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feat(kanban): add specify — auxiliary LLM fleshes out triage tasks (#21435)
* feat(kanban): add `specify` — auxiliary LLM fleshes out triage tasks

The Triage column shipped with a placeholder 'a specifier will flesh
out the spec', but the specifier itself was never built. This wires
it up as a dedicated CLI verb.

`hermes kanban specify <id>` calls the auxiliary LLM (configured under
`auxiliary.triage_specifier`) to expand a rough one-liner into a
concrete spec — tightened title plus a body with Goal / Approach /
Acceptance criteria / Out-of-scope sections — then atomically flips
`status: triage -> todo` and recomputes ready so parent-free tasks
go straight to the dispatcher on the same tick.

Surface:

  hermes kanban specify <task_id>               # single task
  hermes kanban specify --all [--tenant T]      # sweep triage column
  hermes kanban specify ... --author NAME       # audit-comment author
  hermes kanban specify ... --json              # one JSON line per task

Design choices:

  - Parent gating is preserved. specify_triage_task flips to 'todo',
    then recompute_ready promotes to 'ready' only when parents are
    done — same rule as a normal parent-gated todo.
  - No daemon, no background watcher. Every invocation is explicit —
    keeps cost predictable and doesn't fight the dispatcher loop.
  - Response parse is lenient: strict JSON preferred, markdown-fence
    tolerated, raw-body fallback on malformed JSON so the LLM can't
    strand a task in triage.
  - All failure modes (no aux client, API error, task moved out of
    triage mid-call) return SpecifyOutcome(ok=False, reason=...) so
    --all continues past individual failures.

Changes:

  hermes_cli/kanban_db.py    + specify_triage_task()
  hermes_cli/kanban_specify.py  NEW (~220 LOC — prompt, parse, call)
  hermes_cli/kanban.py       + specify subcommand + _cmd_specify
  hermes_cli/config.py       + auxiliary.triage_specifier task slot
  website/docs/user-guide/features/kanban.md  specify + config notes
  website/docs/reference/cli-commands.md      CLI reference entry
  tests/hermes_cli/test_kanban_specify_db.py    NEW (10 tests)
  tests/hermes_cli/test_kanban_specify.py       NEW (20 tests)

Validation: 30/30 targeted tests pass. E2E: triage task -> specify ->
ends in 'ready' with events [created, specified, promoted] and the
audit comment recorded under the configured author.

* feat(kanban): wire specifier into dashboard and gateway slash

Follow-ups to the initial PR #21435 — closes the two gaps I'd left as
post-merge: dashboard button and first-class gateway surface.

Dashboard (plugins/kanban/dashboard/)
  - POST /tasks/:id/specify  NEW endpoint. Thin wrapper around
    kanban_specify.specify_task(). Returns the CLI outcome shape
    ({ok, task_id, reason, new_title}); ok=false with a human reason
    is a 200, not a 4xx, so the UI can render it inline without
    treating 'no aux client configured' as a crash.
  - Runs sync in FastAPI's threadpool because the LLM call can take
    tens of seconds on reasoning models.
  - Pins HERMES_KANBAN_BOARD around the specify call so the module's
    argless kb.connect() lands on the right board.
  - dist/index.js: doSpecify callback threaded through the drawer →
    TaskDetail → StatusActions prop chain.  Specify button appears
    ONLY when task.status === 'triage' (elsewhere the backend would
    reject anyway — hide the button to keep the action row clean).
    Busy state (Specifying…) + inline success/error banner under the
    button using the response.reason text.
  - dist/style.css: tiny hermes-kanban-msg-ok / -err classes using
    existing --color vars so themes reskin cleanly.

Gateway slash (/kanban specify)
  - Already works via the existing run_slash → build_parser →
    kanban_command pipeline. No code change needed — slash commands
    inherit the argparse tree automatically. Added coverage:
    test_run_slash_specify_end_to_end (create --triage, specify, verify
    promotion + retitle) and test_run_slash_specify_help_is_reachable.

Tests
  - tests/plugins/test_kanban_dashboard_plugin.py: 3 new tests for the
    REST endpoint — happy path, non-triage rejection as ok=false 200,
    missing aux client as ok=false 200.
  - tests/hermes_cli/test_kanban_cli.py: 2 new slash-surface tests.

Docs
  - website/docs/user-guide/features/kanban.md: dashboard action row
    description mentions  Specify + all three surfaces. REST table
    gains /tasks/:id/specify. Slash examples include /kanban specify.

