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 agentmods add commands/vishnu2kmohan/mcp-server-langgraph/explore-codebasegit clone --depth 1 https://github.com/vishnu2kmohan/mcp-server-langgraphWhat 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 | $0.00019 | $0.01229 |
| Opus 5 | $0.00010 | $0.00615 |
| Sonnet 5 | $0.00004 | $0.00246 |
| Haiku 4.5 | $0.00002 | $0.00123 |
Grade A, and why
explore-codebase 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 2d 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 — 205 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Explore Codebase
Guided codebase exploration before making changes. Use this command when starting work on a new area of the codebase.
Usage
/explore-codebase
Exploration Checklist
1. Understand Project Structure
- Read project README.md for overview
- Review directory structure:
tree -L 3 src/ - Identify main modules and their responsibilities
- Check for separation of concerns (core/, auth/, api/, etc.)
2. Find Relevant Files
Use these commands to locate code related to your task:
# Find files by name pattern
find src/ -name "*pattern*"
# Search for specific functions/classes
grep -r "class ClassName" src/
grep -r "def function_name" src/
# Find all imports of a module
grep -r "from module import" src/
grep -r "import module" src/
# Search for specific functionality
grep -r "keyword" src/ --include="*.py"
3. Read Existing Tests
- Locate test files for the area you're working on:
find tests/ -name "*test_module*" - Read tests to understand expected behavior
- Identify test patterns and fixtures used
- Check test coverage:
pytest --cov=src/module tests/test_module.py
4. Review Architecture Decisions
- Check for relevant ADRs (Architecture Decision Records):
ls adr/ | grep -i "topic" cat adr/ADR-00XX-decision-name.md - Read ADR index:
adr/README.md - Understand rationale for current implementation
5. Identify Patterns
-
Look for similar implementations:
# Find similar class structures grep -r "class.*Base" src/ # Find similar API endpoints grep -r "@router\.(get|post)" src/ # Find similar error handling grep -r "try:" src/module/ -
Identify coding conventions:
- Naming patterns (snake_case, PascalCase)
- Docstring format
- Type hint usage
- Error handling approach
6. Check Dependencies
- Review module's dependencies:
# Read imports in target file head -20 src/module/file.py | grep "import" - Check for circular dependencies
- Understand external library usage
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.
- 2d ago First seen · 205 lines · 19 tokens per session scan A ca424c23e084
explore-codebase is a command published in the GitHub repository vishnu2kmohan/mcp-server-langgraph (4 stars, last pushed 9d ago), licensed MIT. It adds 19 tokens to every session and 1,229 once invoked, about $0.0001 per session on Opus 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 2026-08-31.
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deps-age
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plan-delegate
Execution: work a roadmap as supervisor, brief an implementation agent per item, verify its work independently, then record and commit it.
setup
Command "setup" from jazz-max/ruflo-hub, covering setting up ruv-swarm hooks, quick start, 1. initialize with hooks, 2. test hook functionality and test pre-edit hook.