Model backend rows gain a harness column (claude | pi). A pi-harness row runs
the agent through the pi coding agent instead of the claude binary — pi speaks
the OpenAI Completions API natively, so a bare vLLM/llama.cpp/Ollama endpoint
needs no LiteLLM/claude-code-router translation proxy, and the loop is far
lighter for slow local token throughput. The Claude subscription and existing
claude-harness backends are untouched.
Parity comes from generated per-agent artifacts under ~/.handler-pi (outside
the repo tree, so the clean-tree gate never trips): models.json + settings.json
render the row as a pi provider pinned as the default model; a bundled bridge
extension (pi_bridge.ts) adapts pi's events to the exact stdin/stdout contract
of `python -m handler.hooks` — the Stop/completion gate re-prompts pi with
blockers via a follow-up message, git push runs the test/build/approval gates
and denies on failure, questions defer through an ask_operator tool into the
normal answer/resume flow, and memory recall is injected at session start. The
memory tools are registered natively (pi has no MCP), shelling to a new
`python -m handler.mcpserver --call <tool>` seam that reuses the MCP server's
implementations. Skills reuse the same ~/.claude/skills sync (pi implements the
same SKILL.md standard) plus the repo's committed .claude/skills.
Sessions are single JSONL files pre-assigned via --session, so cross-worker
resume archives/materializes exactly like claude's; the prompt travels on stdin
(pi has no -- separator). The supervisor normalizes pi's event stream on the
fly: assistant message_end feeds last_output, the final agent_end becomes the
run result. The whole chain was validated live against pi 0.84.1 with a stub
OpenAI endpoint: memory injection, push-gate denial (including the protected-
branch approval gate), stop-gate block loop, and ask_operator pause all ran
end to end through the real hooks and DB.
Also: harness selector in the dashboard Models form, pi baked into the control
image (NodeSource 22 for pi's node >= 22.19 floor), PI_BIN override, docs in
docs/local-models.md, fake_pi fixture + 12 tests (361 total green).
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01KdGv3u3DfTsP1S188KDhVH
The distilled knowledge layer over the raw log/transcript history, inspired by
TencentDB-Agent-Memory's memory-hub model, adapted to handler's invariants
(state lives only in the database; workers stay stateless and disposable):
- memory_notes + memory_links tables (migration 0014) with a portable DAL:
scoped listing/search (project + global), idempotent linking, and a one-read
graph. Deleting an agent nulls attribution but keeps its notes; deleting a
project removes its notes and edges, leaving global knowledge intact.
- /memory API routes: reads on the normal token, note/link authoring on the
admin token, plus GET /memory/graph for the dashboard.
- Bundled handler-memory MCP server (python -m handler.mcpserver), a
dependency-free stdio JSON-RPC implementation injected into every launch's
--mcp-config ahead of the DB connectors and allowlisted in generated
settings, exposing memory_search / memory_get / memory_save / memory_link.
Identity and DATABASE_URL arrive via the spawn env, same as hooks.
- SessionStart recall hook: injects the most recent notes in scope as
additional context at session start, best-effort, never blocking.
- Memory page in the web UI: a hand-rolled force-directed SVG graph of the
note web (colored by kind, hover highlights, click-through details), plus
note/link authoring — the app's first visualization, no chart dependency.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01WYqkoYPX8NAo1V2KyXr1pk
schedules.model_id (migration 0013) pins every fired run of a recurring spawn
to a registered model backend, exactly like a hand-spawned agent: the worker
copies it into each firing's spawn payload, the launched agent records the pin,
and resumes stay on the same backend. The Schedules form gets the same Model
dropdown as the spawn form (Claude subscription by default), with a badge in
the schedules table. Create/update routes fail fast on a missing or disabled
backend so a stale selection bounces immediately instead of every firing
failing asynchronously in Activity; a backend deleted later still fails each
firing visibly rather than silently falling back to the subscription.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01DzDofD7gP63WpeLG8vEdZu
Operators can register Anthropic-API-compatible endpoints (a local Qwen/Llama
behind LiteLLM or claude-code-router, an LLM gateway) on the dashboard's
Claude -> Models tab and pick one from a Model dropdown when spawning an agent.