Validation: 340/340 targeted tests pass. E2E via TestClient: create a
triage task over REST → POST /specify with mocked aux client → task
moves to 'ready' column on /board with new title and body applied.
2026-05-07 13:04:41 -07:00
.github fix: add dashboard to CLI help epilogue and Docker CI smoke test 2026-05-07 06:16:23 -07:00
.plans Merge PR #724: feat: --yolo flag to bypass all approval prompts 2026-03-10 20:56:30 -07:00
acp_adapter feat(acp): pass image file attachments through as image_url parts 2026-05-07 09:24:32 -07:00
acp_registry feat: restore ACP server implementation from PR #949 (#1254) 2026-03-14 00:09:05 -07:00
agent fix(compressor): soften summary prompt for content filters 2026-05-07 06:42:32 -07:00
assets Update banner image to new version 2026-02-25 11:53:44 -08:00
cron fix(cron): initialize MCP servers before constructing the cron AIAgent (#21354) 2026-05-07 07:53:03 -07:00
datagen-config-examples feat: add WebResearchEnv RL environment for multi-step web research 2026-03-05 14:34:36 +00:00
docker feat(docker): launch dashboard as side-process via HERMES_DASHBOARD=1 2026-05-04 15:37:27 +10:00
docs feat: add Telegram DM topic-mode sessions 2026-05-04 12:07:17 -07:00
environments docs: align terminal-backend count and naming across docs and code 2026-05-05 13:44:09 -07:00
gateway fix(telegram): preserve thread_id=1 for forum General typing indicator (#21390) 2026-05-07 08:39:21 -07:00
hermes_cli feat(kanban): add specify — auxiliary LLM fleshes out triage tasks (#21435) 2026-05-07 13:04:41 -07:00
locales fix: add Turkish locale references in config, tests, and docs 2026-05-05 17:29:12 -07:00
nix fix(nix): refresh stale tui npmDepsHash + fix cache-blind detection (#20144) 2026-05-05 15:32:20 +05:30
optional-skills feat(optional-skills): port Anthropic financial-services skills as optional finance bundle (#21180) 2026-05-07 04:58:39 -07:00
packaging/homebrew chore: prepare Hermes for Homebrew packaging (#4099) 2026-03-30 17:34:43 -07:00
plans fix(gemini): tighten native routing and streaming replay 2026-04-19 12:40:08 -07:00
plugins feat(kanban): add specify — auxiliary LLM fleshes out triage tasks (#21435) 2026-05-07 13:04:41 -07:00
providers feat(providers): make all 33 providers pluggable under plugins/model-providers/ 2026-05-05 13:40:01 -07:00
scripts fix: add termux-all install profile and safe fallbacks 2026-05-07 13:04:08 -07:00
skills feat(skills/linear): add Documents support + Python helper script (#20752) 2026-05-06 08:27:21 -07:00
tests feat(kanban): add specify — auxiliary LLM fleshes out triage tasks (#21435) 2026-05-07 13:04:41 -07:00
tinker-atropos@65f084ee80 Add tinker-atropos submodule and update RL training tools 2026-02-04 10:36:01 -08:00
tools feat(web): add Brave Search (free tier) and DDGS search providers 2026-05-07 09:59:17 -07:00
tui_gateway fix(tui): render structured content on resume 2026-05-07 06:37:23 -07:00
ui-tui fix(tui): avoid main-screen scrollback reset loops 2026-05-07 06:07:03 -07:00
web fix(dashboard): finish resumeId -> resumeParam rename in ChatPage (#21317) 2026-05-07 07:05:03 -07:00
website feat(kanban): add specify — auxiliary LLM fleshes out triage tasks (#21435) 2026-05-07 13:04:41 -07:00
.dockerignore fix(docker): exclude compose/profile runtime state from build context 2026-05-04 02:31:39 -07:00
.env.example feat(plugins/google_chat): Google Chat platform adapter as a bundled plugin 2026-05-07 07:15:44 -07:00
.envrc nix: add tui lockfile update script 2026-04-10 00:46:37 -04:00
.gitattributes feat: web UI dashboard for managing Hermes Agent (#8756) 2026-04-12 22:26:28 -07:00
.gitignore feat(providers): add GMI Cloud as a first-class API-key provider (#11955) 2026-04-27 11:17:59 -07:00
.gitmodules refactor: remove mini-swe-agent dependency — inline Docker/Modal backends (#2804) 2026-03-24 07:30:25 -07:00
.mailmap chore: add MestreY0d4-Uninter to AUTHOR_MAP and .mailmap 2026-04-15 15:03:28 -07:00
AGENTS.md docs: pluggable surfaces coverage — model-provider guide, full plugin map, opt-in fix (#20749) 2026-05-06 07:24:42 -07:00
batch_runner.py fix: eliminate duplicate checkpoint entries and JSON-unsafe coercion 2026-04-24 14:32:21 -07:00
cli-config.yaml.example feat(plugins/google_chat): Google Chat platform adapter as a bundled plugin 2026-05-07 07:15:44 -07:00
cli.py fix(cli): replace get_event_loop() with get_running_loop() to silence RuntimeWarning in process_loop thread (#19285) 2026-05-07 06:35:54 -07:00
