LevelCode Enterprise Integration Plan: GCC + OneContext
Git-style Context Control & Unified Agent Context Layer
Target : ~100,000 LOC | Team : 3,000 engineers | Timeline : 9 months | Storage : Local filesystem | Language : Native TypeScript (no Python)
Integrate two research-backed context management paradigms into LevelCode's existing multi-agent architecture:
GCC (Git-style Context Control) — Version-controlled agent context with COMMIT, BRANCH, MERGE, CONTEXT operations. Enables checkpointing agent memory, branching for parallel exploration, merging reasoning paths, and structured retrieval. (Paper: arXiv:2508.00031)
OneContext (Agent Self-Managed Context) — Unified trajectory capture, context sharing across agents/sessions/users, and "continue anywhere" capability. Reimplemented natively in TypeScript. (Reference: github.com/TheAgentContextLab/OneContext)
Implement a Git-like object model for agent context (commits, branches, refs, objects) stored on the local filesystem under ~/.config/levelcode/contexts/<repoHash>/
Support four core operations as both programmatic APIs and agent tools: context_commit, context_branch, context_merge, context (retrieval/query)
Three-way merge for combining divergent context branches (markdown-aware + conflict markers)
Auto-commit policies: commit at end-of-turn, on tool results, on context pruner runs, on subagent completion
Subagent branching: each spawn_agents call optionally creates a context branch; merge on subagent completion
Context query language for selective retrieval (by time range, agent, file, keyword)
Garbage collection and pruning policies (configurable retention)
Integrity validation (hash-based, detect corruption)
Trajectory Capture (OneContext)
Record normalized agent trajectory events (tool calls, tool results, assistant deltas, file changes, reasoning traces) in a canonical JSONL format
Attach trajectories to GCC commits as metadata
Step-level and run-level summarizers for human-readable commit messages
PII/secret redaction hooks (pluggable rulesets for enterprise)
Token/byte budgeting to keep trajectories within limits
Adapter layer that hooks into packages/agent-runtime/src/run-agent-step.ts event lifecycle
Context Sharing & Continuation
Generate shareable context tokens/links from any GCC commit or branch
Import shared context to reconstruct SessionState + contextState at any point
"Continue anywhere" — import a share token into a new CLI session to resume from that exact context state
Permission model: private (creator only), org-scoped, public
Link codec with versioning, checksum, and expiry
Local cache/manifest for imported contexts
Agent Runtime Deep Integration
ContextController orchestrating commit/branch/merge at step boundaries in run-agent-step.ts
ContextInjector that augments system prompts with relevant historical context from GCC
New tool handlers registered in the runtime tool list for all 9 context tools
Context-pruner agent enhanced to optionally COMMIT summarized context instead of only truncating
Team context integration: shared GCC repo pointer for team runs
New context option in RunOptions: { enabled, mode, branch, autoCommit, shareToken }
sdk/src/context/ module exporting share(), continueFrom(), sync() functions
RunState extended with optional contextState (branch, head commit, repo ID)
Full backward compatibility: all new fields optional, no behavior change unless context.enabled = true
/context:commit <summary> — manual context checkpoint
/context:branch <name> — create named context branch
/context:merge <branch> — merge branch into current
/context:log — show commit history
/context:checkout <ref> — switch branch or restore commit
/context:share — generate shareable link, print to terminal
/context:open <token> — import shared context and continue
Context status pill in terminal bottom bar (current branch, last commit)
Context history modal (scrollable commit log)
Merge conflict resolution UI
Context Search (Semantic/Hybrid)
Chunking engine for context content (code-aware splitting)
Embedding providers (OpenAI, Anthropic) with rate limiting
Local vector index (stored alongside GCC repo)
Hybrid query: keyword + semantic with reranking
Filter by agent, time range, file, branch
"CONTEXT" tool uses search to retrieve relevant historical context for the agent
Security, Governance, Audit
Configurable retention policies per org/team (auto-delete after N days)