The agent still launches as the same claude binary with the same hooks, skills,
connectors, plugins, and gates — only its ANTHROPIC_BASE_URL / ANTHROPIC_MODEL /
ANTHROPIC_AUTH_TOKEN env differs — and it stays pinned to its backend across
resumes. No selection keeps the worker's Claude subscription untouched.
- claude_models table (+ agents.model_id pin), migration 0012
- control.models resolves a row into the launch env (API keys Fernet-encrypted
at rest, decrypted only in the control container; placeholder key when none is
stored so the subscription OAuth token never reaches a local endpoint)
- /claude/models CRUD (admin-gated writes, key never returned), spawn route +
worker + CLI (--model) pass the selection through, fail-fast on missing or
disabled backends
- dashboard: Models tab, spawn-form dropdown, model badge in the agents table
- docs/local-models.md: why bare OpenAI-compatible servers break tool calling
with Qwen-Coder, and working vLLM/LiteLLM/llama.cpp stacks
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01DzDofD7gP63WpeLG8vEdZu
Skill marketplaces (SkillsMP and friends) publish an install prompt meant to
be pasted into an interactive claude, which fetches the skill's files and
places them under a skills directory. Handler has no interactive claude and
its skills are DB rows, so the Skills tab gains an "Install from a marketplace
prompt" card wired to a new skill_install command: the worker runs the pasted
prompt through a one-off headless claude in a throwaway staging directory
(sandboxed by a generated settings.json allowing fetch/clone tooling with
acceptEdits), then imports whatever <skill>/SKILL.md landed as managed rows —
reinstalling a skill updates it in place.
Headless means nobody can answer questions mid-install, so the wrapper prompt
front-loads the answers a human would give: install into the staging dir,
always user scope (Handler distributes skills to workers itself), pick the
instructions' defaults, never stop to ask, and end with a report of the
choices made — surfaced in the command result for after-the-fact review, with
the imported skill editable/disableable in the UI.
Multi-file skills survive the import: a new claude_skill_files table
(migration 0011, alongside the command-type constraint change) captures
auxiliary files (references/, scripts/, ...), the launch-time sync rebuilds
each managed skill dir from them, and skill cards list what a skill ships
with. The one-off run's timeout defaults under worker_stale_after so a slow
install can't get the worker's live runs falsely reaped.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019f42XmjtVsc3zQ9Dhn6DqZ
The dashboard's Claude page now manages the whole Claude Code install agents
run on, not just the account login:
- Skills: operator-authored SKILL.md rows, synced to each worker's user-level
~/.claude/skills at every launch. Managed dirs carry a .handler-managed
marker so deletions in the UI propagate while hand-installed skills survive.
- Connectors: MCP servers (stdio/http/sse) written per-launch as
.claude/mcp-servers.json and passed to claude via --mcp-config, so nothing
lands in the managed repo's tracked tree.
- Plugins: marketplace-pinned plugins folded into generated settings as
extraKnownMarketplaces + enabledPlugins, installing on boot of headless runs.
- Permissions: defaultMode override plus allow/deny/ask rules merged over the
env baseline into every generated settings.json.
All of it is plain DB state (new claude_skills / claude_connectors /
claude_plugins / claude_config tables, migration 0010) edited through the new
admin-gated /claude/* API routes and applied by the control container at spawn
and resume — changes reach the next launch of every agent with no redeploy.
The login flow moved into the page's Account tab unchanged; /login redirects
to /claude for old bookmarks.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019f42XmjtVsc3zQ9Dhn6DqZ
- worker: heartbeat every loop pass (workers registry); reaper pass
every ~15s marks a silent worker's running runs crashed and flips
agents stuck in 'working' to crashed (paused/blocked keep their
still-accurate status). Idempotent via finish_run's running-guard;
any surviving worker can reap; no auto-requeue (half-done runs may
have pushed). Dead workers' registry rows are dropped once settled.
