Continuous Memory
syncable-dev/memtrace-public
Keep the Memtrace index fresh while editing by watching a repo for live, incremental re-indexing.
Memtrace Decision Memory
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Use Cortex decision memory through the normal Memtrace MCP tools.
Related
Works with
Categories
Questions about Memtrace Index
What does Memtrace Index do?
Index a source-code repo into the Memtrace knowledge graph and poll the job to completion. Memtrace Index is an agent skill from syncable-dev/memtrace-public. Index a source-code repo into the Memtrace knowledge graph and poll the job to completion.
When should I use Memtrace Index?
Memtrace Index fits situations like: the user asks to index; prepare a source-code repo for Memtrace analysis; code exploration needs an index; searches return 0/partial results for source paths under an indexed root.
How do I install Memtrace Index in Claude Code?
Run `npx skills add syncable-dev/memtrace-public --skill memtrace-index -a claude-code`. Or copy the skill folder (plugins/memtrace-skills/skills/memtrace-index in syncable-dev/memtrace-public) into .claude/skills/memtrace-index in your project. Claude Code loads it when a task matches its description.
How do I install Memtrace Index in Codex?
Run `npx skills add syncable-dev/memtrace-public --skill memtrace-index -a codex`. Or copy the skill folder (plugins/memtrace-skills/skills/memtrace-index in syncable-dev/memtrace-public) into .agents/skills/memtrace-index in your project. Codex loads it when a task matches its description.
Can I use Memtrace Index in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add syncable-dev/memtrace-public --skill memtrace-index -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/memtrace-index, .gemini/skills/memtrace-index, .github/skills/memtrace-index and .opencode/skills/memtrace-index in your project.
What does Memtrace Index need to run?
SKILL.md names no scripts, command-line tools or credentials: Memtrace Index is instructions for the agent only.
Does Memtrace Index access the network?
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.
Is Memtrace Index safe to install?
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.
What licence does Memtrace Index use?
Memtrace Index has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Memtrace Index use?
About 1.2k tokens (SKILL.md is roughly 4.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Memtrace Index?
Skills that share tags, products or a category with Memtrace Index: Code Knowledge Graph (vibeeval/vibecosystem, 531 stars), Explore Codebase with Graph (tirth8205/code-review-graph, 32k stars), Forgetful Repo Encoding (ScottRBK/forgetful, 301 stars) and Compass (crabbuild/compass, 168 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Memtrace Index?
syncable-dev (a GitHub organization) maintains it in syncable-dev/memtrace-public, which has 486 GitHub stars. The repository holds 27 skills in this directory. The repository was last updated on October 6, 2026.
Source: syncable-dev/memtrace-public on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.