Append-only audit log for all context operations
Secret/PII redaction pipeline (pre-commit hook)
RBAC: team-level context access policies in TeamConfig.settings.contextPolicy
Share link expiry and revocation
New API routes under web/src/app/api/context/ for future cloud sync readiness
DB schema additions for contexts, commits, trajectories, shares, audit log
Admin viewer: context timeline, commit inspector, trajectory replay
Org-level context analytics and usage monitoring
LOC Breakdown by Workstream
WS
Workstream
Product LOC
Test LOC
Total LOC
Engineers
Duration
0
Foundation: types + tool contracts
4,200
1,800
6,000
120
Months 1–2
1
GCC core: context repo + operations
13,000
4,000
17,000
380
Months 1–4
2
Trajectory capture (OneContext)
6,500
3,500
10,000
250
Months 2–5
3
Context sharing & continuation
9,500
4,500
14,000
320
Months 3–6
4
Agent-runtime deep integration
8,000
4,000
12,000
350
Months 4–7
5
SDK public API + backward compat
4,600
2,400
7,000
180
Months 5–7
6
CLI UX + commands
6,500
3,500
10,000
420
Months 5–8
7
Web backend + DB + admin UI
5,800
3,200
9,000
430
Months 6–9
8
Security, governance, audit
2,800
1,200
4,000
250
Months 7–9
9
Context search + perf harness
7,400
3,600
11,000
300
Months 5–9
TOTAL
68,300
31,700
100,000
3,000
9 months
WS0 (types) ──→ WS1 (GCC core) ──→ WS2 (trajectory) ──→ WS3 (sync/share)
│
WS0 ──→ WS4 (runtime integration) ←── WS1 + WS2 + WS3 │
│ │
├──→ WS5 (SDK API) ←── WS3 │
│ │ │
│ └──→ WS6 (CLI UX) │
│ │
└──→ WS7 (web backend) ←── WS3 + WS9 │
│ │
└──→ WS8 (security) ←── WS0–WS7 │
│
WS9 (search + perf) ←── WS0 + WS1 + WS3 ────────────────────┘
New Packages & Directories
Package
Path
Purpose
@levelcode/context-control
packages/context-control/
GCC object model, storage, ops, merge, query, GC
@levelcode/context-trajectory
packages/context-trajectory/
Event normalization, summarizers, redaction, adapters
@levelcode/context-sync
packages/context-sync/
Share tokens, link codec, permissions, local cache
@levelcode/context-search
packages/context-search/
Chunking, embeddings, indexing, hybrid query, rerank
—
packages/agent-runtime/src/context/
Runtime controller, injector, auto-commit, branching
—
packages/agent-runtime/src/tools/handlers/tool/context/
9 new tool handlers
—
sdk/src/context/
SDK public API: share, continue, sync, options
—
cli/src/commands/context/
8 CLI commands
—
cli/src/components/context/
Status pill, history modal, merge modal, settings
—
web/src/app/api/context/
API routes for future cloud sync
—
web/src/server/context/
Backend services: auth, share, trajectory, search
—
web/src/app/admin/contexts/
Admin viewer pages
—
common/src/types/context/
Shared types: gcc, trajectory, share, policy
WS0 — Foundation: Types + Tool Contracts (6,000 LOC)
File
Est. LOC
Notes
common/src/types/context/gcc.ts
650
Commit/branch/merge/context selector types, zod schemas
common/src/types/context/trajectory.ts
520
Normalized event schema (tool_call, tool_result, assistant_delta, file_change)
common/src/types/context/share.ts
420
Share tokens, permissions, expiry, audience (org/user/public)
common/src/types/context/index.ts
60
Barrel exports
common/src/tools/params/tool/context/context-commit.ts
230
Tool schema + examples
common/src/tools/params/tool/context/context-branch.ts
220
common/src/tools/params/tool/context/context-merge.ts
260
common/src/tools/params/tool/context/context.ts
260
"CONTEXT" retrieval operator
common/src/tools/params/tool/context/context-share.ts
240
Create share link
common/src/tools/params/tool/context/context-open.ts
240
Open/import share link
common/src/tools/params/tool/context/context-log.ts
200
Commit log listing
common/src/tools/params/tool/context/context-checkout.ts
260
Switch branch/commit pointer
common/src/tools/params/tool/context/context-gc.ts
240
Garbage collect/prune policies
File
Est. delta LOC
Change
common/src/tools/constants.ts
+40
Add new tool names to toolNames
common/src/tools/list.ts
+120
Register tool params + client schemas
common/src/types/session-state.ts
+220
Add optional contextState?: { repoId; branch; headCommitId } to SessionState
common/src/types/team-config.ts
+80
Optional contextPolicy at TeamConfig.settings
Unit (bun test): common/src/types/context/__tests__/* (~1,500 LOC)
Integration: tool-schema roundtrip parse tests (~300 LOC)
WS1 — GCC Core: Context Repo + Operations (17,000 LOC)
File
LOC
packages/context-control/package.json