constraints-termux.txt feat: add tested Termux install path and EOF-aware gh auth 2026-04-09 16:24:53 -07:00
CONTRIBUTING.md docs(contributing): align tool discovery and test runner with AGENTS.md 2026-05-07 05:40:19 -07:00
docker-compose.yml feat(plugins/google_chat): Google Chat platform adapter as a bundled plugin 2026-05-07 07:15:44 -07:00
Dockerfile fix(docker): chown runtime node_modules trees to hermes user (#18800) 2026-05-07 06:17:49 -07:00
flake.lock fix nix build 2026-04-11 15:30:37 -04:00
flake.nix feat(nix): declarative plugin installation for NixOS module (#15953) 2026-04-28 00:18:32 +05:30
hermes fix: use argparse entrypoint in top-level launcher (#3874) 2026-03-29 21:54:36 -07:00
hermes-already-has-routines.md docs: automation templates gallery + comparison post (#9821) 2026-04-14 12:30:50 -07:00
hermes_constants.py fix(constants): warn once when get_hermes_home() falls back under an active profile (#18746) 2026-05-02 01:49:55 -07:00
hermes_logging.py fix(logging): attach gateway log after cli init 2026-04-26 19:01:26 -07:00
hermes_state.py fix: resolve lazy session creation regressions (#18370 fallout) (#20363) 2026-05-06 01:11:49 +05:30
hermes_time.py refactor: extract shared helpers to deduplicate repeated code patterns (#7917) 2026-04-11 13:59:52 -07:00
LICENSE fix: restore missing MIT license file 2026-03-07 13:43:08 -08:00
MANIFEST.in chore: prepare Hermes for Homebrew packaging (#4099) 2026-03-30 17:34:43 -07:00
mcp_serve.py fix(mcp): coerce numeric tool args defensively 2026-05-07 07:17:12 -07:00
mini_swe_runner.py fix(kimi): omit temperature entirely for Kimi/Moonshot models (#13157) 2026-04-20 12:23:05 -07:00
model_tools.py fix(model_tools): log plugin hook exceptions instead of silently swallowing them 2026-05-07 05:33:31 -07:00
package-lock.json perf(browser): upgrade agent-browser 0.13 -> 0.26, wire daemon idle timeout 2026-04-22 16:33:36 -07:00
package.json perf(browser): upgrade agent-browser 0.13 -> 0.26, wire daemon idle timeout 2026-04-22 16:33:36 -07:00
pyproject.toml fix: add termux-all install profile and safe fallbacks 2026-05-07 13:04:08 -07:00
README.md docs(readme): prefer .venv to match AGENTS.md and scripts/run_tests.sh (#21334) 2026-05-07 07:27:51 -07:00
README.zh-CN.md docs: add Chinese (zh-CN) README translation 2026-05-05 14:15:05 -07:00
RELEASE_v0.2.0.md chore: rebuild changelog with correct time window (Feb 25 12PM PST onwards) 2026-03-12 02:33:50 -07:00
RELEASE_v0.3.0.md chore: release v0.3.0 (v2026.3.17) 2026-03-17 00:38:48 -07:00
RELEASE_v0.4.0.md docs: revise v0.4.0 changelog — fix feature attribution, reorder sections 2026-03-23 22:42:22 -07:00
RELEASE_v0.5.0.md chore: release v0.5.0 (v2026.3.28) (#3568) 2026-03-28 13:11:39 -07:00
RELEASE_v0.6.0.md chore: release v0.6.0 (2026.3.30) (#3985) 2026-03-30 08:29:38 -07:00
RELEASE_v0.7.0.md chore: release v0.7.0 (2026.4.3) (#4812) 2026-04-03 11:14:55 -07:00
RELEASE_v0.8.0.md docs: update v0.8.0 highlights — notify_on_complete, MiMo v2 Pro, reorder 2026-04-08 04:59:45 -07:00
RELEASE_v0.9.0.md fix: add contributor audit script + fix missed contributors (#9264) 2026-04-13 16:31:27 -07:00
RELEASE_v0.10.0.md chore: release v0.10.0 (2026.4.16) (#11209) 2026-04-16 12:53:06 -07:00
RELEASE_v0.11.0.md chore: release v0.11.0 (2026.4.23) (#14791) 2026-04-23 15:31:59 -07:00
RELEASE_v0.12.0.md chore: release v0.12.0 (2026.4.30) (#18057) 2026-04-30 11:31:01 -07:00
RELEASE_v0.13.0.md chore: release v0.13.0 (2026.5.7) (#21406) 2026-05-07 09:22:48 -07:00
rl_cli.py chore: remove unused imports and dead locals (ruff F401, F841) (#17010) 2026-04-28 06:46:45 -07:00
run_agent.py fix(run_agent): break permanent empty-response loop from orphan tool-tail (#21385) 2026-05-07 08:35:10 -07:00
SECURITY.md docs: add terminal bypass test to Out of Scope section 2026-04-15 14:34:09 -07:00
setup-hermes.sh fix(termux): make setup-hermes use android path 2026-04-09 16:24:53 -07:00
toolset_distributions.py chore: fix 154 f-strings, simplify getattr/URL patterns, remove dead code (#3119) 2026-03-25 19:47:58 -07:00
toolsets.py fix: merge plugin tools into builtin toolsets 2026-05-05 10:14:17 -07:00
trajectory_compressor.py chore: remove unused imports and dead locals (ruff F401, F841) (#17010) 2026-04-28 06:46:45 -07:00
utils.py refactor: consolidate symlink-safe atomic replace into shared helper 2026-04-28 04:58:22 -07:00
uv.lock fix(install): remove uv exclude-newer cutoff 2026-05-07 05:29:47 -07:00

