# DevClaw — Architecture & Component Interaction ## Agents vs Sessions Understanding the OpenClaw model is key to understanding how DevClaw works: - **Agent** — A configured entity in `openclaw.json`. Has a workspace, model, identity files (SOUL.md, IDENTITY.md), and tool permissions. Persists across restarts. - **Session** — A runtime conversation instance. Each session has its own context window and conversation history, stored as a `.jsonl` transcript file. - **Sub-agent session** — A session created under the orchestrator agent for a specific worker role. NOT a separate agent — it's a child session running under the same agent, with its own isolated context. Format: `agent::subagent:`. ### Session-per-tier design Each project maintains **separate sessions per developer tier per role**. A project's DEV might have a junior session, a medior session, and a senior session — each accumulating its own codebase context over time. ``` Orchestrator Agent (configured in openclaw.json) └─ Main session (long-lived, handles all projects) │ ├─ Project A │ ├─ DEV sessions: { junior: , medior: , senior: null } │ └─ QA sessions: { qa: } │ └─ Project B ├─ DEV sessions: { junior: null, medior: , senior: null } └─ QA sessions: { qa: } ``` Why per-tier instead of switching models on one session: - **No model switching overhead** — each session always uses the same model - **Accumulated context** — a junior session that's done 20 typo fixes knows the project well; a medior session that's done 5 features knows it differently - **No cross-model confusion** — conversation history stays with the model that generated it - **Deterministic reuse** — tier selection directly maps to a session key, no patching needed ### Plugin-controlled session lifecycle DevClaw controls the **full** session lifecycle end-to-end. The orchestrator agent never calls `sessions_spawn` or `sessions_send` — the plugin handles session creation and task dispatch internally using the OpenClaw CLI: ``` Plugin dispatch (inside task_pickup): 1. Assign tier, look up session, decide spawn vs send 2. New session: openclaw gateway call sessions.patch → create entry + set model openclaw agent --session-id --message "task..." 3. Existing: openclaw agent --session-id --message "task..." 4. Return result to orchestrator (announcement text, no session instructions) ``` The agent's only job after `task_pickup` returns is to post the announcement to Telegram. Everything else — tier assignment, session creation, task dispatch, state update, audit logging — is deterministic plugin code. **Why this matters:** Previously the plugin returned instructions like `{ sessionAction: "spawn", model: "sonnet" }` and the agent had to correctly call `sessions_spawn` with the right params. This was the fragile handoff point where agents would forget `cleanup: "keep"`, use wrong models, or corrupt session state. Moving dispatch into the plugin eliminates that entire class of errors. **Session persistence:** Sessions created via `sessions.patch` persist indefinitely (no auto-cleanup). The plugin manages lifecycle explicitly through `session_health`. **What we trade off vs. registered sub-agents:** | Feature | Sub-agent system | Plugin-controlled | DevClaw equivalent | |---|---|---|---| | Auto-reporting | Sub-agent reports to parent | No | Heartbeat polls for completion | | Concurrency control | `maxConcurrent` | No | `task_pickup` checks `active` flag | | Lifecycle tracking | Parent-child registry | No | `projects.json` tracks all sessions | | Timeout detection | `runTimeoutSeconds` | No | `session_health` flags stale >2h | | Cleanup | Auto-archive | No | `session_health` manual cleanup | DevClaw provides equivalent guardrails for everything except auto-reporting, which the heartbeat handles. ## System overview ```mermaid graph TB subgraph "Telegram" H[Human] TG[Group Chat] end subgraph "OpenClaw Runtime" MS[Main Session
orchestrator agent] GW[Gateway RPC
