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TypeScript error-recovery for LLM-generated code. Layer 0/1 deterministic auto-fix via the TS Language Service + Layer 2 LLM mend (Vercel AI SDK + Anthropic) in one package.

Package Exports

  • @shipispec/tsfix

Readme

tsfix

Library-aware TypeScript error recovery for LLM-generated code. Fix TS2304, TS2305, TS2551, TS2552, TS2724 deterministically with the same engine that powers VS Code's Quick Fix. Escalate the rest to a single-file LLM mend that knows what tsc's quick-fix gets wrong about your installed libraries.

@shipispec/tsfix is what you reach for when you've just generated a few hundred files of TypeScript with an LLM and tsc --noEmit is screaming at you. It runs in layers:

  • Layer 0/1 — Deterministic. Borrows the same TypeScript Language Service that powers VS Code's "Quick Fix" lightbulb and runs it as a CLI. Fixes typos, missing imports, and did-you-mean errors with no LLM, no network, no config.
  • Layer 2 — Opt-in. A single-file LLM mend agent (Vercel AI SDK + Anthropic) that picks up what Layer 0 abstains on: TS2339 (property doesn't exist), TS7006 (implicit any), TS2741 (missing required prop), and other cases where the LSP can't statically derive the fix. Driven by type-context injection — when tsc says "Property 'foo' doesn't exist on type 'Bar'", tsfix resolves the Bar declaration via the TypeChecker and feeds its source to the model. As of v0.6.0, also library-aware: tsfix reads your package.json and injects breaking-change hints for known libraries (vite-plugin-svgr, next, ai, drizzle-orm) so the model picks the runtime-correct fix instead of tsc's misleading quick-fix.
  • Layer 4 — Escape hatch. When Layer 2 can't resolve the last few errors, opt in to // @ts-expect-error - tsfix: ... directives that self-destruct once the underlying issue is fixed elsewhere. tsfix never leaves the workspace worse than it found it.

Layer 2 only runs if you explicitly call its API or set ANTHROPIC_API_KEY and pass --llm to the CLI. The default tsfix --workspace ... CLI is still Layer 0/1 only.

Before / after (Layer 0)

$ tsc --noEmit
src/api.ts:5:2  - error TS2552: Cannot find name 'consol'. Did you mean 'console'?
src/api.ts:8:5  - error TS2305: Module '"react"' has no exported member 'ueState'.
src/api.ts:12:14 - error TS2551: Property 'lenght' does not exist on type 'string[]'. Did you mean 'length'?

Found 3 errors in 1 file.

$ npx @shipispec/tsfix --workspace .
[ts-lsp-fixer] applied 3 fixes across 1 file

$ tsc --noEmit
$ # 0 errors

30-second cold start

cd your-broken-project
npx @shipispec/tsfix --workspace .

No config file. Exit code conventions:

Code Meaning
0 Workspace is clean
1 Errors remain (printed to stderr)
2 Bad arguments / harness error

Preview what would change without writing to disk:

npx @shipispec/tsfix --workspace . --dry-run

Machine-readable output for piping into other tools:

npx @shipispec/tsfix --workspace . --json

All flags

Flag Meaning
--workspace <path> Required. Directory containing your tsconfig.json.
--dry-run Run the fixer in memory, report counts, write nothing.
--no-lsp Validate only — skip auto-fix.
--files <a.ts,b.ts> Restrict fixing to a comma-separated list.
--json Machine-readable output.
--verbose Per-fix logging.
--help Print usage.

The CLI does not run Layer 2 — call the library API for that (below).

What Layer 0 fixes

TS code Meaning What tsfix does
TS2304 Cannot find name Auto-imports
TS2305 Module has no exported member Did-you-mean rename
TS2551 Property does not exist on T, did you mean Y Spelling fix
TS2552 Cannot find name, did you mean Y Spelling fix
TS2724 Module member did-you-mean Import rename

Against a 14-fixture benchmark spanning typos, did-you-mean cases, multi-file ripples, and 4 API-drift scenarios: 14/14 fixtures pass and 14/25 errors are auto-fixed (56%). The remaining errors are intentionally outside Layer 0's scope and escape to Layer 2.