- api: GET /projects/{p}/agents/{name}/events - the persisted
stream-json event log, oldest-first, cursor-paged by row id;
AgentOut exposes session_id/worker_id
- frontend: Run events panel in the run detail (assistant text, tool
chips, result footer with cost/turns, runner notices, raw lines),
cursor-appended on the existing 5s poll; 'Crashed' filter + danger
badge; crashed agents show their frozen last frame ('last output
before crash'); static export regenerated
Suite 290 -> 296 green; next build clean.
The mise-init agent wedged on launch and the UI reported it green. Three
distinct problems, fixed together:
1. Onboarding wedge (the proximate bug). A freshly-installed claude opens
interactive setup — theme picker, then a folder-trust prompt — before
the REPL. A detached tmux agent has no one to answer it, so it sat on
the theme picker forever while agents.status said 'working'. New
control.claude_config.ensure_onboarded() marks onboarding complete and
trusts the working dir in ~/.claude.json (merge-only, so the login
flow's oauthAccount survives); spawn() calls it before launching.
2. Config-name gate. control/mise.py only recognized `.mise.toml`, so a
repo shipping `mise.toml` (no dot) — or config under `.config/mise/` —
failed the [tasks.test] gate even when healthy. It now accepts the
filenames mise itself reads and scans them all for the test task.
3. "Done" != done (the design gap). A spawned agent's real state lives in
its tmux pane, but the socket is control-container-only, so the API
couldn't see it. The worker now snapshots each working agent's pane
tail (last ~40 lines) into two new agents columns (last_output,
output_at, migration 0007) on its existing poll loop; the API
serializes them and AgentsSection renders a live-output <pre> under
each running agent. A wedged agent now shows the theme picker instead
of a misleading green badge.
Tests: home-dir writes are isolated to tmp in conftest; added coverage for
claude_config seeding/merge, the mise filename set, the worker capture
(including dead-session skip), and the API serialization.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BxKY28XKCM6o4ag3nmaVsZ
Some repos an operator wants to manage don't yet define the `.mise.toml`
`[tasks.test]` task the spawn gate hard-requires — a chicken-and-egg,
since you can't run an agent to author that file without it. This adds a
one-click bootstrap.
Ticking "Initialize mise" on the add step enqueues a `mise_init` command
after the clone. The worker launches a dedicated agent that detects the
repo's stack, writes a `.mise.toml` with a canonical `[tasks.test]` task,
and commits + pushes it. That agent runs with the test-task gate off
(creating the task is the point) and a `HANDLER_MISE_INIT` marker on, so
its hooks enforce a bootstrap contract instead of the normal test gate:
- Stop hook blocks the turn until `.mise.toml` defines `[tasks.test]` and
the change is committed (clean tree) and pushed (no commits ahead of an
upstream) — so claude cannot end before the work has actually landed.
- git-push hook lets the bootstrap push through, skipping the test/build
gate (there may be no working suite yet) so the file reaches the remote.
Backend: `mise_init` command type (+ migration 0006), a shared
`control.mise` helper for the test-task check, `spawn(require_tests=,
mise_init=)`, gitops `is_clean`/`ahead_count`, and `init_mise` on the
project-create API (only acts when a git remote exists to push to).
Frontend: the checkbox, plumbed through the store, following the launch.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01BxKY28XKCM6o4ag3nmaVsZ
claude.com refuses to be embedded in an iframe (X-Frame-Options), so the inline
frame just showed a blocked page. Replace it with a small popup window, like a
"Sign in with Google" flow: the "Log in to Claude" click opens a blank popup
(within the user gesture, so it isn't popup-blocked) and, once login_start
returns the URL, the popup is navigated to it. Buttons to reopen the window or
open the URL in a new tab remain as fallbacks, and the popup is closed on
success/error. README updated to match. Rebuilt static export.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01YKVyBmKvWDVgrFC9WER2f2
Two changes so an operator can stand up and authenticate Handler entirely
from the browser, with a self-contained control image.
