Lsprag

LSPRAG — Adaptive Code Analysis

Use lsprag skills actively and repeatedly to understand code before making changes. These skills provide cross-file definitions, caller chains, and dependency maps that raw file reading cannot.

Skill-First Policy: Before you cat a file, before you grep for a symbol, before you edit — ask if a lsprag skill gives you the answer faster and more completely.

The Analysis Loop

Do NOT follow a rigid step-by-step workflow. Instead, run this adaptive loop:

LOCATE → HYPOTHESIZE → INVESTIGATE → [confident?] → EDIT → VERIFY → SUBMIT
              ↑               | no
              └── BACKTRACK ──┘

LOCATE

Extract from the issue: error messages, file paths, function names, stack traces. Use find and grep to locate candidate files. Then immediately use listSymbols on 2-3 candidate files to see what's inside. Output: a ranked list of 1-3 suspect (file, symbol) pairs.

HYPOTHESIZE

Write a one-sentence hypothesis: "The bug is in <function> in <file> because <reasoning>."

INVESTIGATE (use skills actively here)

Pick the right skill based on what you need to know (see Decision Framework below). After seeing the output, answer: confirmed / refuted / inconclusive?

• Confirmed → run getReference on the target to check edit impact. If still confident → EDIT.
• Refuted → BACKTRACK immediately.
• Inconclusive → run a different skill on the same symbol. If still inconclusive after 2 skill calls → BACKTRACK.

BACKTRACK

Cross out the current hypothesis. Pick the next (file, symbol) pair. If your list is exhausted, re-run LOCATE with broader terms. After 3 failed hypotheses, re-read the issue from scratch looking for clues you missed.

EDIT

Make the MINIMAL change. Rules:

• Run getReference on the symbol you're about to change (MANDATORY).
• If changing >1 file or >15 lines, STOP and reconsider — you're likely fixing a symptom, not the cause.

VERIFY

Run a reproduction script. If the fix doesn't work, do NOT immediately re-edit. Return to HYPOTHESIZE with a new hypothesis informed by the failure.

Active Decision Framework

Every time you encounter a new symbol, function, or file — immediately use the appropriate skill. Don't defer analysis.

What do I need to know? → Use this skill:

Question	Skill	Why
What functions/classes are in this file?	listSymbols --file <f>	Quick overview before diving in
What does this function do and depend on?	deep-think --file <f> --symbol <s> --depth 0	Source + dependency list in one call
What is the full source of a function?	getDefinition --file <f> --symbol <s>	Complete function body
What identifiers does this function use and where defined?	getTokens --file <f> --symbol <s>	Maps every name to its definition
Who calls this function? What's the impact of changing it?	getReference --file <f> --symbol <s>	All callers across the codebase
Where does this function get called from? (trace the chain)	callChain --file <f> --symbol <s>	Recursive incoming caller chain

Automatic Triggers — use a skill when:

Trigger	Action
You see a function name you haven't analyzed	deep-think --depth 0 on it
You're about to read a file with cat	listSymbols first, then getDefinition on relevant functions
You found a suspect function	getReference to see who calls it
You're about to edit a function	getTokens to see all its dependencies first
Your fix didn't work	callChain to trace the actual execution path
You've spent >3 commands on one hypothesis without using a skill	STOP and run a skill now

Skill Reference

Command	Input	Output	Time
deep-think --depth 0	file, symbol	Function source + dependency list	~3s
getDefinition	file, symbol	Full function/class source	~2s
getTokens	file, symbol	All identifiers with definition locations	~3s
getReference	file, symbol	All callers across codebase	~4s
listSymbols	file	All functions/classes in the file	~1s
callChain	file, symbol	Incoming call chain (recursive)	~5s

Always use --depth 0 for deep-think to stay under output limits.

Anti-Patterns

Tunnel Vision

NEVER commit to your first file without verifying. If grep finds the error in File A, also check File B. Use getReference to see if the function in File A delegates to the real implementation elsewhere.

Shotgun Editing

If you're about to edit >1 file, STOP. The fix is almost always in 1 file. Use getReference to understand impact. If you feel you need multiple files, you're probably fixing a symptom.

Analysis Without Convergence

Running skills is not progress by itself. After each skill call, explicitly state whether your hypothesis is confirmed, refuted, or inconclusive. If you've run 3+ skills without confirming, backtrack.

Skipping getReference Before Edit

ALWAYS run getReference on the symbol you're about to change. This tells you (a) whether other callers exist that your change might break, and (b) whether the bug might actually be in a caller.

Reading Raw Code Instead of Using Skills

Don't cat a 200-line file and try to understand it by reading. Use listSymbols to see the structure, then getDefinition on the specific function you care about.

Example Analysis Chains

Simple: Wrong return value

Issue: "function X returns None instead of a list."

grep → find X in utils.py
listSymbols --file utils.py → see X at line 42
deep-think --file utils.py --symbol X --depth 0 → see missing return statement
getReference --file utils.py --symbol X → only 2 callers, safe to edit
EDIT: add return statement (1 line)

Medium: Bug in a dependency

Issue: "method Y gives wrong result."

deep-think --file api.py --symbol Y --depth 0 → Y looks correct, calls helper Z
getDefinition --file helpers.py --symbol Z → spot the bug in Z's logic
getReference --file helpers.py --symbol Z → only called from Y, safe
EDIT: fix Z (3 lines)

Hard: Wrong file initially

Issue: "error in module validation."

listSymbols --file validators.py → find validate_input()
deep-think --file validators.py --symbol validate_input --depth 0 → looks correct
BACKTRACK → new hypothesis: maybe in the caller
callChain --file validators.py --symbol validate_input → called from process_request()
deep-think --file handlers.py --symbol process_request --depth 0 → found the bug
getReference --file handlers.py --symbol process_request → check impact
EDIT: fix process_request

Notes

• Supported languages: Python (.py), TypeScript/JavaScript (.ts, .js), Go (.go)
• All analysis uses real language servers — results are accurate across files.
• deep-think detects cycles to prevent infinite recursion.
• getDefinition returns type info for variables/constants via hover.