60
packages/context-control/src/index.ts
80
packages/context-control/src/repo/context-repo.ts
650
packages/context-control/src/repo/repo-config.ts
220
packages/context-control/src/repo/repo-state.ts
280
packages/context-control/src/model/commit.ts
220
packages/context-control/src/model/branch.ts
160
packages/context-control/src/model/merge.ts
240
packages/context-control/src/model/context-file.ts
220
packages/context-control/src/storage/fs-layout.ts
280
packages/context-control/src/storage/fs-store.ts
900
packages/context-control/src/storage/object-store.ts
520
packages/context-control/src/storage/locks.ts
350
packages/context-control/src/storage/hash.ts
320
packages/context-control/src/ops/commit.ts
520
packages/context-control/src/ops/branch.ts
360
packages/context-control/src/ops/merge.ts
700
packages/context-control/src/ops/context.ts
650
packages/context-control/src/indexing/snapshot.ts
600
packages/context-control/src/indexing/diff.ts
550
packages/context-control/src/merge/three-way.ts
650
packages/context-control/src/merge/markdown-merge.ts
500
packages/context-control/src/merge/conflict-markers.ts
250
packages/context-control/src/selectors/query-language.ts
750
packages/context-control/src/selectors/parser.ts
600
packages/context-control/src/selectors/evaluator.ts
650
packages/context-control/src/gc/prune.ts
500
packages/context-control/src/hooks/auto-commit-policy.ts
400
packages/context-control/src/integrity/validate.ts
430
packages/context-control/src/util/errors.ts
220
packages/context-control/src/util/path.ts
180
packages/context-control/src/util/json.ts
150
packages/context-control/src/util/time.ts
120
Storage layout : ~/.config/levelcode/contexts/<repoHash>/ (default). Optional portable: <projectRoot>/.levelcode/context/
File(s)
LOC
packages/context-control/src/__tests__/commit.test.ts
520
.../branch.test.ts
380
.../merge-3way.test.ts
600
.../merge-markdown.test.ts
520
.../selectors.test.ts
620
.../fs-store.test.ts
700
.../gc.test.ts
360
.../integrity.test.ts
300
WS2 — Trajectory Capture (10,000 LOC)
File
LOC
Notes
packages/context-trajectory/src/index.ts
80
packages/context-trajectory/src/events/types.ts
420
Zod + TS types
packages/context-trajectory/src/events/normalize.ts
650
Convert runtime events → canonical
packages/context-trajectory/src/events/serializer.ts
520
JSONL encoding, chunking
packages/context-trajectory/src/events/redaction.ts
520
PII/secret scrubbing hooks
packages/context-trajectory/src/reducers/session-reducer.ts
700
Fold events → summary state
packages/context-trajectory/src/reducers/task-reducer.ts
520
Tie into team tasks
packages/context-trajectory/src/summarizers/step-summarizer.ts
620
Short summary per agent step
packages/context-trajectory/src/summarizers/run-summarizer.ts
650
Roll-up summary (for commit message)
packages/context-trajectory/src/util/dedupe.ts
260
Deduplicate repeated deltas
packages/context-trajectory/src/util/size-budget.ts
300
Token/byte budgeting
packages/context-trajectory/src/util/clock.ts
180
Consistent timestamps
packages/context-trajectory/src/adapters/levelcode-runtime.ts
1,080
Glue layer for agent-runtime events
Unit: normalization, serializer, redaction (~2,500)
Integration: "replay trajectory to reconstruct state" (~1,000)
WS3 — Context Sharing & Continuation (14,000 LOC)
File
LOC
packages/context-sync/src/index.ts
80
packages/context-sync/src/client/http-client.ts
520
packages/context-sync/src/client/routes.ts
260
packages/context-sync/src/client/retry.ts
280
packages/context-sync/src/share/share-token.ts
480
packages/context-sync/src/share/permissions.ts
420
packages/context-sync/src/share/link-codec.ts
650
packages/context-sync/src/sync/delta.ts
700
packages/context-sync/src/sync/push.ts
720
packages/context-sync/src/sync/pull.ts
760
packages/context-sync/src/sync/reconcile.ts
780
packages/context-sync/src/sync/state-machine.ts
650
packages/context-sync/src/cache/local-cache.ts
500
packages/context-sync/src/cache/manifest.ts
450
packages/context-sync/src/util/backoff.ts
200
packages/context-sync/src/util/limits.ts
240
packages/context-sync/src/util/errors.ts
260
packages/context-sync/src/adapters/sdk.ts
760
packages/context-sync/src/adapters/cli.ts
610
File
Est. delta LOC
Change
sdk/src/run.ts
+120
Accept contextOptions + pass through
cli/src/utils/run-state-storage.ts
+140
Persist share/import metadata
Unit: link-codec, permissions, delta/push/pull (~2,500)
