Owner

mozilla-ai

30 indexed repositories · View on GitHub

llamafile
Distribute and run LLMs with a single file.

C++ · 25999 stars
any-llm
Communicate with an LLM provider using a single interface

Python · 2202 stars
cq
An open standard for shared agent learning. Agents persist, share, and query collective knowledge so they stop rediscovering the same fai...

Go · 1273 stars
any-agent
A single interface to use and evaluate different agent frameworks

Python · 1234 stars
otari
Open-source, OpenAI-compatible LLM gateway you run yourself. One endpoint for 40+ providers, with virtual keys, budgets, and usage tracking.

Python · 479 stars
agent.cpp
Building blocks for agents in C++

C++ · 207 stars
mcpd
Declaratively define and run required tools across environments, from local development to containerized cloud deployments.

Go · 180 stars
any-llm-go
any-llm go

Go · 157 stars
encoderfile
Distribute and run transformer encoders with a single file.

Rust · 133 stars
any-guardrail
Giving researchers and practitioners an easy way to switch between guardrails.

Python · 122 stars
clawbolt
The AI Assistant that actually does things for the trades

Python · 101 stars
byota
Blueprint to Build Your Own Timeline Algorithm

Python · 81 stars
tinyagent
Minimalist framework for running and monitoring an agent

Python · 30 stars
settl
Hex Settlement Game: TUI, written in Rust

Rust · 21 stars
surf-spot-finder

Python · 20 stars
llamafile-builder
A desktop application for building custom llamafiles with bundled models and configurations.

Rust · 8 stars
pi-otari
Token usage and spend tracking across your Pi agent sessions with Otari.AI

TypeScript · 5 stars
otari-sdk-rust

Rust · 4 stars
apron-auth
Stateless OAuth protocol library — auth URL building, PKCE, code exchange, token refresh, revocation, scope parsing.

Python · 3 stars
otari-sdk-go

Go · 3 stars
10 more repositories live on View on GitHub

Beginner friendly Everything

Open All

Both guardrail ceilings are check-then-act, so concurrent writes can exceed them Open

area/backend type/tech-debt

Difficulty 4/5 3-5 days Newbie friendliness 45/100

mozilla-ai/otari#1411 · Opened Sep 21, 2026
BUG: 21 models from nebus return 404 Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

mozilla-ai/otari#1407 · 2 comments · Opened Sep 19, 2026
A ceiling created on a workspace or membership scope can outlive a concurrent workspace delete Open

area/backend bug

mozilla-ai/otari#1404 · 1 assignee · Opened Sep 18, 2026
The CodeRabbit-facing rules drift from the skill that states them, and nothing compares the two Open

Difficulty 4/5 3-5 days Newbie friendliness 68/100

mozilla-ai/otari#1402 · Opened Sep 18, 2026
Helper and module files are camelCase, which is an identifier convention applied to filenames Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

mozilla-ai/otari#1400 · Opened Sep 18, 2026
Users not able to delete orgs Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

mozilla-ai/otari#1386 · Opened Sep 18, 2026
After accepting invitation to join an org, users land in personal org instead of the org they just joined Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

mozilla-ai/otari#1385 · Opened Sep 18, 2026
[BUG] API keys row showi "Never" under "Last used" even though the keys were used Open

bug

Difficulty 4/5 3-5 days Newbie friendliness 35/100

mozilla-ai/otari#1384 · Opened Sep 18, 2026
[FEATURE] In-process code execution over pydantic/monty as the no-Docker default Open

area/backend enhancement open-core

Difficulty 5/5 Over a week Newbie friendliness 45/100

mozilla-ai/otari#1383 · Opened Sep 18, 2026
The organization members page assembles one table from seven reads and joins them in the browser Open

area/api area/dashboard area/performance

Difficulty 5/5 Over a week Newbie friendliness 42/100

mozilla-ai/otari#1381 · Opened Sep 18, 2026
Five pickers filter in the browser, so they silently offer a subset of the options Open

