Agent skill

Memtrace API Topology

by syncable-dev in syncable-dev/memtrace-public

Map API endpoints, outbound HTTP calls, and cross-repo service topology in indexed source code.

Custom licenceAuto-check passedBackend & APIs

Install Memtrace API Topology

skills CLI
$ npx skills add syncable-dev/memtrace-public --skill memtrace-api-topology -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install syncable-dev/memtrace-public memtrace-api-topology --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ 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-api-topology .claude/skills/memtrace-api-topology && rm -rf skills-src

Use ~/.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/

Facts

Skill name
memtrace-api-topology
GitHub stars
486
Token cost
~487 tokens
SKILL.md length
125 words
Files
1
Skills in repo
27
Repo updated
First seen
Licence
Custom licence

At a glance

Map API endpoints, outbound HTTP calls, and cross-repo service topology in indexed source code.

  • The user asks about API endpoints
  • SKILL.md covers Overview, Quick Reference, Steps and Output, plus 1 more section
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Fetch/client calls

What it does

Memtrace API Topology is an agent skill from syncable-dev/memtrace-public. Map API endpoints, outbound HTTP calls, and cross-repo service topology in indexed source code. Use when the user asks about API endpoints, HTTP routes, fetch/client calls, REST surface, service dependencies, cross-repo dependencies, or API topology. Do not use Grep, Glob, rg, find, or manual file search for routes or HTTP calls; Memtrace maps endpoints and call edges from the indexed AST graph.

Its SKILL.md is about 490 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 Backend & APIs, covering REST APIs. 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 about API endpoints
  • Fetch/client calls
  • Service dependencies
  • Cross-repo dependencies

Example prompts

  • “/memtrace-api-topology”

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 API Topology loads about 487 tokens when it runs. Until then it costs about 105 tokens; SKILL.md has 125 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~105
When it runs · the whole SKILL.md, loaded when a task matches
~487

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 125 words (~487 tokens).

“Map HTTP API surface — endpoints, outbound calls, cross-repo topology.”

— opening of SKILL.md by syncable-dev, Custom licence
name
memtrace-api-topology

Read the full SKILL.md on GitHub

Files

Just SKILL.md in plugins/memtrace-skills/skills/memtrace-api-topology of syncable-dev/memtrace-public.

Open the folder on GitHubat commit 3a3084d

Compare with similar skills

Memtrace API Topology 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.

Memtrace API Topology compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Memtrace API Topology this skillsyncable-dev/memtrace-public486—~487Automated safety check: PassCustom licence
API DesignerJeffallan/claude-skills12k2 repos~2kAutomated safety check: PassMIT
Paperclippaperclipai/paperclip98k—~9.6kAutomated safety check: PassMIT
Nodejs Backend Patternsever-works/ever-works15817 repos~4kAutomated safety check: PassAGPL-3.0
OpenAPI to MCP Servermcp-use/mcp-use11k—~5.2kAutomated safety check: PassApache-2.0
Use Yaakmountain-loop/yaak19k—~1.9kAutomated safety check: PassMIT

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More from syncable-dev/memtrace-public

All 27 skills in this repo
  • Memtrace Change Impact Analysis

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  • Memtrace Code Review

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    Review GitHub pull requests with Memtrace's local graph-backed review engine.

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  • 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.

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  • Memtrace Continuous Memory

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    Keep the Memtrace index fresh while editing by watching a repo for live, incremental re-indexing.

    486 GitHub stars~645 tokensUpdated yesterday
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  • Memtrace Decision Memory

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    Use Cortex decision memory through the normal Memtrace MCP tools.

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Categories

Questions about Memtrace API Topology

What does Memtrace API Topology do?

Map API endpoints, outbound HTTP calls, and cross-repo service topology in indexed source code. Memtrace API Topology is an agent skill from syncable-dev/memtrace-public. Map API endpoints, outbound HTTP calls, and cross-repo service topology in indexed source code.

When should I use Memtrace API Topology?

Memtrace API Topology fits situations like: the user asks about API endpoints; fetch/client calls; service dependencies; cross-repo dependencies.

How do I install Memtrace API Topology in Claude Code?

Run `npx skills add syncable-dev/memtrace-public --skill memtrace-api-topology -a claude-code`. Or copy the skill folder (plugins/memtrace-skills/skills/memtrace-api-topology in syncable-dev/memtrace-public) into .claude/skills/memtrace-api-topology in your project. Claude Code loads it when a task matches its description.

How do I install Memtrace API Topology in Codex?

Run `npx skills add syncable-dev/memtrace-public --skill memtrace-api-topology -a codex`. Or copy the skill folder (plugins/memtrace-skills/skills/memtrace-api-topology in syncable-dev/memtrace-public) into .agents/skills/memtrace-api-topology in your project. Codex loads it when a task matches its description.

Can I use Memtrace API Topology 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-api-topology -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-api-topology, .gemini/skills/memtrace-api-topology, .github/skills/memtrace-api-topology and .opencode/skills/memtrace-api-topology in your project.

What does Memtrace API Topology need to run?

SKILL.md names no scripts, command-line tools or credentials: Memtrace API Topology is instructions for the agent only.

Does Memtrace API Topology 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 API Topology 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 API Topology use?

Memtrace API Topology 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 API Topology use?

About 487 tokens (SKILL.md is roughly 1.9k 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 API Topology?

Skills that share tags, products or a category with Memtrace API Topology: API Designer (Jeffallan/claude-skills, 12k stars), Paperclip (paperclipai/paperclip, 98k stars), Nodejs Backend Patterns (ever-works/ever-works, 158 stars) and OpenAPI to MCP Server (mcp-use/mcp-use, 11k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Memtrace API Topology?

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.