Integration: push/pull against mocked server (~1,500)
E2E: CLI share → open → continue (~500)
WS4 — Agent Runtime Deep Integration (12,000 LOC)
File
LOC
Notes
packages/agent-runtime/src/context/context-controller.ts
820
Orchestrates commit/branch/merge policies
packages/agent-runtime/src/context/context-injector.ts
620
Builds system-prompt additions from GCC
packages/agent-runtime/src/context/context-autocommit.ts
720
When to commit (end turn, tool results, compaction)
packages/agent-runtime/src/context/context-branching.ts
520
Subagent branch policy
packages/agent-runtime/src/context/context-merge-policy.ts
560
Merge strategies
packages/agent-runtime/src/context/context-telemetry.ts
340
Events for analytics
packages/agent-runtime/src/system-prompt/context-repo-prompt.ts
520
Prompt section template
Tool handler: context_commit.ts
420
Tool handler: context_branch.ts
340
Tool handler: context_merge.ts
480
Tool handler: context.ts
520
Tool handler: context_share.ts
420
Tool handler: context_open.ts
440
Tool handler: context_log.ts
300
Tool handler: context_checkout.ts
380
File
Est. delta LOC
Change
packages/agent-runtime/src/run-agent-step.ts
+280
Hook controller at step boundaries
packages/agent-runtime/src/main-prompt.ts
+120
Initialize context per prompt
packages/agent-runtime/src/tools/handlers/list.ts
+60
Register new handlers
packages/agent-runtime/src/team-context.ts
+40
Add context repo pointer
agents/context-pruner.ts
+340
Optionally COMMIT summary
Unit: controller policies, injector formatting, merge-policy selection (~2,500)
Integration: spawn_agents creates branch; merge on completion; rollback on failure (~1,500)
WS5 — SDK Public API (7,000 LOC)
File
LOC
sdk/src/context/index.ts
80
sdk/src/context/types.ts
380
sdk/src/context/options.ts
260
sdk/src/context/share.ts
520
sdk/src/context/continue.ts
520
sdk/src/context/sync.ts
620
sdk/src/context/errors.ts
220
sdk/src/context/telemetry.ts
280
File
Est. delta LOC
Change
sdk/src/run.ts
+350
Add context?: { enabled, mode, shareToken?, branch?, autoCommit? }
sdk/src/run-state.ts
+180
Extend RunState with contextState
sdk/src/index.ts
+120
Export new context APIs
sdk/src/team.ts
+250
Optional team context policy passthrough
Unit: link codec wiring, option validation (~1,400)
Integration: "previousRun + contextState" continuation and roundtrip (~1,000)
WS6 — CLI UX + Commands (10,000 LOC)
File
LOC
Notes
cli/src/state/context-store.ts
520
Zustand store (branch/head/share status)
cli/src/commands/context/index.ts
180
Router wiring
cli/src/commands/context/commit.ts
420
/context:commit
cli/src/commands/context/branch.ts
360
/context:branch
cli/src/commands/context/merge.ts
420
/context:merge
cli/src/commands/context/log.ts
340
/context:log
cli/src/commands/context/checkout.ts
380
/context:checkout
cli/src/commands/context/share.ts
440
/context:share
cli/src/commands/context/open.ts
420
/context:open <token>
cli/src/components/context/context-status-pill.tsx
260
Bottom bar indicator
cli/src/components/context/context-history-modal.tsx
620
Commit log UI
cli/src/components/context/context-merge-modal.tsx
520
Conflict UX
cli/src/components/context/context-settings.tsx
480
Auto-commit/share defaults
cli/src/utils/context/formatters.ts
260
Consistent UX strings
cli/src/utils/context/parse-commands.ts
340
Robust parsing
File
Est. delta LOC
Change
cli/src/commands/router.ts
+120
Register new command group
cli/src/chat.tsx
+140
Render context status + modals
Unit: command parsing, store reducers, formatters (~1,500)
Integration: CLI → SDK run with context enabled (~1,000)
E2E: share token printed → open → continue run (~1,000)
WS7 — Web Backend + DB + Admin UI (9,000 LOC)
File
LOC
web/src/server/context/context-service.ts
780
web/src/server/context/context-auth.ts
420
web/src/server/context/context-share.ts
520
web/src/server/context/context-trajectory.ts
520
web/src/server/context/context-commits.ts
620
web/src/server/context/context-search.ts
700
web/src/app/api/context/create/route.ts
220
web/src/app/api/context/[id]/commit/route.ts
260
web/src/app/api/context/[id]/events/route.ts
260
web/src/app/api/context/share/route.ts
260
web/src/app/api/context/share/[token]/route.ts
280
web/src/app/admin/contexts/page.tsx
320
web/src/app/admin/contexts/[id]/page.tsx
420
web/src/app/admin/contexts/[id]/components/timeline.tsx
420
File
Est. delta LOC
Change
packages/internal/src/db/schema.ts