sessions.patch / sessions.list] CLI[openclaw agent CLI] DEV_J[DEV session
junior] DEV_M[DEV session
medior] DEV_S[DEV session
senior] QA_E[QA session
qa] end subgraph "DevClaw Plugin" TP[task_pickup] TC[task_complete] TCR[task_create] QS[queue_status] SH[session_health] PR[project_register] DS[devclaw_setup] TIER[Tier Resolver] PJ[projects.json] AL[audit.log] end subgraph "External" GL[Issue Tracker] REPO[Git Repository] end H -->|messages| TG TG -->|delivers| MS MS -->|announces| TG MS -->|calls| TP MS -->|calls| TC MS -->|calls| TCR MS -->|calls| QS MS -->|calls| SH MS -->|calls| PR MS -->|calls| DS TP -->|resolves tier| TIER TP -->|transitions labels| GL TP -->|reads/writes| PJ TP -->|appends| AL TP -->|creates session| GW TP -->|dispatches task| CLI TC -->|transitions labels| GL TC -->|closes/reopens| GL TC -->|reads/writes| PJ TC -->|git pull| REPO TC -->|auto-chain dispatch| CLI TC -->|appends| AL TCR -->|creates issue| GL TCR -->|appends| AL QS -->|lists issues by label| GL QS -->|reads| PJ QS -->|appends| AL SH -->|reads/writes| PJ SH -->|checks sessions| GW SH -->|reverts labels| GL SH -->|appends| AL PR -->|creates labels| GL PR -->|writes entry| PJ PR -->|appends| AL CLI -->|sends task| DEV_J CLI -->|sends task| DEV_M CLI -->|sends task| DEV_S CLI -->|sends task| QA_E DEV_J -->|writes code, creates MRs| REPO DEV_M -->|writes code, creates MRs| REPO DEV_S -->|writes code, creates MRs| REPO QA_E -->|reviews code, tests| REPO ``` ## End-to-end flow: human to sub-agent This diagram shows the complete path from a human message in Telegram through to a sub-agent session working on code: ```mermaid sequenceDiagram participant H as Human (Telegram) participant TG as Telegram Channel participant MS as Main Session
(orchestrator) participant DC as DevClaw Plugin participant GW as Gateway RPC participant CLI as openclaw agent CLI participant DEV as DEV Session
(medior) participant GL as Issue Tracker Note over H,GL: Issue exists in queue (To Do) H->>TG: "check status" (or heartbeat triggers) TG->>MS: delivers message MS->>DC: queue_status() DC->>GL: glab issue list --label "To Do" DC-->>MS: { toDo: [#42], dev: idle } Note over MS: Decides to pick up #42 for DEV as medior MS->>DC: task_pickup({ issueId: 42, role: "dev", model: "medior", ... }) DC->>DC: resolve tier "medior" → model ID DC->>DC: lookup dev.sessions.medior → null (first time) DC->>GL: glab issue update 42 --unlabel "To Do" --label "Doing" DC->>GW: sessions.patch({ key: new-session-key, model: "anthropic/claude-sonnet-4-5" }) DC->>CLI: openclaw agent --session-id --message "Build login page for #42..." CLI->>DEV: creates session, delivers task DC->>DC: store session key in projects.json + append audit.log DC-->>MS: { success: true, announcement: "🔧 DEV (medior) picking up #42" } MS->>TG: "🔧 DEV (medior) picking up #42: Add login page" TG->>H: sees announcement Note over DEV: Works autonomously — reads code, writes code, creates MR Note over DEV: Calls task_complete when done DEV->>DC: task_complete({ role: "dev", result: "done", ... }) DC->>GL: glab issue update 42 --unlabel "Doing" --label "To Test" DC->>DC: deactivate worker (sessions preserved) DC-->>DEV: { announcement: "✅ DEV done #42" } MS->>TG: "✅ DEV done #42 — moved to QA queue" TG->>H: sees announcement ``` On the **next DEV task** for this project that also assigns medior: ```mermaid sequenceDiagram participant MS as Main Session participant DC as DevClaw Plugin participant CLI as openclaw agent CLI participant DEV as DEV Session
