vikingowl 58beb7ce3c feat(router): classifier-source telemetry + router stats command
Phase 4 routing decisions depend on knowing whether the SLM classifier
is actually firing or whether the heuristic is silently doing all the
work. Adds the instrumentation to make that observable.

router.ClassifierSource enum (heuristic / slm / slm_fallback) is set
on Task by every classifier:
- HeuristicClassifier → ClassifierHeuristic
- slm.Classifier → ClassifierSLM on success, ClassifierSLMFallback when
  the SLM call fails or returns unparseable output

The source is plumbed through router.Outcome to QualityTracker, which
now maintains per-source counters alongside the existing per-arm × task
EMA scores. QualitySnapshot serializes both (classifier_counts is
omitempty for back-compat with pre-feature quality.json files).

lazyClassifier logs at INFO the first time it falls back to heuristic
because the SLM hasn't booted yet — distinguishes operational fallback
from an unconfigured-SLM run.

slm.Manager.Start() now records elapsed-to-healthy and the main.go
goroutine logs it as part of the "SLM ready" event. Confirms whether
short-lived runs are racing the boot cycle.

New `gnoma router stats` subcommand prints both tables (arm × task
quality, classifier source breakdown) from quality.json with a Phase 4
trust hint when the data is too sparse or the SLM share is low.

6 new tests cover ClassifierSource string/enum, heuristic + SLM source
propagation, QualityTracker counter round-trip, and back-compat
restore from a legacy quality.json without classifier_counts.
2026-05-19 18:18:22 +02:00

gnoma

A provider-agnostic agentic coding assistant built in Go. gnoma routes tasks to the best available LLM — cloud or local — through a multi-armed bandit router, while tools, hooks, skills, MCP servers, and plugins keep it extensible. Named after the northern pygmy-owl (Glaucidium gnoma); agents are called elfs (elf owl).

Quickstart

# Install
go install somegit.dev/Owlibou/gnoma/cmd/gnoma@latest

# Or build from source
git clone https://somegit.dev/Owlibou/gnoma && cd gnoma
make build    # binary at ./bin/gnoma

# Set at least one provider key
export ANTHROPIC_API_KEY=sk-ant-...   # or OPENAI_API_KEY, MISTRAL_API_KEY, GEMINI_API_KEY

# Run
gnoma                                 # interactive TUI
echo "list files" | gnoma             # pipe mode
gnoma --provider ollama               # use a local model

Build

make build          # ./bin/gnoma
make install        # $GOPATH/bin/gnoma

Providers

Anthropic

export ANTHROPIC_API_KEY=sk-ant-...
./bin/gnoma --provider anthropic
./bin/gnoma --provider anthropic --model claude-opus-4-5-20251001

Integration tests hit the real API — keep a key in env:

go test -tags integration ./internal/provider/...

OpenAI

export OPENAI_API_KEY=sk-proj-...
./bin/gnoma --provider openai
./bin/gnoma --provider openai --model gpt-4o

Mistral

export MISTRAL_API_KEY=...
./bin/gnoma --provider mistral

Google (Gemini)

export GEMINI_API_KEY=AIza...
./bin/gnoma --provider google
./bin/gnoma --provider google --model gemini-2.0-flash

Ollama (local)

Start Ollama and pull a model, then:

./bin/gnoma --provider ollama --model gemma4:latest
./bin/gnoma --provider ollama --model qwen3:8b     # default if --model omitted

Default endpoint: http://localhost:11434/v1. Override via config or env:

# .gnoma/config.toml
[provider]
default = "ollama"
model   = "gemma4:latest"

[provider.endpoints]
ollama = "http://myhost:11434/v1"

llama.cpp (local)

Start the llama.cpp server:

llama-server --model /path/to/model.gguf --port 8080 --ctx-size 8192

Then:

./bin/gnoma --provider llamacpp
# model name is taken from the server's /v1/models response

Default endpoint: http://localhost:8080/v1. Override:

[provider.endpoints]
llamacpp = "http://localhost:9090/v1"

Extensibility (M8)

gnoma supports hooks, skills, MCP servers, and plugins.

MCP Servers

Connect any MCP-compatible tool server:

[[mcp_servers]]
name    = "git"
command = "mcp-server-git"
args    = ["--repo", "."]
timeout = "30s"

# Replace a built-in tool with an MCP tool
[mcp_servers.replace_default]
exec = "bash"   # MCP tool "exec" replaces gnoma's built-in "bash"

MCP tools appear as mcp__{server}__{tool} (e.g., mcp__git__status), or under the built-in name when using replace_default.

Skills

Drop markdown files into .gnoma/skills/ or ~/.config/gnoma/skills/:

/skillname          # invoke a skill
/skills             # list available skills

Hooks

Run shell commands on tool events:

[[hooks]]
name         = "block-rm-rf"
event        = "pre_tool_use"
type         = "command"
exec         = "bash-safety-check.sh"
tool_pattern = "bash*"

Plugins

Bundle skills, hooks, and MCP configs into installable plugins:

gnoma plugin install ./my-plugin    # install from directory
gnoma plugin list                   # list installed plugins

Plugins are pinned by SHA-256 of their plugin.json on first load (Trust-On-First-Use). A manifest that changes between runs is refused with a clear error and a re-enrollment hint. See docs/plugins-trust.md and ADR-003.


Session Persistence

Conversations are auto-saved to .gnoma/sessions/ after each completed turn. On a crash you lose at most the current in-flight turn; all previously completed turns are safe.

Resume a session

gnoma --resume              # interactive session picker (↑↓ navigate, Enter load, Esc cancel)
gnoma --resume <id>         # restore directly by ID
gnoma -r                    # shorthand

Inside the TUI:

/resume                     # open picker
/resume <id>                # restore by ID

Incognito mode

gnoma --incognito           # no session saved, no quality scores updated

Toggle at runtime with Ctrl+X.

Config

[session]
max_keep = 20   # how many sessions to retain per project (default: 20)

Sessions are stored per-project under .gnoma/sessions/<id>/. Quality scores (EMA routing data) are stored globally at ~/.config/gnoma/quality.json.


Config

Config is read in priority order:

  1. ~/.config/gnoma/config.toml — global
  2. .gnoma/config.toml — project-local (next to go.mod / .git)
  3. Environment variables

Example .gnoma/config.toml:

[provider]
default = "anthropic"
model   = "claude-sonnet-4-6"

[provider.api_keys]
anthropic = "${ANTHROPIC_API_KEY}"

[provider.endpoints]
ollama   = "http://localhost:11434/v1"
llamacpp = "http://localhost:8080/v1"

[permission]
mode = "auto"   # auto | accept_edits | bypass | deny | plan

Environment variable overrides: GNOMA_PROVIDER, GNOMA_MODEL.


Testing

make test               # unit tests
make test-integration   # integration tests (require real API keys)
make cover              # coverage report → coverage.html
make lint               # golangci-lint
make check              # fmt + vet + lint + test

Integration tests are gated behind //go:build integration and skipped by default.

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