Hermes Agent

Hermes Agent ☤

Documentation Discord License: MIT Built by Nous Research 中文

The self-improving AI agent built by Nous Research. It's the only agent with a built-in learning loop — it creates skills from experience, improves them during use, nudges itself to persist knowledge, searches its own past conversations, and builds a deepening model of who you are across sessions. Run it on a $5 VPS, a GPU cluster, or serverless infrastructure that costs nearly nothing when idle. It's not tied to your laptop — talk to it from Telegram while it works on a cloud VM.

Use any model you want — Nous Portal, OpenRouter (200+ models), NVIDIA NIM (Nemotron), Xiaomi MiMo, z.ai/GLM, Kimi/Moonshot, MiniMax, Hugging Face, OpenAI, or your own endpoint. Switch with hermes model — no code changes, no lock-in.

A real terminal interfaceFull TUI with multiline editing, slash-command autocomplete, conversation history, interrupt-and-redirect, and streaming tool output.
Lives where you doTelegram, Discord, Slack, WhatsApp, Signal, and CLI — all from a single gateway process. Voice memo transcription, cross-platform conversation continuity.
A closed learning loopAgent-curated memory with periodic nudges. Autonomous skill creation after complex tasks. Skills self-improve during use. FTS5 session search with LLM summarization for cross-session recall. Honcho dialectic user modeling. Compatible with the agentskills.io open standard.
Scheduled automationsBuilt-in cron scheduler with delivery to any platform. Daily reports, nightly backups, weekly audits — all in natural language, running unattended.
Delegates and parallelizesSpawn isolated subagents for parallel workstreams. Write Python scripts that call tools via RPC, collapsing multi-step pipelines into zero-context-cost turns.
Runs anywhere, not just your laptopSeven terminal backends — local, Docker, SSH, Singularity, Modal, Daytona, and Vercel Sandbox. Daytona and Modal offer serverless persistence — your agent's environment hibernates when idle and wakes on demand, costing nearly nothing between sessions. Run it on a $5 VPS or a GPU cluster.
Research-readyBatch trajectory generation, Atropos RL environments, trajectory compression for training the next generation of tool-calling models.

Quick Install

curl -fsSL https://raw.githubusercontent.com/NousResearch/hermes-agent/main/scripts/install.sh | bash

Works on Linux, macOS, WSL2, and Android via Termux. The installer handles the platform-specific setup for you.

Android / Termux: The tested manual path is documented in the Termux guide. On Termux, Hermes installs a curated .[termux] extra because the full .[all] extra currently pulls Android-incompatible voice dependencies.