area/dashboard area/performance needs-decision

Difficulty 5/5 Over a week Newbie friendliness 38/100

mozilla-ai/otari#1380 · Opened Sep 18, 2026
Seventeen tables render every row because the page never asks for a page, and ten of them filter in the browser Open

area/dashboard area/performance

Difficulty 4/5 3-5 days Newbie friendliness 68/100

mozilla-ai/otari#1379 · 1 comment · Opened Sep 18, 2026
Serve provider-native Files in standalone mode Open

area/api area/backend enhancement

mozilla-ai/otari#1377 · 1 assignee · Opened Sep 18, 2026
The dashboard reads whole collections from nineteen endpoints, and performance.md licenses it Open

area/dashboard area/performance needs-decision

Difficulty 4/5 3-5 days Newbie friendliness 48/100

mozilla-ai/otari#1376 · 3 comments · Opened Sep 18, 2026
Region-tag API keys and gateway tokens as untrusted routing hints, with 421 fail-fast Open

Difficulty 4/5 3-5 days Newbie friendliness 48/100

mozilla-ai/otari#1374 · Opened Sep 18, 2026
The dashboard cannot tell a policy that fell back from one that lost its primary Open

Difficulty 4/5 3-5 days Newbie friendliness 55/100

mozilla-ai/otari#1371 · Opened Sep 18, 2026
A migration branch per feature, run only where the feature is enabled Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

mozilla-ai/otari#1363 · 1 comment · Opened Sep 18, 2026
Epic: frontend refactor Open

area/dashboard area/refactor

mozilla-ai/otari#1359 · 8 comments · 1 assignee · Opened Sep 18, 2026
Ship a py.typed marker so consumers get the types this codebase already checks Open

area/backend type/tech-debt

mozilla-ai/otari#1332 · 1 assignee · Opened Sep 18, 2026
add_member reports a duplicate membership for any integrity violation, including a workspace deleted mid-join Open

area/backend bug needs-decision

mozilla-ai/otari#1331 · 1 assignee · Opened Sep 18, 2026
tests/unit and tests/integration are flat; give them a structure that matches src/gateway Open

area/tests type/tech-debt

mozilla-ai/otari#1330 · 1 assignee · Opened Sep 18, 2026
Guard where error classes live, once the migration out of services/tenancy/errors.py is finished Open

area/backend type/tech-debt

mozilla-ai/otari#1328 · 1 assignee · Opened Sep 17, 2026
Workspace-less organization members are shown no hosted providers in the catalog Open

area/backend bug needs-decision

Difficulty 4/5 3-5 days Newbie friendliness 45/100

mozilla-ai/otari#1318 · Opened Sep 17, 2026
Registry: support providers whose API key is optional Open

Difficulty 3/5 1-2 days Newbie friendliness 72/100

mozilla-ai/any-llm#1412 · Opened Sep 17, 2026
Move per-user budget state off the users table, so only the budgets domain writes budget counters Open

area/refactor type/tech-debt

mozilla-ai/otari#1313 · 1 assignee · Opened Sep 17, 2026
feat(files): add Gemini support to the public Files API Open

Difficulty 5/5 Over a week Newbie friendliness 45/100

mozilla-ai/any-llm#1410 · Opened Sep 17, 2026
Move Providers into organization General settings Open

mozilla-ai/otari#1303 · 1 assignee · Opened Sep 17, 2026
Decide one transport rule for both credential-bearing hybrid-protocol hops Open

area/backend

Difficulty 5/5 Over a week Newbie friendliness 28/100

mozilla-ai/otari#1295 · Opened Sep 17, 2026
Hosted (deployment-owned) providers contribute no models to the catalog listing Open

area/api area/backend bug

Difficulty 3/5 1-2 days Newbie friendliness 72/100

mozilla-ai/otari#1294 · 3 comments · Opened Sep 17, 2026
Run a workspace's stored guardrail definitions on every request Open

Difficulty 4/5 3-5 days Newbie friendliness 68/100

mozilla-ai/otari#1287 · Opened Sep 17, 2026
Add a hosted API compatibility smoke check Open