(medior, existing) MS->>DC: task_pickup({ issueId: 57, role: "dev", model: "medior", ... }) DC->>DC: resolve tier "medior" → model ID DC->>DC: lookup dev.sessions.medior → existing key! Note over DC: No sessions.patch needed — session already exists DC->>CLI: openclaw agent --session-id --message "Fix validation for #57..." CLI->>DEV: delivers task to existing session (has full codebase context) DC-->>MS: { success: true, announcement: "⚡ DEV (medior) picking up #57" } ``` Session reuse saves ~50K tokens per task by not re-reading the codebase. ## Complete ticket lifecycle This traces a single issue from creation to completion, showing every component interaction, data write, and message. ### Phase 1: Issue created Issues are created by the orchestrator agent or by sub-agent sessions via `glab`. The orchestrator can create issues based on user requests in Telegram, backlog planning, or QA feedback. Sub-agents can also create issues when they discover bugs or related work during development. ``` Orchestrator Agent → Issue Tracker: creates issue #42 with label "To Do" ``` **State:** Issue tracker has issue #42 labeled "To Do". Nothing in DevClaw yet. ### Phase 2: Heartbeat detects work ``` Heartbeat triggers → Orchestrator calls queue_status() ``` ```mermaid sequenceDiagram participant A as Orchestrator participant QS as queue_status participant GL as Issue Tracker participant PJ as projects.json participant AL as audit.log A->>QS: queue_status({ projectGroupId: "-123" }) QS->>PJ: readProjects() PJ-->>QS: { dev: idle, qa: idle } QS->>GL: glab issue list --label "To Do" GL-->>QS: [{ id: 42, title: "Add login page" }] QS->>GL: glab issue list --label "To Test" GL-->>QS: [] QS->>GL: glab issue list --label "To Improve" GL-->>QS: [] QS->>AL: append { event: "queue_status", ... } QS-->>A: { dev: idle, queue: { toDo: [#42] } } ``` **Orchestrator decides:** DEV is idle, issue #42 is in To Do → pick it up. Evaluates complexity → assigns medior tier. ### Phase 3: DEV pickup The plugin handles everything end-to-end — tier resolution, session lookup, label transition, state update, **and** task dispatch to the worker session. The agent's only job after is to post the announcement. ```mermaid sequenceDiagram participant A as Orchestrator participant TP as task_pickup participant GL as Issue Tracker participant TIER as Tier Resolver participant GW as Gateway RPC participant CLI as openclaw agent CLI participant PJ as projects.json participant AL as audit.log A->>TP: task_pickup({ issueId: 42, role: "dev", projectGroupId: "-123", model: "medior" }) TP->>PJ: readProjects() TP->>GL: glab issue view 42 --output json GL-->>TP: { title: "Add login page", labels: ["To Do"] } TP->>TP: Verify label is "To Do" ✓ TP->>TIER: resolve "medior" → "anthropic/claude-sonnet-4-5" TP->>PJ: lookup dev.sessions.medior TP->>GL: glab issue update 42 --unlabel "To Do" --label "Doing" alt New session TP->>GW: sessions.patch({ key: new-key, model: "anthropic/claude-sonnet-4-5" }) end TP->>CLI: openclaw agent --session-id --message "task..." TP->>PJ: activateWorker + store session key TP->>AL: append task_pickup + model_selection TP-->>A: { success: true, announcement: "🔧 ..." } ``` **Writes:** - `Issue Tracker`: label "To Do" → "Doing" - `projects.json`: dev.active=true, dev.issueId="42", dev.model="medior", dev.sessions.medior=key - `audit.log`: 2 entries (task_pickup, model_selection) - `Session`: task message delivered to worker session via CLI ### Phase 4: DEV works ``` DEV sub-agent session → reads codebase, writes code, creates MR DEV sub-agent session → calls task_complete({ role: "dev", result: "done", ... }) ``` This happens inside the OpenClaw session. The worker calls `task_complete` directly for atomic state updates. If the worker discovers unrelated bugs, it calls `task_create` to file them. ### Phase 5: DEV complete (worker self-reports) ```mermaid sequenceDiagram participant DEV as DEV Session participant TC as task_complete participant GL as Issue Tracker participant PJ as projects.json participant AL as audit.log participant REPO as Git Repo participant QA as QA Session (auto-chain) DEV->>TC: task_complete({ role: "dev", result: "done", projectGroupId: "-123", summary: "Login page with OAuth" }) TC->>PJ: readProjects() PJ-->>TC: { dev: { active: true, issueId: "42" } } TC->>REPO: git pull TC->>PJ: deactivateWorker(-123, dev) Note over PJ: active→false, issueId→null
sessions map PRESERVED TC->>GL: transition label "Doing" → "To Test" TC->>AL: append { event: "task_complete", role: "dev", result: "done" } alt autoChain enabled TC->>GL: transition label "To Test" → "Testing" TC->>QA: dispatchTask(role: "qa", tier: "qa") TC->>PJ: activateWorker(-123, qa) TC-->>DEV: { announcement: "✅ DEV done #42", autoChain: { dispatched: true, role: "qa" } } else autoChain disabled TC-->>DEV: { announcement: "✅ DEV done #42", nextAction: "qa_pickup" } end ``` **Writes:** - `Git repo`: pulled latest (has DEV's merged code) - `projects.json`: dev.active=false, dev.issueId=null (sessions map preserved for reuse) - `Issue Tracker`: label "Doing" → "To Test" (+ "To Test" → "Testing" if auto-chain) - `audit.log`: 1 entry (task_complete) + optional auto-chain entries ### Phase 6: QA pickup Same as Phase 3, but with `role: "qa"`. Label transitions "To Test" → "Testing". Uses the qa tier. ### Phase 7: QA result (3 possible outcomes) #### 7a. QA Pass ```mermaid sequenceDiagram participant A as Orchestrator participant TC as task_complete participant GL as Issue Tracker participant PJ as projects.json participant AL as audit.log A->>TC: task_complete({ role: "qa", result: "pass", projectGroupId: "-123" }) TC->>PJ: deactivateWorker(-123, qa) TC->>GL: glab issue update 42 --unlabel "Testing" --label "Done" TC->>GL: glab issue close 42 TC->>AL: append { event: "task_complete", role: "qa", result: "pass" } TC-->>A: { announcement: "🎉 QA PASS #42. Issue closed." } ``` **Ticket complete.** Issue closed, label "Done". #### 7b. QA Fail ```mermaid sequenceDiagram participant A as Orchestrator participant TC as task_complete participant GL as Issue Tracker participant PJ as projects.json participant AL as audit.log A->>TC: task_complete({ role: "qa", result: "fail", projectGroupId: "-123", summary: "OAuth redirect broken" }) TC->>PJ: deactivateWorker(-123, qa) TC->>GL: glab issue update 42 --unlabel "Testing" --label "To Improve" TC->>GL: glab issue reopen 42 TC->>AL: append { event: "task_complete", role: "qa", result: "fail" } TC-->>A: { announcement: "❌ QA FAIL #42 — OAuth redirect broken. Sent back to DEV." } ``` **Cycle restarts:** Issue goes to "To Improve". Next heartbeat, DEV picks it up again (Phase 3, but from "To Improve" instead of "To Do"). #### 7c. QA Refine ``` Label: "Testing" → "Refining" ``` Issue needs human decision. Pipeline pauses until human moves it to "To Do" or closes it. ### Phase 8: Heartbeat (continuous) The heartbeat runs periodically (triggered by the agent or a scheduled message). It combines health check + queue scan: ```mermaid sequenceDiagram participant A as Orchestrator participant SH as session_health participant QS as queue_status participant TP as task_pickup Note over A: Heartbeat triggered A->>SH: session_health({ autoFix: true }) Note over SH: Checks sessions via Gateway RPC (sessions.list) SH-->>A: { healthy: true } A->>QS: queue_status() QS-->>A: { projects: [{ dev: idle, queue: { toDo: [#43], toTest: [#44] } }] } Note over A: DEV idle + To Do #43 → assign medior A->>TP: task_pickup({ issueId: 43, role: "dev", model: "medior", ... }) Note over TP: Plugin handles everything:
