Gograph Go Repository Intelligence
ozgurcd/gograph
Gives an agent working in a Go codebase a structural view through a local MCP server: call graphs, blast-radius and impact analysis, and bounded first-call exploration.
Codebase intelligence via FileScopeMCP — symbol lookup, dependency mapping, importance ranking, and semantic search.
Install Filescope MCP
$ npx skills add admica/FileScopeMCP --skill filescope-mcp -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install admica/FileScopeMCP filescope-mcp --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/admica/FileScopeMCP.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/filescope-mcp .claude/skills/filescope-mcp && 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 "filescope-mcp" agent skill from https://github.com/admica/FileScopeMCP/tree/main/skills/filescope-mcp into .claude/skills/filescope-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "filescope-mcp", 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/admica/FileScopeMCP/tree/main/skills/filescope-mcpType 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 admica/FileScopeMCP --skill filescope-mcp -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install admica/FileScopeMCP filescope-mcp --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/admica/FileScopeMCP.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/filescope-mcp .agents/skills/filescope-mcp && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "filescope-mcp" agent skill from https://github.com/admica/FileScopeMCP/tree/main/skills/filescope-mcp into .agents/skills/filescope-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "filescope-mcp", 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 admica/FileScopeMCP --skill filescope-mcp -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install admica/FileScopeMCP filescope-mcp --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/admica/FileScopeMCP.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/filescope-mcp .cursor/skills/filescope-mcp && 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 "filescope-mcp" agent skill from https://github.com/admica/FileScopeMCP/tree/main/skills/filescope-mcp into .cursor/skills/filescope-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "filescope-mcp", 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/admica/FileScopeMCP.git --path skills/filescope-mcp--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 admica/FileScopeMCP --skill filescope-mcp -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install admica/FileScopeMCP filescope-mcp --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/admica/FileScopeMCP.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/filescope-mcp .gemini/skills/filescope-mcp && 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 "filescope-mcp" agent skill from https://github.com/admica/FileScopeMCP/tree/main/skills/filescope-mcp into .gemini/skills/filescope-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "filescope-mcp", 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 admica/FileScopeMCP filescope-mcpInstalls 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 admica/FileScopeMCP --skill filescope-mcp -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/admica/FileScopeMCP.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/filescope-mcp .github/skills/filescope-mcp && 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 "filescope-mcp" agent skill from https://github.com/admica/FileScopeMCP/tree/main/skills/filescope-mcp into .github/skills/filescope-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "filescope-mcp", 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 admica/FileScopeMCP --skill filescope-mcp -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install admica/FileScopeMCP filescope-mcp --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/admica/FileScopeMCP.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/filescope-mcp .opencode/skills/filescope-mcp && 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 "filescope-mcp" agent skill from https://github.com/admica/FileScopeMCP/tree/main/skills/filescope-mcp into .opencode/skills/filescope-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "filescope-mcp", 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
filescope-mcp- GitHub stars
- 302
- Token cost
- ~1.7k tokens
- SKILL.md length
- 709 words
- Files
- 1
- Skills in repo
- 1
- Repo updated
- First seen
- Licence
- Proprietary
At a glance
Codebase intelligence via FileScopeMCP — symbol lookup, dependency mapping, importance ranking, and semantic search.
- Works in 3 steps: status() — verify FileScopeMCP is… → find_important_files(maxItems: 10) — see… → get_file_summary(filepath) — read the…
- Navigating unfamiliar code
- SKILL.md covers Getting Oriented in a New…, Tool Reference, Common Workflows and Tips
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Filescope MCP is an agent skill from admica/FileScopeMCP. Codebase intelligence via FileScopeMCP — symbol lookup, dependency mapping, importance ranking, and semantic search. Use when navigating unfamiliar code, planning refactors, assessing change impact, or finding entry points in a large project.
Its SKILL.md is about 1.7k 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 Development, covering Refactoring. It works with Model Context Protocol. The repository describes itself as: Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores per file, helping AI assistants understand the…
When your agent uses it
- Navigating unfamiliar code
- Planning refactors
- Assessing change impact
- Finding entry points in a large project
Example prompts
- “/filescope-mcp”
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- status() — verify FileScopeMCP is initialized and healthy. Check file count, broker state, last update time.
- find_important_files(maxItems: 10) — see the top 10 most critical files. These are your entry points.
- get_file_summary(filepath) — read the summary of each important file. Gives you: what it does, what it depends on, what depends on it…
What it can do on your machine
Read from SKILL.md and the folder at commit fd179e0. 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.