What Layer 0 does not fix (Layer 2 picks these up)

By design, Layer 0 only applies fixes that are deterministic and non-structural. It refuses to:

  • Add or remove function declarations
  • Insert type annotations or change types
  • Modify control flow (await insertions, async propagation)
  • Rewrite JSX trees
  • Add object-literal stub properties

The internal allowlist is two-layered: error codes (SAFE_FIXABLE_CODES) and Quick Fix names (SAFE_FIX_NAMES = ['import', 'fixImport', 'spelling', 'fixSpelling']). When the language service offers anything outside that allowlist, Layer 0 abstains and surfaces the error so Layer 2 (or a human) can pick it up.

Layer 2 is built for the cases the LSP can't statically resolve:

  • TS2339 — Property doesn't exist on type. The LLM needs to see the type's declaration to decide whether the receiver should grow a field, the call site has a typo with no near-match, or the receiver is the wrong type entirely.
  • TS7006 — Implicit any. The LLM picks the right annotation from surrounding context.
  • TS2741 — Missing required property. The LLM sees the contextual type and supplies a real value, not a placeholder.

Against a 35-fixture Layer-2 benchmark (3 hand-authored minimal + 2 realistic + 30 ts-morph-generated mutations across TS2339/TS7006/TS2741), 35/35 pass at $0.001/fixture avg, P95 latency ~1.5s on claude-haiku-4-5. Caveat: the 30 generated fixtures are mutations of 3 seeds — real-world diversity will move these numbers; see the realistic 34-fixture bench below.

Library-aware error recovery (v0.6.0)

A typical TypeScript LLM-repair failure mode: tsc reports TS2614: Module '"./logo.svg"' has no exported member 'ReactComponent'. Did you mean to use 'import Logo from "./logo.svg"' instead? The model dutifully follows tsc's quick-fix and emits import Logo from "./logo.svg". tsc is now green. The dev server is now broken. Under vite-plugin-svgr@4, importing an SVG as a React component requires the ?react query suffix — import Logo from "./logo.svg?react". The default export is the asset URL, not a component. Quick-fix accuracy ≠ runtime correctness.

tsfix v0.6.0 reads your package.json on every Layer 2 invocation, matches installed deps against a built-in registry of known breaking changes, and injects library-migration hints into the system prompt's headline (not buried — headline framing matters more than buried context). With vite-plugin-svgr@^4 installed:

### library-migrations
- vite-plugin-svgr: v4 requires the `?react` query suffix to import an SVG
  as a React component. `import Logo from "./logo.svg"` returns the asset URL.
  `import Logo from "./logo.svg?react"` returns the component.

### task
Library migration: vite-plugin-svgr

Bench result on this exact case before/after: 0/3 → 3/3.

The built-in registry currently covers four libraries chosen for high LLM-repair confusion ratio:

Library Hint
vite-plugin-svgr v4+ ?react query suffix to import as React component
next v15+ params / searchParams are now Promises (must await)
ai v3 / v6 generateText API shape changes
drizzle-orm parameterized sql template literals, not string concat

detectLibraryMigrations(workspaceRoot, registry?) is also exported as a public API; pass your own registry to extend it. runMendLoop auto-invokes detection when you leave context.libraryMigrations undefined; pass [] to opt out, or --no-library-hints on the CLI.

Security-aware system prompt

The same release hardened the system prompt against the LLM-repair failure modes that silence tsc at the cost of runtime semantics:

  • as keyof T to silence TS7053 — fix the function signature or guard with if (key in obj) instead. Casting away an index-signature error keeps the call type-passing while losing all the runtime safety.
  • Substituting one library for another to dodge a missing import — e.g. bcryptcrypto.subtle.digest. The fix is to restore the missing import, not swap to a different cryptographic primitive that tsc accepts.
  • String concatenation of user input into raw SQL — use Drizzle's tagged template / Prisma placeholders.
  • dangerouslySetInnerHTML to dodge a children-type error — JSX {value} auto-escapes; if you need HTML, sanitize via DOMPurify.

