stubborn-stub 0.10.0b2

Deterministic code context from symbol graphs — not vector search

Stubborn

Deterministic code context from symbol graphs — for SCIP-indexed codebases.

pip install stubborn-stub
stubborn try

No Java, no git clone — uses a bundled fixture inside the PyPI package. Full docs below.

Status: Beta (Java-first) — release 0.10.0b2 · BETA.md · POSITIONING.md · CHANGELOG

Stubborn compiles a SCIP symbol index into type-safe, privacy-preserving stub text for LLMs and agents. Same index + target + options → same context: reproducible, token-bounded, and stripped of method bodies.

Primary fit: Java / Spring repos (especially legacy modernization) where teams already run or can run scip-java. Also: Cursor/MCP users with a symbols.db who want deterministic context — not a zero-config repo map.

Independent project under stubborn-ai (program map). Full positioning: docs/POSITIONING.md.

This repo is a personal showcase of architecture-led, AI-assisted engineering: the developer defines system design, boundary protocols, and acceptance criteria; AI implements most of the code; the shipped artifact is deterministic Python — reproducible, test-gated, and verifiable (same SCIP → same context).

Development model → — human vs AI roles, deterministic core, boundary protocols.

Why Stubborn?

Real pain points: type hallucinations when LLMs lack declarations, token waste from whole files, privacy from leaking implementations, non-reproducible embedding chunks.

Stubborn addresses these when you already have (or can build) a SCIP index. Compare on three axes — not “us vs vector RAG” alone:

	Stubborn	Vector chunk RAG	Low-friction symbol maps (e.g. Aider repo-map)
Determinism	Same SCIP → same stub	Chunk / embedding drift	Varies
Type structure	Symbol graph + signatures	Arbitrary text spans	Repo structure / tags
Setup friction	SCIP index required	Index / embed pipeline	Open repo
Token KPI	Built-in metrics, ~80–90% vs sources (Java E2E)	Unpredictable	Not a design goal
Privacy	No method bodies by design	May include full files	Full files possible
CI reconcile	diff, symbol guards	Hard to baseline	Uncommon

Stub = skeleton declarations (like header files).
Stubborn = compiles symbol graphs into bounded stub text; use --prune-mode strict when you want SCIP-proven neighbors only (ADR-003).

Use cases

Primary (Java / Spring + SCIP workflow):

• Legacy / modernization — scoped context for large estates; runnable validation lives in stubborn-demo
• PR semantic audit — diff two SCIP indexes; CI symbol guards
• Program runbooks — reproducible stub artifacts with compression KPIs

Secondary (agents / individuals):

• Cursor / MCP — get_context before codegen on a pre-built symbols.db
• Large-repo onboarding — dependency skeleton for one target symbol

Start with 30-second fixture or Docker E2E; Docker is the primary reproducible path. On Windows, use WSL2 for shell-heavy work and keep PowerShell host scripts as a fallback, not a second primary path (see Requirements).

Requirements

Recommended local shell:

• Linux shell: any bash-compatible shell, including Ubuntu and macOS

• Windows: WSL2 for Docker and bash-heavy workflows; PowerShell only as a fallback tier

• Python 3.11+ (or use Docker)

• A SCIP index for your project — Stubborn does not index source directly

Goal	You need
Try Stubborn (no Java)	Bundled JSON fixture only — below
Real Java / Spring repo	scip-java (or CI that produces index.scip) + stubborn-stub[scip] + stubborn index
Reproduce project E2E	Docker Desktop — docker/README.md

Beta scope: weave quality and KPIs are Java-validated. Other SCIP languages may ingest; output quality is not guaranteed until language-specific E2E ships (BETA.md).

Execution tiers

Tier	Use when	Typical entrypoints
Docker	You want the same environment on Windows, Linux, and macOS	docker compose build, docker compose run --rm shell, docker compose run --rm cli
WSL/bash	You want the fastest local loop on a Unix-like shell	pytest, ruff, host scripts under stubborn-demo/**/scripts/*.sh
PowerShell fallback	You are on Windows host and need a thin fallback path	Historical *.ps1 scripts from git history, or thin wrappers that call the same targets

Docker quick start

docker compose build
docker compose run --rm cli --help
docker compose run --rm shell -lc \
  "stubborn index --scip examples/fixtures/minimal.scip --out /tmp/symbols.db && stubborn info /tmp/symbols.db"

See docker/README.md. Runnable Java demos and E2E validation live in stubborn-demo.