Bundle executables in the control image (Dockerfile.control)
- Node.js (NodeSource) + the Claude Code CLI, mise (official apt repo), and
forge (git-pkgs/forge, built in a Go stage) join the existing git/tmux/ssh.
No more bring-your-own binaries: live agent spawning, the verification gate,
CI resolution, and the login flow all work out of the box. Installed under
/usr so the /var/lib/handler VOLUME never masks them; mise apt source pinned
to $TARGETARCH for the multi-arch (amd64/arm64) build.
Claude login from the web UI
- New login_start / login_submit command types (migration 0005) drive the
interactive `claude /login` through the same enqueue→worker handoff every
other control action uses — the API container has no claude binary.
- control/login.py opens `claude` in a dedicated tmux session, sends /login,
selects the subscription account, and scrapes the claude.com authorization
URL (tmux.capture_pane, -pJ so a wrapped URL rejoins); a second command feeds
back the pasted code. Fully mockable via the tmux seam.
- API: POST /login/start, POST /login/submit (admin-gated).
- Dashboard: a "Claude Login" pane — a button that starts the flow, embeds the
URL in an iframe (with a new-tab fallback, since claude.com may refuse
framing), and takes the code to finish.
Also un-ignores frontend/lib/ (a broad Python `lib/` rule was swallowing the
UI's own api client + formatters, breaking rebuilds from a fresh clone) and
reconstructs those two source files; rebuilt static export committed.
Tests: control/login unit tests (tmux faked), worker dispatch, and API route
tests. Full suite green (195 tests), ruff clean.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01YKVyBmKvWDVgrFC9WER2f2
Git servers (forge_hosts) become full credential owners:
- an encrypted forge token (Fernet, HANDLER_SECRET_KEY) stored per server and
never returned by the API (has_token flag only); used automatically by every
project on that host and addressable as db:host:<hostname> — the reserved
db: credential scheme is now live
- a per-server ed25519 SSH deploy key: generated server-side, public half
shown in the dashboard to paste into the forge, private half encrypted at
rest and materialized 0600 only in the control container (GIT_SSH_COMMAND /
core.sshCommand)
Project registration gets a git-server mode: pick a registered server, type
owner/name, and the API derives the remote (ssh when the server has a deploy
key, https otherwise), computes root_dir under PROJECTS_ROOT, and enqueues a
new 'sync' command the worker executes (clone, or ff-only pull). Spawn always
pulls first, so runs start from the remote's latest state; POST /projects/:p/sync
and 'handler sync' re-pull on demand.
Schedules: recurring agent spawns (prefix, prompt, interval, role). The worker
fires due schedules as ordinary queued spawn commands with timestamped agent
names, so runs are fresh stateless agents and appear in the Activity audit
trail; missed intervals collapse into one catch-up run.
Dashboard: Git Servers pane shows the SSH public key (copy button) and takes a
write-only token; Repositories gains the server-first add form and a Pull now
button; new Schedules pane. Rebuilt static export. Also restores the missing
frontend/lib (api client + format helpers) the components import.
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01XY1tEhQZXHZ5wci7dLc7rM
Rebuild the bundled web UI as a Next.js (React + TypeScript) static export
implementing the Claude Activity Dashboard design: a left-nav "Control Center"
hub over Runs, Repositories, Agents, Approvals, Git Servers, Activity, and
Shared, styled with the Leeworks design-system tokens (flat, dark, border-led).
The dashboard is a pure client of the existing API (same contract as curl):
the browser prompts for the token once, stores it in localStorage, attaches it
to every call, and renders all API values as React text so agent-authored
strings stay inert. Control actions enqueue a command and poll it to a terminal
state, matching the worker model.
The build output is committed to src/handler/api/static/ so the wheel ships it
and FastAPI serves it same-origin. app.py now mounts the export at "/" after the
API routers (a non-shadowing fallback: unmatched paths 404, no SPA rewrite).
UI-serving tests updated for the export; frontend source lives in frontend/.
Claude-Session: https://claude.ai/code/session_01ATgVWRjFzG8nHEnwgZpJWD
Co-authored-by: Claude <noreply@anthropic.com>
Claude
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