Realistic bench (34 fixtures, single + multi-file)

Measured against a 34-fixture corpus drawn from real LLM-repair failures in adjacent projects (24 single-file + 10 multi-file), n=3 per cell:

Surface v0.5.0 v0.6.0 Δ
Single-file pass rate 95.8% 98.6% +2.8pp
Multi-file pass rate 23.3% 40.0% +16.7pp
Aggregate (102 cells) 74.5% 81.4% +6.9pp
Hard crashes 6 cells 0 -6
Cost per full bench $0.21
Cost per case (claude-haiku-4-5) <$0.005

Multi-file scenarios remain the gap — Layer 3 (multi-file mend with findReferences-driven blast-radius search) is the deferred answer.

The four-layer model

Layer 0 — Prevention        (prompt rules, exported-API injection — your problem)
Layer 1 — Deterministic     (this package: LSP auto-fix, CLI default)
Layer 2 — Single-file LLM   (this package: opt-in via --llm or runMendLoop)
Layer 4 — Stub-and-continue (this package: opt-in escape hatch, @ts-expect-error)
─────────────────────────────────────────────────────────────────
Layer 3 — Multi-file LLM    (planned: blast-radius search/replace via findReferences)

The bet: roughly half of TypeScript errors in LLM output are deterministically fixable. By catching them in Layer 1 you dodge the LLM tax (latency, cost, nondeterminism) on the easy half. Layer 2 takes the other half — but only when you explicitly invoke it. Layer 4 makes sure the workspace is never left worse than it started.

Library API

Layer 0/1 — deterministic loop

import { runValidationLoop } from '@shipispec/tsfix';

const result = runValidationLoop({
  workspaceRoot: '/path/to/your/project',
  // Optional:
  // targetFiles: ['src/api.ts'],
  // dryRun: true,
  // logger: { info: console.log, warn: console.warn, error: console.error },
});

result.errorsBefore;          // number
result.errorsAfter;           // number
result.lspFixer.fixesApplied; // number
result.lspFixer.filesEdited;  // string[]
result.passed;                // boolean — true if errorsAfter === 0

Other Layer 0/1 exports:

  • runInProcessTsc(opts) — validation only, no fixer. Returns structured diagnostics.
  • runLSPFixerPass(opts) — Layer 0 fixer alone, no validation loop wrapper.
  • discoverTsFiles(workspaceRoot) — file-walking helper. Skips node_modules, .next, dist, build, out, coverage, .git.

Layer 2 — LLM mend (opt-in)

import { runValidationLoop, runMendLoop } from '@shipispec/tsfix';

// Layer 0/1 first.
const layer1 = runValidationLoop({ workspaceRoot });

if (!layer1.passed) {
  // Layer 2 escalation.
  const layer2 = await runMendLoop({
    context: {
      workspaceRoot,
      diagnostics: layer1.remainingDiagnostics,
      erroredFiles: layer1.lspFixer.filesWithErrors,
      // Optional fields that improve mend quality:
      // taskDescription: 'Build a user CRUD module',
      // featureSpecText: '...the markdown spec...',
      // acceptanceCriteria: '...',
      // installedTypes: '...',  // compact API surface from npm deps
    },
    llm: {
      provider: 'anthropic',
      model: 'claude-haiku-4-5',
      apiKey: process.env.ANTHROPIC_API_KEY,
    },
    maxIterations: 3,
  });

  console.log(layer2.stopReason);  // 'fixed' | 'noProgress' | 'regressed' | 'maxIterations'
  console.log(layer2.totalCostUsd);
}

Other Layer 2 exports:

  • mendSingleFile(opts) — one LLM call for one file. The building block under runMendLoop.
  • getTypeContext(opts) — resolve a Diagnostic to its declaring type via the TS Language Service and return ±N lines around the declaration. The architectural moat — every other LLM-driven repair tool uses generic grep or repo-maps.
  • parseEditBlocks(text) / applyEditBlocks(opts) — Aider-style SEARCH/REPLACE patch parser + 3-tier fuzzy applier.
  • Types: MendContext, LayerEvent, Diagnostic, plus the per-function option/result types.