Difficulty 4/5 3-5 days Newbie friendliness 50/100

mozilla-ai/pi-otari#43 · Opened Sep 17, 2026
Remove or replace the retired managed-catalog fallback Open

Difficulty 4/5 3-5 days Newbie friendliness 58/100

mozilla-ai/pi-otari#42 · Opened Sep 17, 2026
Handle retired mzai selectors in existing configurations Open

Difficulty 4/5 3-5 days Newbie friendliness 64/100

mozilla-ai/pi-otari#41 · Opened Sep 17, 2026
Update hosted inference URLs to /api/v1 Open

Difficulty 2/5 1-3 hours Newbie friendliness 84/100

mozilla-ai/pi-otari#40 · Opened Sep 17, 2026
Budget reservations as Try-Confirm/Cancel, so no exit path can leak a reservation Open

area/refactor type/tech-debt

mozilla-ai/otari#1277 · 1 assignee · Opened Sep 17, 2026
Routing fallback dropdown fails to load model choices Open

area/dashboard bug

Difficulty 3/5 1-2 days Newbie friendliness 48/100

mozilla-ai/otari#1271 · Opened Sep 17, 2026
Add organization deletion to the API and dashboard Open

enhancement needs-decision

Difficulty 5/5 Over a week Newbie friendliness 35/100

mozilla-ai/otari#1269 · Opened Sep 17, 2026
An API key's model listing does not flag hosted models as deployment-managed Open

area/api bug

Difficulty 4/5 3-5 days Newbie friendliness 68/100

mozilla-ai/otari#1267 · Opened Sep 17, 2026
The model-provider port opens a second database session on routes that use get_db Open

area/backend area/performance

Difficulty 4/5 3-5 days Newbie friendliness 72/100

mozilla-ai/otari#1266 · Opened Sep 17, 2026
Services receive their own repositories and a Unit of Work, never the session Open

area/refactor type/tech-debt

mozilla-ai/otari#1262 · 1 assignee · Opened Sep 17, 2026
A request served on a hosted credential still prices at the organization's override Open

area/backend area/security

Difficulty 4/5 3-5 days Newbie friendliness 48/100

mozilla-ai/otari#1254 · Opened Sep 16, 2026
Readiness should judge a stuck connection pool over time, not from one reading Open

area/backend area/observability needs-decision

Difficulty 5/5 Over a week Newbie friendliness 45/100

mozilla-ai/otari#1247 · Opened Sep 16, 2026
The readiness probe logs an error on every probe while the database is down Open

area/backend area/observability type/tech-debt

Difficulty 2/5 1-3 hours Newbie friendliness 82/100

mozilla-ai/otari#1246 · Opened Sep 16, 2026
Add the dashboard page that defines a guardrail Otari runs itself Open

Difficulty 4/5 3-5 days Newbie friendliness 65/100

mozilla-ai/otari#1245 · Opened Sep 16, 2026
Make SecurityHeadersMiddleware pure ASGI Open

area/backend type/tech-debt

Difficulty 3/5 1-2 days Newbie friendliness 74/100

mozilla-ai/otari#1238 · Opened Sep 16, 2026
A search-tool name containing '/' stores a row no route can address Open

Difficulty 3/5 1-2 days Newbie friendliness 68/100

mozilla-ai/otari#1231 · 1 comment · Opened Sep 16, 2026
Encrypt secret validate_kwargs before a guardrail declares one Open

Difficulty 4/5 3-5 days Newbie friendliness 50/100

mozilla-ai/otari#1230 · Opened Sep 16, 2026
Postman path parameters are generated empty, so those requests cannot be run as imported Open

Difficulty 3/5 1-2 days Newbie friendliness 68/100

mozilla-ai/otari#1228 · Opened Sep 16, 2026
Give the lifespan supervisor one record type for every background task Open

area/refactor type/tech-debt

mozilla-ai/otari#1227 · 1 assignee · Opened Sep 16, 2026
An abandoned worker can repopulate a cache that shutdown already cleared Open

area/backend type/tech-debt

Difficulty 4/5 3-5 days Newbie friendliness 55/100

mozilla-ai/otari#1224 · Opened Sep 16, 2026

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