Windows: Native Windows is not supported. Please install WSL2 and run the command above.

After installation:

source ~/.bashrc    # reload shell (or: source ~/.zshrc)
hermes              # start chatting!

Getting Started

hermes              # Interactive CLI — start a conversation
hermes model        # Choose your LLM provider and model
hermes tools        # Configure which tools are enabled
hermes config set   # Set individual config values
hermes gateway      # Start the messaging gateway (Telegram, Discord, etc.)
hermes setup        # Run the full setup wizard (configures everything at once)
hermes claw migrate # Migrate from OpenClaw (if coming from OpenClaw)
hermes update       # Update to the latest version
hermes doctor       # Diagnose any issues

📖 Full documentation →

CLI vs Messaging Quick Reference

Hermes has two entry points: start the terminal UI with hermes, or run the gateway and talk to it from Telegram, Discord, Slack, WhatsApp, Signal, or Email. Once you're in a conversation, many slash commands are shared across both interfaces.

Action CLI Messaging platforms
Start chatting hermes Run hermes gateway setup + hermes gateway start, then send the bot a message
Start fresh conversation /new or /reset /new or /reset
Change model /model [provider:model] /model [provider:model]
Set a personality /personality [name] /personality [name]
Retry or undo the last turn /retry, /undo /retry, /undo
Compress context / check usage /compress, /usage, /insights [--days N] /compress, /usage, /insights [days]
Browse skills /skills or /<skill-name> /<skill-name>
Interrupt current work Ctrl+C or send a new message /stop or send a new message
Platform-specific status /platforms /status, /sethome

For the full command lists, see the CLI guide and the Messaging Gateway guide.


Documentation

All documentation lives at hermes-agent.nousresearch.com/docs:

Section What's Covered
Quickstart Install → setup → first conversation in 2 minutes
CLI Usage Commands, keybindings, personalities, sessions
Configuration Config file, providers, models, all options
Messaging Gateway Telegram, Discord, Slack, WhatsApp, Signal, Home Assistant
Security Command approval, DM pairing, container isolation
Tools & Toolsets 40+ tools, toolset system, terminal backends
Skills System Procedural memory, Skills Hub, creating skills
Memory Persistent memory, user profiles, best practices
MCP Integration Connect any MCP server for extended capabilities
Cron Scheduling Scheduled tasks with platform delivery
Context Files Project context that shapes every conversation
Architecture Project structure, agent loop, key classes
Contributing Development setup, PR process, code style
CLI Reference All commands and flags
Environment Variables Complete env var reference

Migrating from OpenClaw

If you're coming from OpenClaw, Hermes can automatically import your settings, memories, skills, and API keys.

During first-time setup: The setup wizard (hermes setup) automatically detects ~/.openclaw and offers to migrate before configuration begins.

Anytime after install:

hermes claw migrate              # Interactive migration (full preset)
hermes claw migrate --dry-run    # Preview what would be migrated
hermes claw migrate --preset user-data   # Migrate without secrets
hermes claw migrate --overwrite  # Overwrite existing conflicts

What gets imported:

  • SOUL.md — persona file
  • Memories — MEMORY.md and USER.md entries
  • Skills — user-created skills → ~/.hermes/skills/openclaw-imports/
  • Command allowlist — approval patterns
  • Messaging settings — platform configs, allowed users, working directory
  • API keys — allowlisted secrets (Telegram, OpenRouter, OpenAI, Anthropic, ElevenLabs)
  • TTS assets — workspace audio files
  • Workspace instructions — AGENTS.md (with --workspace-target)

See hermes claw migrate --help for all options, or use the openclaw-migration skill for an interactive agent-guided migration with dry-run previews.


Contributing

We welcome contributions! See the Contributing Guide for development setup, code style, and PR process.

Quick start for contributors — clone and go with setup-hermes.sh:

git clone https://github.com/NousResearch/hermes-agent.git
cd hermes-agent
./setup-hermes.sh     # installs uv, creates venv, installs .[all], symlinks ~/.local/bin/hermes
./hermes              # auto-detects the venv, no need to `source` first

Manual path (equivalent to the above):

curl -LsSf https://astral.sh/uv/install.sh | sh
uv venv .venv --python 3.11
source .venv/bin/activate
uv pip install -e ".[all,dev]"
scripts/run_tests.sh

RL Training (optional): The RL/Atropos integration (environments/) — see CONTRIBUTING.md for the full setup.


Community


License

MIT — see LICENSE.

Built by Nous Research.