neuron-explorer
Qwen3.5‑4B 전용 조향형 뉴런 탐색기, 모든 MLP 뉴런을 밀어 결과를 보관·탐색
아직 감지된 업데이트가 없습니다. GitHub 릴리스가 나오면 여기에 보입니다.
개인 계정의 공개 저장소 소유자는 GitHub로 로그인해 운영자를 확인하고 소개를 직접 관리할 수 있습니다. 관리자 승인은 필요하지 않습니다.
로그인한 뒤 확인 파일을 만들어 이 저장소의 기본 브랜치에 30분 안에 커밋해 주세요. 다른 브랜치나 포크의 파일은 인정하지 않습니다. 파일을 올린 뒤 아래에서 확인하면 관리자 승인 없이 관리할 수 있습니다. 자격을 유지하려면 파일을 남겨 두세요.
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프로젝트 폴더에서 /nomorevibe verify를 실행하면 소유권을 확인하고 소개를 직접 관리할 수 있습니다.
1분 만에 확인하기yeah
저장소 README에서 가져옴
README 전체를 불러오는 중입니다. 아래는 저장된 발췌입니다.
A terminal coding agent that runs on free models.
OllyAI reads, writes and runs code in your repo from the terminal. It has no
model of its own — you give it whatever API keys you have and OmniRoute
picks the best model you can actually reach for each turn, then fails over the
moment one rate-limits.
No dependencies. Node 20+.
Add a key — in any format
The one thing OllyAI refuses to be fussy about. All of these work:README 전문 보기 ↗ ██████╗ ██╗ ██╗ ██╗ ██╗ █████╗ ██╗
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A terminal coding agent that runs on free models.
OllyAI reads, writes and runs code in your repo from the terminal. It has no model of its own — you give it whatever API keys you have and OmniRoute picks the best model you can actually reach for each turn, then fails over the moment one rate-limits.
git clone https://github.com/stacysolovyev-prog/oliverai
cd oliverai && npm link # gives you `olly`
No dependencies. Node 20+.
The one thing OllyAI refuses to be fussy about. All of these work:
olly key AQ.Ab8RN6IkVs4... # bare token
olly key 'NVIDIA_API_KEY=nvapi-abc123...' # env line
olly key 'export GROQ_API_KEY="gsk_..."' # shell export
olly key '{"openrouter_api_key": "sk-or-v1-..."}' # JSON
olly key 'curl -H "Authorization: Bearer hf_..." ...' # a curl command
olly key "$(cat .env)" # a whole .env dump
It works out the provider from the token's shape, the variable name around it,
or — failing both — by making a live authenticated call. Keys are stored in
~/.ollyai/keys.json with 0600 permissions and never written into your project.
The quickest free start is a Google AI Studio key.
olly # interactive session
olly "add a /health endpoint and a test"
olly -p -y "fix the failing tests" # one-shot, auto-approve
Inside a session:
| command | |
|---|---|
/key <paste> | add a key in any format |
/model | show routing; /model <id> pins one |
/route [plan|code|fast] | the ranking table, and why |
/models | every model your keys can reach |
/clone owner/repo | clone a GitHub repo and work in it |
/mode ask|auto|readonly | how much it may do unattended |
/cost | tokens, failovers, models used |
olly doctor # keys, models, tool calling
olly doctor HIveAppDeveloper/Hive-app # ...and access to one repo
Every line is a real call, not a guess:
PASS key: google AQ.Ab8R******LmGA via stored
PASS models reachable 33 across 2 provider(s)
PASS model answers gemini-3.1-flash-lite (google) in 1.4s
PASS tool calling gemini-3.8-flash called read_file
PASS repo: owner/name private, default branch main
PASS write access OllyAI can commit and open pull requests
It exits non-zero if anything is broken, so it works in CI too.
Routing is the point. Every turn is classified (plan, code, fast, long)
and each reachable model is scored on curated quality and speed, weighted for
that task class, with a bonus for free tiers and a penalty for anything that
has been failing you lately.
