Ambit

/ambit - Coverage-Aware Agent Workflow

Ambit tracks which parts of a codebase this agent has actually read, at symbol resolution. Use it to verify you have enough context before acting — and to identify blind spots before making changes that touch unfamiliar code.

PROACTIVE USE: When to Check Without Being Asked

BEFORE modifying a file — if you haven't verified you've read it this session:

mcp__ambit__coverage_file  →  check the specific file(s) you're about to change

BEFORE architectural decisions — if you're proposing design changes across multiple files:

mcp__ambit__coverage  →  check overall module coverage; proceed only if Seen% > 60%

When a bug is hard to reproduce or diagnose — low coverage on the relevant file is a likely root cause of bad recommendations:

mcp__ambit__coverage_file  →  if Full% < 50%, read the file before diagnosing

After receiving a multi-file task — check coverage of the involved files before starting; flag which ones need reading first.

When your suggestion might be wrong — if a user pushes back, check coverage. You may have missed implementation details.

Decision Thresholds

Threshold Arguments

Thresholds can be passed directly when invoking the skill:

/ambit --proceed=80 --adequate=50

Argument	Default	Meaning
--proceed=N	80	Minimum Full% to proceed without reading more
--adequate=N	50	Minimum Full% for targeted/interface-only changes
--module=N	60	Minimum Seen% across a module for architectural tasks

If no thresholds are provided and the task is non-trivial, ask the user:

"What coverage level is acceptable before I proceed? (default: 80% full body)"

Use the user's answer for all subsequent threshold decisions in the session.

Applying Thresholds

Full% on a file vs --proceed	Action
≥ proceed	Sufficient context — proceed
≥ adequate, < proceed	Adequate for targeted changes — note gaps
< adequate	Read the file before making changes
0%	Do not make recommendations without reading first

For architectural or refactoring tasks, also check module-level Seen% against --module.

Primary Interface: MCP Tools

Prefer these over bash when the MCP server is available (check mcp__ambit__* in your allowed tools):

Tool	When to use
mcp__ambit__coverage	Overall project coverage for the current session
mcp__ambit__coverage_file	Coverage for one specific file — fastest check before editing
mcp__ambit__symbol_tree	Full symbol tree — use when you need to understand project structure
mcp__ambit__list_sessions	Find available sessions — use when session context is unclear

Bash Fallback

If MCP tools are unavailable:

# Coverage for the current session
ambits -p . --coverage

# Coverage for a specific file (pipe and grep)
ambits -p . --coverage | grep "src/my_file.rs"

# Specific session
ambits -p . --coverage --session <session-id>

# Full symbol tree
ambits -p . --dump

Reading the Output

File                              Seen%    Full%
──────────────────────────────────────────────────────────
src/app.rs                        100.0%   85.0%   ← well understood
src/parser/rust.rs                 40.0%   10.0%   ← blind spot
src/ingest/mod.rs                  0.0%    0.0%   ← unread

• Seen% — symbols viewed at any depth (name, signature, overview, or full body)
• Full% — symbols where the complete implementation was read

A file at 100% Seen / 10% Full means you saw the signatures but not the bodies. For anything you're actively modifying, Full% matters more than Seen%.

Interpreting Low Coverage

High Seen%, Low Full% — You know the structure but not the implementations. Safe for interface-only changes; risky for behaviour changes.

Low Seen%, Low Full% — Genuine blind spot. Read the file before touching it.

Specific symbol at 0% — If the task involves that symbol, read it first using Read or Serena's find_symbol with include_body: true.

Coverage Improvement Loop

If coverage on files you need is insufficient:

1. Identify low-coverage files with mcp__ambit__coverage_file or ambits --coverage
2. Read the specific symbols you need (find_symbol with include_body: true, or Read for the full file)
3. Re-check — coverage updates immediately after each read
4. Proceed once thresholds are met

Flags Reference (Bash)

Flag	Description
-p	Project root path (required)
-s	Session ID (auto-detects latest)
--coverage	Print coverage report
--dump	Print symbol tree
--serena	Use Serena LSP symbols (more languages, finer detail)
--agent	Filter to a specific agent ID

Troubleshooting

No session found — Sessions live in ~/.claude/projects/<slug>/ where the slug is your project path with / replaced by -. The latest .jsonl file is the current session.

Coverage shows 0% for a file you've read — Coverage tracks tool calls only (Read, Edit, find_symbol, etc.). Mentioning a file in conversation without reading it via a tool does not count.

File not in the coverage report — The file may not have parseable symbols (empty file, non-code file, or unsupported language without --serena).