+520
Tables: contexts, commits, events, shares, search index
packages/internal/src/db/migrations/*
+900
2–4 migrations
Jest unit: auth, share token expiry, service methods (~1,700)
Integration: API route tests with test DB (~800)
Playwright e2e: open share link, view timeline (~700)
WS8 — Security, Governance, Audit (4,000 LOC)
File
LOC
Notes
common/src/types/context/policy.ts
380
Retention, redaction modes, share defaults
common/src/util/redaction.ts
420
Generic scrubbing utilities
packages/context-trajectory/src/events/redaction-rules.ts
420
Enterprise rulesets
packages/context-sync/src/share/audience.ts
260
org/user/public
web/src/server/context/audit.ts
520
Append-only audit log
web/src/server/context/retention.ts
420
Scheduled cleanup
DB migrations
380
Audit tables
Unit: redaction, policy evaluation (~900)
Integration: retention deletes old shares/contexts (~300)
WS9 — Context Search + Performance (11,000 LOC)
File
LOC
packages/context-search/src/index.ts
80
packages/context-search/src/chunking/chunker.ts
620
packages/context-search/src/embeddings/provider.ts
260
packages/context-search/src/embeddings/anthropic.ts
420
packages/context-search/src/embeddings/openai.ts
420
packages/context-search/src/indexer/indexer.ts
880
packages/context-search/src/indexer/storage.ts
520
packages/context-search/src/query/hybrid.ts
820
packages/context-search/src/query/rerank.ts
520
packages/context-search/src/query/filters.ts
420
packages/context-search/src/util/rate-limit.ts
260
packages/context-search/src/util/budgets.ts
320
scripts/context-load-test.ts
720
scripts/context-perf-bench.ts
620
Unit: chunking, filters, codec (~2,000)
Integration: index/query against test DB (~1,100)
E2E: "query context and inject into agent prompt" (~500)
Existing Files Requiring Modification (Master List)
common/src/types/session-state.ts — add contextState?
common/src/tools/constants.ts — new tool names
common/src/tools/list.ts — register new tool params
common/src/types/team-config.ts — optional context policy/settings
packages/agent-runtime/src/main-prompt.ts — initialize/inject GCC context per prompt
packages/agent-runtime/src/run-agent-step.ts — auto-commit/branch/merge hooks
packages/agent-runtime/src/tools/handlers/list.ts — register new tool handlers
packages/agent-runtime/src/team-context.ts — optional context pointer for team runs
agents/context-pruner.ts — optionally commit summaries
sdk/src/run.ts — accept contextOptions; pass to runtime
sdk/src/run-state.ts — persist/clone context state
sdk/src/index.ts — export new APIs
sdk/src/team.ts — propagate context policy
cli/src/commands/ (router) — register /context:* commands
cli/src/chat.tsx — render context status; history modal
web/ + packages/internal/
packages/internal/src/db/schema.ts + migrations
New route handlers under web/src/app/api/context/*
New service modules under web/src/server/context/*
Admin viewer pages under web/src/app/admin/contexts/*
Month
Milestone
What Ships
2
M1: Foundation
Types, schemas, tool contracts finalized. GCC core MVP (commit + branch on local FS)
4
M2: GCC Complete
Full COMMIT/BRANCH/MERGE/CONTEXT with three-way merge, query language, GC
5
M3: Trajectory
Event capture hooked into runtime, summarizers generating commit messages
6
M4: Share & Continue
Share links, import, "continue anywhere" working end-to-end CLI → CLI
7
M5: Runtime + SDK
Auto-commit, subagent branching, SDK public API, context-aware prompts
8
M6: CLI + Web
All 8 CLI commands, status pill, admin viewer, context search operational
9
M7: Enterprise GA
Security/audit/retention, full test suite (80%+ coverage), perf benchmarks, docs
Backward Compatibility Strategy
All new fields optional — SessionState.contextState?: ... defaults to undefined
No behavior change unless enabled — contextOptions.enabled defaults to false
Tool availability gated by agent template — New context tools appear only in templates that opt in
Share/continue is additive — Existing previousRun workflow unchanged; share tokens simply hydrate previousRun + contextState
80% unit coverage for all new code
Integration tests for cross-package boundaries (GCC ↔ trajectory, sync ↔ GCC, runtime ↔ controller)
E2E tests for CLI share→open→continue workflow and web admin viewer
Performance benchmarks : context commit/query latency, merge performance with large histories
Load testing : 1000+ commits, 100+ branches, concurrent access patterns