$ olly route code
1. gemini-3.8-flash google 15.85
quality 9.4 x0.8, speed 9.3 x0.45 · tagged "code" · free tier
2. qwen-3-coder-480b cerebras 15.6
quality 9.1 x0.8, speed 9.8 x0.45 · tagged "code" · free tier
When a model rate-limits or falls over mid-task, the turn does not fail — it moves to the next candidate and carries on:
⏺ edit_file calc.js
~ google:gemini-3.8-flash (server) - routing onward
~ google:gemini-3.1-pro-preview (rate) - routing onward
⏺ bash node --check calc.js
Latency and error rates are recorded per model in ~/.ollyai/health.json, so
the routing gets better the more you use it. A provider that rejects your key
is dropped for the rest of the turn rather than retried model by model.
Free tiers: Google AI Studio, NVIDIA NIM, Groq, Cerebras,
OpenRouter (:free models), GitHub Models, Mistral, Together,
Hugging Face, Ollama (local, no key).
Also supported if you have keys: DeepSeek, OpenAI, Anthropic, xAI, Fireworks, Perplexity.
Keys
0600 in ~/.ollyai/, never inside a project, masked whenever shown.localStorage and are sent only
with that visitor's own requests. The server writes and logs nothing.What the agent may do
ask mode (the default) confirms every file write and shell command;
readonly removes those tools altogether.ollyai/…
branch and arrive as a pull request.Untrusted content
innerHTML sink in the page and fails the build on an
unescaped one.connect-src 'self', so even a missed
injection cannot exfiltrate a key to another host.None. There is nothing to configure — deploy it and it works. Visitors paste their own key into the sidebar and it stays in their browser.
If you want your deployment to work without anyone pasting anything, set one environment variable in Vercel:
| Name | Value |
|---|---|
GEMINI_API_KEY | a free key from aistudio.google.com/apikey |
Any provider works — NVIDIA_API_KEY, GROQ_API_KEY, OPENROUTER_API_KEY,
CEREBRAS_API_KEY, and so on. Set one and the site shows "Ready — no key
needed". A visitor's own key always takes priority over yours.
Setting a host key means anyone who opens your URL spends your free-tier quota. Leave it unset for a public link; set it for a private one.
Or from the command line:
npm i -g vercel
vercel --prod
The build is verified: vercel build produces five functions on nodejs22.x
plus the static UI, with no build step and no dependencies to install.
Or import the repo at vercel.com/new. No build step,
no framework, no dependencies — Vercel serves public/ and turns api/*.js
into functions automatically.
To add the host key afterwards:
vercel env add GEMINI_API_KEY production
vercel --prod # redeploy so it takes effect
vercel domains add yourdomain.com
Or in the dashboard: Project → Settings → Domains → Add. Vercel gives you
the DNS records to point at your registrar. Every project also gets a free
*.vercel.app domain immediately.
npm run web # http://localhost:3000
public/ is the UI; api/ holds four endpoints — status (what the
deployment has), detect (identify a pasted key), route (the ranking table)
and chat (one routed completion).
Keys pasted in the browser live in localStorage and are sent only with that
visitor's own requests. The server stores and logs nothing.
Add a GitHub token in settings and the Repository dropdown fills with everything that token can reach — your own repos, ones you collaborate on, and repos belonging to organisations you are a member of.
A repository that listing misses can be added by name: paste owner/repo or a
GitHub URL into the box below the dropdown and OllyAI asks GitHub about that
repo directly, which is the authoritative check. If it still cannot see it, the
message names the likely cause — a classic token without the repo scope, or a
fine-grained token that has not been granted the repository (and approved by
the organisation that owns it).
Either way OllyAI then works on it through the GitHub API, no clone and no local checkout:
| Public repo, no token | read and search files |
| + a GitHub token | private repos, and committing |
Writes never touch the default branch. The first edit creates an ollyai/…
working branch, commits land there, and gh_open_pr raises a pull request — so
everything arrives as a reviewable diff.
For a fine-grained PAT, grant Contents: read and write and Pull requests: read and write on the repos you want it to reach.
The web app cannot run your tests or a build — there is no filesystem behind it. For that, use the CLI, which works on a real checkout.
olly key ghp_your_github_token # detected as a GitHub token, stored separately
olly
⬢ › /clone HIveAppDeveloper/Hive-app
⬢ › add optimistic updates to the feed and a test for the rollback path
/clone uses your stored GitHub token, so private repos work. OllyAI edits,
runs your tests, and commits only when you ask it to.
MIT