Installation

PyPI: stubborn-stub · CLI: stubborn (alias: stub)

pip install stubborn-stub

Binary/NDJSON SCIP ingest needs the optional protobuf runtime:

pip install "stubborn-stub[scip]"

From source (development):

git clone https://github.com/stubborn-ai/stubborn.git
cd stubborn
pip install -e ".[dev]"

Try in 30 seconds (no Java required)

One command after pip install stubborn-stub (bundled fixture, no git clone):

pip install stubborn-stub
stubborn try

Equivalent steps:

stubborn index --fixture minimal --out stubborn-try.symbols.db
stubborn list-symbols stubborn-try.symbols.db --query OrderService
stubborn context stubborn-try.symbols.db \
  --target "semanticdb maven com/example/OrderService#" \
  --out /tmp/order-service.stub.java

Clone stubborn-demo for the same flow via ./scripts/try-stubborn.sh. --fixture minimal reads a JSON snapshot shipped inside the PyPI wheel.

Quick start

Full E2E with a modern Spring Boot demo: see stubborn-demo/demo-spring.

1. Index symbols

# Binary SCIP from scip-java (recommended; requires stubborn-stub[scip])
stubborn index --scip index.scip --out ./metadata/symbols.db

# Or use the bundled fixture while bootstrapping
stubborn index \
  --scip examples/fixtures/minimal.scip \
  --out ./metadata/symbols.db

2. Inspect

stubborn info ./metadata/symbols.db

3. Get LLM context for a target symbol

stubborn context ./metadata/symbols.db \
  --target "semanticdb maven com/example/OrderService#process()." \
  --out ./context/order-service.stub.java

# Compact cross-language format (~fewer tokens):
stubborn context ./metadata/symbols.db \
  --target "semanticdb maven com/example/OrderService#process()." \
  --format stubborn-dsl \
  --out ./context/order-service.stubborn-dsl

See docs/STUBBORN-DSL.md for the compact cross-language format.

Optional: index explicit service contracts

Schema v4 can store explicit REST contract evidence separately from SCIP facts:

stubborn index-contract \
  --manifest contracts/http.json \
  --out ./metadata/symbols.db

stubborn index-openapi \
  --openapi openapi.yml \
  --service customers-service \
  --version v1 \
  --out ./metadata/symbols.db

The first manifest format is intentionally explicit: endpoints declare service, version, method, path, and providers/consumers bindings. Bindings may reference existing code symbols by code_stable_id, or by repo + display_name inside a workspace. Contract evidence is rendered in --format stubborn-dsl under a separate contracts: block; Java stubs remain Java-shaped.

index-openapi is endpoint/schema ingest only. It does not infer provider or consumer code bindings from annotations, URLs, or client interfaces. JSON input uses only the core package; YAML input requires pip install stubborn-stub[openapi].

Binary .scip and .scip.ndjson inputs require pip install stubborn-stub[scip].

Choose output format:

Project	Suggested --format
Pure Java / Spring codegen	java-stub (default)
Mixed-language or token-sensitive / graph-first	stubborn-dsl

Tune output granularity: --member-signatures off|target|neighbors|all, --javadoc off|summary|full (guide).

Choose neighbor expansion (--prune-mode):

Mode	When
smart (default)	Richest type neighbors; CI guards assume this
strict	SCIP-proven edges only — no signature heuristics
fast	Smaller neighborhood + no heuristics — tight token budget

Or use the short CLI alias: stub.

4. Reconcile before/after (CI-friendly)

stubborn diff ./metadata/before.db ./metadata/after.db
# exit 1 if symbols are missing

5. MCP server (Cursor / agents)

Use the separate stubborn-mcp package:

pip install stubborn-mcp
export STUBBORN_DB=./metadata/symbols.db
stubborn-mcp

Tools: get_context, list_symbols, metrics. See stubborn-mcp docs.

6. Setup diagnostics (federated doctor)

Read-only checks per package (ADR-015) — no ingest, merge, or schema migration on symbols.db:

stubborn doctor --json
stubborn-mcp doctor        # if using agents
stubborn-watch doctor      # if using dev watch loop
stubborn-status --json     # aggregate installed packages' doctor reports

Full checklist: stubborn-hub DEMO-LAUNCHERS.

