Phase 2 commit #6 per docs/PHASE2.md §12. End-to-end wiring of the MCP tool-call flow on top of broker/safety/context/renderer/mcp. repl.lua additions: - mcp_sessions table populated from config.mcp.servers at startup. connect_mcp() helper does initialize + caches tools/list. Failures status-logged once; absent from mcp_sessions until manual reconnect (C4 — no auto-retry). - tools_schema() flattens connected sessions' tools into the OpenAI {type:"function", function:{name,description,parameters}} shape with "<alias>.<name>" namespacing. - flatten_content() concatenates content[type="text"] blocks; one-shot status warning when non-text blocks (image/resource) are dropped (§4 normative spec, v1 only handles text). - dispatch_tool_call(name, args_table) splits alias.tool, looks up session, calls. Returns (content_string, is_error). Errors of every flavor (missing alias, no session, rpc_error, transport_error) yield a synthesized "[aish] ..." string so callers always have a body for the role:"tool" turn — alternation preserved per C5/C7. - ask_ai rewritten as a sub-loop that re-issues the broker request until the model returns pure text or max_tool_depth (default 8) is hit. Each iteration: stream response → if tool_calls present, confirm-gate each → dispatch → append role:"tool" turn → continue. Argument-JSON parse failure produces a synthesized tool turn (C7). Decline at confirm produces "[aish] tool call declined by user" tool turn (alternation guarantee). - :mcp meta with sub-commands: list / tools / tool <a.n> / connect <url> [alias] / disconnect <alias>. HELP block extended. context.lua: DEFAULT_SYSTEM_PROMPT grows by ~4 lines per PHASE2.md §8 (hybrid prompt: static frame about MCP + dynamic tools list in the request body). Block is always present even when no MCP servers configured — ~60 tokens for clarity that 'CMD:' remains the fallback. CMD: extraction unchanged — runs on the FINAL pure-text response only (not on intermediate iterations of the tool sub-loop). Substrate §3 invariant preserved. End-to-end verified two ways: (1) Direct broker probe: aish's tools_schema fed through broker.chat_stream against hossenfelder → qwen-1.5b emits one tool_call payload with correct id + name="boltzmann.list_dir" + args='{"path":"/tmp"}'. Accumulator stitched the JSON-string across fragmented deltas. (2) Mocked-broker sub-loop test: ask_ai feeds 'list /tmp', mock emits text + tool_call, sub-loop dispatches against LIVE boltzmann lmcp (auto_approve via policy), 80+ files rendered inside the tool_call frame, broker re-invoked with the extended context, mock returns pure text, sub-loop terminates. Total broker invocations: 2. Known: the loaded fast model (qwen-1.5b) tends to emit "CMD: ..." suggestions even when an MCP tool is the better path; the small model's system-prompt compliance is weak. Larger models and the analyze-time direct probe confirm the tools_schema and tool_calls flow is wire-correct — Phase 7 verify will exercise this against qwen3-30b or cloud models when available. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
aish
aish — AI-augmented conversational shell.
A single REPL that interleaves shell command execution and language-model conversation, backed by a llama.cpp HTTP broker. Implementation is LuaJIT 2.x with FFI bindings to libcurl, GNU readline, and libc — no C extensions, no build step, one source tree.
Why
Three flows that currently live in three windows fold into one:
- "Run this command and show me the output" — fast feedback loop, no copy-paste between terminal and chat.
- "Explain or write code based on the output we just looked at" — exec output is automatically injected into the model's context.
- "Plan and execute a multi-step task with confirmation gates" — landing in Phase 3 as Chuck Norris autonomous mode.
aish is not a wrapper around bash. It's a first-class interactive environment where the shell is one of several execution channels.
Status
| Component | State |
|---|---|
| Repository skeleton | ✅ in this commit |
| Phase 0 manifest | ✅ docs/PHASE0.md — locked |
| Phase 0 implementation | 🔜 next session |
| Phase 1+ | 📋 enumerated in PHASE0.md §11 |
Every module file currently raises not implemented (Phase 0 pending)
when called. luajit main.lua fails loudly at the first un-implemented
function, never silently.
Quick orientation
| Read this | If you want to know |
|---|---|
docs/PHASE0.md §1–2 |
What aish is and what Phase 0 ships |
docs/PHASE0.md §3 |
Technology decisions (LuaJIT, FFI, readline, libcurl, llama.cpp) |
docs/PHASE0.md §4 |
Directory layout — these file names are stable across all phases |
docs/PHASE0.md §5 |
How input is dispatched (meta / shell / AI) |
docs/PHASE0.md §6 |
Broker contract: /v1/chat/completions, CMD: extraction |
docs/PHASE0.md §10 |
Config schema and resolution order |
docs/PHASE0.md §11 |
Phase sequence (what lands when) |
docs/PHASE0.md §13 |
Open questions, tracked per phase |
CLAUDE.md |
Project conventions for AI-assisted contributors |
Directory layout
aish/
├── main.lua # entry point
├── repl.lua # readline loop, dispatch, prompt
├── broker.lua # llama.cpp HTTP client
├── router.lua # input classifier (meta/shell/AI)
├── executor.lua # command exec + CMD: extraction
├── context.lua # in-memory turn history
├── history.lua # disk persistence (Phase 1+)
├── safety.lua # destructive-op gate (Phase 3+)
├── renderer.lua # output formatting
├── config.lua # default model registry + preferences
├── ffi/
│ ├── curl.lua # libcurl easy interface
│ ├── readline.lua # GNU readline
│ ├── pty.lua # forkpty (Phase 1+)
│ └── libc.lua # chdir, errno, strerror
└── docs/
└── PHASE0.md # locked substrate
Build / runtime dependencies
System packages (Debian / ALARM / Arch names):
luajit(>= 2.0)libcurl4/libcurl-openssl-3runtimelibreadline8runtimelibc6runtime (always present)
No compilation, no luarocks, no make. Just luajit main.lua.
Running
Once Phase 0 ships:
luajit main.lua # uses ~/.config/aish/config.lua
luajit main.lua --config ./config.lua # explicit config path
AISH_CONFIG=/path/to/config.lua luajit main.lua
Config resolution order is documented in docs/PHASE0.md §10.
Configuration
config.lua is a Lua file returning a single table. The committed
config.lua in this repo is both the canonical example and the
development-fallback config (lowest precedence). Copy it to
~/.config/aish/config.lua and edit endpoints to your local llama.cpp
servers, or point AISH_CONFIG at your own.
The default endpoints assume mfritsche's home network:
fast→dirac.fritz.box:8081(Qwen2.5-Coder-7B q4 8k ctx)deep→dirac.fritz.box:8080(Qwen2.5-Coder-7B q4 32k ctx)cloud→hossenfelder.fritz.box:8082(forwards to OpenRouter)
Replace these with your own llama.cpp endpoints if you're not on that LAN.
License
Not yet selected. Default-private until decided.
Project conventions
See CLAUDE.md for contribution conventions, commit style,
and the phase-loop discipline this project follows.