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
Filescope MCP loads about 1.7k tokens when it runs. Until then it costs about 64 tokens; SKILL.md has 709 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 (Proprietary) doesn't allow us to republish the file, so here is its outline and opening line. It has 709 words (~1,747 tokens).
“FileScopeMCP is an MCP server that indexes your codebase and exposes it as tools. This skill teaches you when and how to use each tool effectively.”
- name
- filescope-mcp
- version
- 1.0.0
- author
- admica
- license
- All Rights Reserved
Files
Just SKILL.md in skills/filescope-mcp of admica/FileScopeMCP.
Open the folder on GitHubat commit fd179e0
Compare with similar skills
Filescope MCP 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 |
|---|---|---|---|---|---|---|
| Filescope MCP this skilladmica/FileScopeMCP | 302 | — | ~1.7k | Automated safety check: Pass | Proprietary | |
| Gograph Go Repository Intelligenceozgurcd/gograph | 229 | — | ~4.8k | Automated safety check: Notes | MIT | |
| Scoring Checkscaliber-ai-org/ai-setup | 1.3k | — | ~3k | Automated safety check: Pass | MIT | |
| Writers Patterncaliber-ai-org/ai-setup | 1.3k | — | ~3.7k | Automated safety check: Pass | MIT | |
| Memtrace Decision Memorysyncable-dev/memtrace-public | 489 | — | ~1.9k | Automated safety check: Pass | Custom licence | |
| Testing With API Mocksstacklok/toolhive-studio | 171 | — | ~1.5k | Automated safety check: Pass | Apache-2.0 |
Similar skills
Scoring Checks
caliber-ai-org/ai-setup
Add a new deterministic scoring check in src/scoring/checks/ that evaluates config quality.
Writers Pattern
caliber-ai-org/ai-setup
Add a new platform writer module in src/writers/ that generates and writes agent config files for a supported platform.
Memtrace Decision Memory
syncable-dev/memtrace-public
Use Cortex decision memory through the normal Memtrace MCP tools.
Testing With API Mocks
stacklok/toolhive-studio
Start here for all API mocking in tests. An agent skill from stacklok/toolhive-studio.
Edt MCP Project Local Fix
DitriXNew/EDT-MCP
Apply one bounded BSL correction through EDT-MCP with lost-update protection, targeted validation, and minimal diff.
Related
Works with
Categories
Questions about Filescope MCP
What does Filescope MCP do?
Codebase intelligence via FileScopeMCP — symbol lookup, dependency mapping, importance ranking, and semantic search. Filescope MCP is an agent skill from admica/FileScopeMCP. Codebase intelligence via FileScopeMCP — symbol lookup, dependency mapping, importance ranking, and semantic search.
When should I use Filescope MCP?
Filescope MCP fits situations like: navigating unfamiliar code; planning refactors; assessing change impact; finding entry points in a large project.
How do I install Filescope MCP in Claude Code?
Run `npx skills add admica/FileScopeMCP --skill filescope-mcp -a claude-code`. Or copy the skill folder (skills/filescope-mcp in admica/FileScopeMCP) into .claude/skills/filescope-mcp in your project. Claude Code loads it when a task matches its description.
How do I install Filescope MCP in Codex?
Run `npx skills add admica/FileScopeMCP --skill filescope-mcp -a codex`. Or copy the skill folder (skills/filescope-mcp in admica/FileScopeMCP) into .agents/skills/filescope-mcp in your project. Codex loads it when a task matches its description.
Can I use Filescope MCP 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 admica/FileScopeMCP --skill filescope-mcp -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/filescope-mcp, .gemini/skills/filescope-mcp, .github/skills/filescope-mcp and .opencode/skills/filescope-mcp in your project.
What does Filescope MCP need to run?
SKILL.md names no scripts, command-line tools or credentials: Filescope MCP is instructions for the agent only.
Does Filescope MCP 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 Filescope MCP 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 Filescope MCP use?
Filescope MCP carries a proprietary licence (declared in SKILL.md). It is published on GitHub, but it is not open source: read the licence file before using or sharing it.
How many tokens does Filescope MCP use?
About 1.7k tokens (SKILL.md is roughly 7k 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 Filescope MCP?
Skills that share tags, products or a category with Filescope MCP: Gograph Go Repository Intelligence (ozgurcd/gograph, 229 stars), Scoring Checks (caliber-ai-org/ai-setup, 1.3k stars), Writers Pattern (caliber-ai-org/ai-setup, 1.3k stars) and Memtrace Decision Memory (syncable-dev/memtrace-public, 489 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Filescope MCP?
admica (a GitHub user) maintains it in admica/FileScopeMCP, which has 302 GitHub stars. The repository was last updated on May 10, 2026.
Source: admica/FileScopeMCP on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.