CLI

Command	Description
init-db	Create empty SQLite symbol graph
workspace	Initialize/register multi-repo workspace metadata
index	Ingest SCIP (.scip, .scip.ndjson, or .json fixture); use --workspace/--repo for multi-repo views
index-contract	Ingest an explicit contract manifest into schema v4 contract evidence tables
index-openapi	Ingest OpenAPI 3.x endpoints/schemas without inferring code bindings
info	Index run summary
context	Prune graph → emit LLM context (--workspace can query latest runs across repos)
list-contracts	Browse contract endpoint stable IDs and schema constraints
list-symbols	Browse symbols in a legacy, repo, or workspace view
metrics	Compression KPI: stub vs full Java sources
diff	Symbol set reconcile (missing/extra)
doctor	Read-only setup diagnostics — DB health, project signals, delegation hints (ADR-015)

Architecture

Design rationale is recorded as Architecture Decision Records (docs/adr/). Pipeline overview:

[Source code] → scip-java / scip-clang / … → index.scip
       ↓
  stubborn index → SQLite symbol graph
       ↓
  stubborn context → stub text (java-stub or stubborn-dsl)
       ↓
  LLM / Agent / CI

SQLite schema: src/stubborn/store/schema/v4.sql

Roadmap

Version	Focus
0.1	SQLite schema, JSON fixture ingest, Java stub weaver, CLI shell
0.2	Binary .scip protobuf ingest, .scip.ndjson, scip-java compatible
0.3	Token budget enforcement, metrics KPI, weaver quality, Docker CI
0.4	MCP server (get_context, list_symbols, metrics)
0.5	Type-neighbor pruning, PR symbol-diff Action, context guard
0.6	spring-petclinic scale-up E2E (~90% savings; now maintained in stubborn-demo)
0.7	Stubborn-DSL weaver (--format stubborn-dsl)
0.8	Java-first beta track — BETA.md, demo-spring cases
0.9	Method signatures, STUBBORN-DSL-GUIDE
0.10.0b2 (now)	Layer 1 hardening — doctor journey hints, try next steps, demo preflight, troubleshooting
0.10.0b1	Unified program version — all PyPI packages align on 0.10.0b1; includes stubborn try quickstart
0.9.0b7	Bundled-fixture stubborn try one-command demo
0.9.0b3	Standalone cleanup — rename debt removed, ruff CI, CLI smoke tests
0.9.0b2	Java-first Beta — classifier + weave granularity switches
1.0	Multi-language E2E, stable API

Documentation

Doc	Description
docs/DEVELOPMENT-MODEL.md	Architecture-led, AI-assisted development model
docs/adr/README.md	Architecture Decision Records (design rationale)
docs/POSITIONING.md	Product positioning — audience, competitors, honest scope
docs/BETA.md	Beta checklist, limitations, KPI baselines
docs/STUBBORN-DSL.md	Stubborn-DSL grammar
docs/STUBBORN-DSL-GUIDE.md	java-stub vs stubborn-dsl decision guide
docs/STUBBORN-DSL-LLM.txt	LLM system-prompt snippet
docs/MCP.md	Cursor / agent integration
docs/adr/ADR-015-federated-doctor-diagnostics.md	Federated doctor setup diagnostics
docs/TROUBLESHOOTING.md	Common setup failures and copy-paste fixes
stubborn-hub USER-JOURNEY	Goal-oriented paths for external users
stubborn-hub CONTRACT-GRAPH-PLAYBOOK	Mixed workspace contract ingest
docs/SCIP-INGEST.md	SCIP ingest
examples/README.md	E2E examples

Optional ecosystem integrations

Stubborn is standalone. Some teams also use it alongside the anchor-migration program:

Repo	Role
stubborn (this repo)	LLM context compiler
migration-hub	Optional program docs — integration guide
java-ast-ssot	Full Java AST SSOT (complementary)
db-metadata	Database schema SSOT (complementary)

See docs/POSITIONING.md.

Development

pip install -e ".[dev]"
pytest -v
ruff check src tests
ruff format --check src tests

MCP server (stubborn-mcp):

pip install -e "../stubborn-mcp"
stubborn-mcp

License

MIT — see LICENSE.