tier resolve → session lookup →
label transition → dispatch task →
state update → audit log Note over A: QA idle + To Test #44 → assign qa A->>TP: task_pickup({ issueId: 44, role: "qa", model: "qa", ... }) ``` ## Data flow map Every piece of data and where it lives: ``` ┌─────────────────────────────────────────────────────────────────┐ │ Issue Tracker (source of truth for tasks) │ │ │ │ Issue #42: "Add login page" │ │ Labels: [To Do | Doing | To Test | Testing | Done | ...] │ │ State: open / closed │ │ MRs/PRs: linked merge/pull requests │ │ Created by: orchestrator (task_create), workers, or humans │ └─────────────────────────────────────────────────────────────────┘ ↕ glab/gh CLI (read/write, auto-detected) ┌─────────────────────────────────────────────────────────────────┐ │ DevClaw Plugin (orchestration logic) │ │ │ │ devclaw_setup → agent creation + workspace + model config │ │ task_pickup → tier + label + dispatch + role instr (e2e) │ │ task_complete → label + state + git pull + auto-chain │ │ task_create → create issue in tracker │ │ queue_status → read labels + read state │ │ session_health → check sessions + fix zombies │ │ project_register → labels + roles + state init (one-time) │ └─────────────────────────────────────────────────────────────────┘ ↕ atomic file I/O ↕ OpenClaw CLI (plugin shells out) ┌────────────────────────────────┐ ┌──────────────────────────────┐ │ memory/projects.json │ │ OpenClaw Gateway + CLI │ │ │ │ (called by plugin, not agent)│ │ Per project: │ │ │ │ dev: │ │ openclaw gateway call │ │ active, issueId, model │ │ sessions.patch → create │ │ sessions: │ │ sessions.list → health │ │ junior: │ │ sessions.delete → cleanup │ │ medior: │ │ │ │ senior: │ │ openclaw agent │ │ qa: │ │ --session-id │ │ active, issueId, model │ │ --message "task..." │ │ sessions: │ │ → dispatches to session │ │ qa: │ │ │ └────────────────────────────────┘ └──────────────────────────────┘ ↕ append-only ┌─────────────────────────────────────────────────────────────────┐ │ memory/audit.log (observability) │ │ │ │ NDJSON, one line per event: │ │ task_pickup, task_complete, model_selection, │ │ queue_status, health_check, session_spawn, session_reuse, │ │ project_register, devclaw_setup │ │ │ │ Query with: cat audit.log | jq 'select(.event=="task_pickup")' │ └─────────────────────────────────────────────────────────────────┘ ┌─────────────────────────────────────────────────────────────────┐ │ Telegram (user-facing messages) │ │ │ │ Per group chat: │ │ "🔧 Spawning DEV (medior) for #42: Add login page" │ │ "⚡ Sending DEV (medior) for #57: Fix validation" │ │ "✅ DEV done #42 — Login page with OAuth. Moved to QA queue."│ │ "🎉 QA PASS #42. Issue closed." │ │ "❌ QA FAIL #42 — OAuth redirect broken. Sent back to DEV." │ └─────────────────────────────────────────────────────────────────┘ ┌─────────────────────────────────────────────────────────────────┐ │ Git Repository (codebase) │ │ │ │ DEV sub-agent sessions: read code, write code, create MRs │ │ QA sub-agent sessions: read code, run tests, review MRs │ │ task_complete (DEV done): git pull to sync latest │ └─────────────────────────────────────────────────────────────────┘ ``` ## Scope boundaries What DevClaw controls vs. what it delegates: ```mermaid graph LR subgraph "DevClaw controls (deterministic)" L[Label transitions] S[Worker state] PR[Project registration] SETUP[Agent + workspace setup] SD[Session dispatch