Trust model

Layer 0/1 loads typescript from your workspace's node_modules — it does not bundle its own. This ensures the fixer behaves identically to the tsc your project actually compiles with.

Run tsfix only on workspaces you trust. Loading typescript from an attacker-controlled node_modules is equivalent to running node_modules/.bin/tsc against it.

Network surface (Layer 0/1): none. No telemetry, no calls home, no background processes, no config files written outside --workspace.

Network surface (Layer 2): every mendSingleFile call hits Anthropic's API via the Vercel AI SDK. The source files in MendContext.erroredFiles and the resolved type-context slices are sent in the prompt. If your code is sensitive, do not call Layer 2 — the CLI never does, and the library exports are explicit.

Engines

  • Node >=20.9.0
  • TypeScript >=5.0.0 (peer dep — must be installed in your workspace)

If your workspace has no node_modules/typescript, tsfix will fail with a clear error:

error: this workspace has no TypeScript installed.
run: npm install --save-dev typescript

Contributing

Adding a Layer-0 fix

  1. Probe — write a tiny test workspace with the exact error you want fixable. Drop it under fixtures/<descriptive-name>/ with an expected.json declaring errorsBefore, errorsAfterMax, lspFixesAppliedMin/Max, and mustPass.
  2. Verify — run npm run benchmark -- --fixture <name> and inspect what the language service offers (the fix.fixName field).
  3. Allowlist change — if fixName is unsafe (fixMissingFunctionDeclaration, addMissingPropertyAndOptional, etc.), document why we don't trust it. Otherwise, add the error code to SAFE_FIXABLE_CODES and the fix name to SAFE_FIX_NAMES in src/tsLanguageServiceFixer.ts.
  4. Lock it in — confirm all existing fixtures still pass (npm run benchmark). Open a PR.

Each new code/fix-name pair gets its own fixture. We don't trust the language service blindly — we trust it under specific, pinned conditions.

Adding a Layer-2 fixture

Layer-2 fixtures live under fixtures/ alongside Layer-0 ones, identified by expectedErrorCode (singular) or costUsdMax in their expected.json. The Layer-0 benchmark skips them; npm run benchmark:llm runs them against Anthropic.

  • Hand-author one under fixtures/mend-<descriptive-name>/ for new error classes.
  • Or generate one via npm run generate-fixtures -- --code=TS2339 --seed=apiRouter.ts --count=10 --rng-seed=42. The generator validates every mutation through Layer 0 first to confirm Layer 0 abstains (otherwise it's not Layer 2 territory).

Pre-publish gates

  • npm run benchmark — Layer 0, 14 fixtures, no network.
  • npm run benchmark:llm — Layer 2, 35 fixtures, requires ANTHROPIC_API_KEY. Total cost ~$0.04 per run.
  • npm run matrix — runs the local tarball against 6 distinct project shapes (Next.js, Vite + React, plain nodenext, plain bundler, plain CommonJS, monorepo with project references). Adds ~3 min; run manually before tagging.

License

MIT.

See also

  • CHANGELOG.md — release notes per version.
  • ARCHITECTURE.md — internal design rationale (the four-layer model, the workspace lib-path workaround).
  • STATUS.md — current snapshot, gaps, and roadmap state.
  • tsc-defense-roadmap.md — phased plan.
  • docs/internal-orientation.md — the original SpecToShip-context README, kept for contributors who want the design history.