create + send via CLI] AC[Auto-chaining
DEV→QA, QA fail→DEV] RI[Role instructions
loaded per project] A[Audit logging] Z[Zombie cleanup] end subgraph "Orchestrator handles" MSG[Telegram announcements] HB[Heartbeat scheduling] DEC[Task prioritization] M[Developer assignment
junior/medior/senior] end subgraph "Sub-agent sessions handle" CR[Code writing] MR[MR creation/review] TC_W[Task completion
via task_complete] BUG[Bug filing
via task_create] end subgraph "External" DEPLOY[Deployment] HR[Human decisions] end ``` ## IssueProvider abstraction All issue tracker operations go through the `IssueProvider` interface, defined in `lib/issue-provider.ts`. This abstraction allows DevClaw to support multiple issue trackers without changing tool logic. **Interface methods:** - `ensureLabel` / `ensureAllStateLabels` — idempotent label creation - `listIssuesByLabel` / `getIssue` — issue queries - `transitionLabel` — atomic label state transition (unlabel + label) - `closeIssue` / `reopenIssue` — issue lifecycle - `hasStateLabel` / `getCurrentStateLabel` — label inspection - `hasMergedMR` — MR/PR verification - `healthCheck` — verify provider connectivity **Current providers:** - **GitLab** (`lib/providers/gitlab.ts`) — wraps `glab` CLI - **GitHub** (`lib/providers/github.ts`) — wraps `gh` CLI **Planned providers:** - **Jira** — via REST API Provider selection is handled by `createProvider()` in `lib/providers/index.ts`. Auto-detects GitHub vs GitLab from the git remote URL. ## Error recovery | Failure | Detection | Recovery | |---|---|---| | Session dies mid-task | `session_health` checks via `sessions.list` Gateway RPC | `autoFix`: reverts label, clears active state, removes dead session from sessions map. Next heartbeat picks up task again (creates fresh session for that tier). | | glab command fails | Plugin tool throws error, returns to agent | Agent retries or reports to Telegram group | | `openclaw agent` CLI fails | Plugin catches error during dispatch | Plugin rolls back: reverts label, clears active state. Returns error to agent for reporting. | | `sessions.patch` fails | Plugin catches error during session creation | Plugin rolls back label transition. Returns error. No orphaned state. | | projects.json corrupted | Tool can't parse JSON | Manual fix needed. Atomic writes (temp+rename) prevent partial writes. | | Label out of sync | `task_pickup` verifies label before transitioning | Throws error if label doesn't match expected state. Agent reports mismatch. | | Worker already active | `task_pickup` checks `active` flag | Throws error: "DEV worker already active on project". Must complete current task first. | | Stale worker (>2h) | `session_health` flags as warning | Agent can investigate or `autoFix` can clear. | | `project_register` fails | Plugin catches error during label creation or state write | Clean error returned. No partial state — labels are idempotent, projects.json not written until all labels succeed. | ## File locations | File | Location | Purpose | |---|---|---| | Plugin source | `~/.openclaw/extensions/devclaw/` | Plugin code | | Plugin manifest | `~/.openclaw/extensions/devclaw/openclaw.plugin.json` | Plugin registration | | Agent config | `~/.openclaw/openclaw.json` | Agent definition + tool permissions + tier config | | Worker state | `~/.openclaw/workspace-/memory/projects.json` | Per-project DEV/QA state | | Audit log | `~/.openclaw/workspace-/memory/audit.log` | NDJSON event log | | Session transcripts | `~/.openclaw/agents//sessions/.jsonl` | Conversation history per session | | Git repos | `~/git//` | Project source code |