awfind
One search interface over whichever providers you configured.
pip install awfind
from awfind import FindClient
f = FindClient("https://search.example.com", token="...")
answer = f.quick("what changed in podman 5.4")
print(answer.answer) # the synthesized answer, or None
for hit in answer:
print(hit.score, hit.title, hit.url)
awfind q "what changed in podman 5.4"
awfind deep "cross-model KV cache transfer" --limit 20
awfind providers # before concluding a query is unpopular
awfind --self-test # prove the contract, offline
The service origin comes from --url or AWFIND_URL, the token from --token
or AWFIND_TOKEN. Neither is guessed — a search client that quietly falls back
to some default endpoint is sending your queries somewhere you did not choose.
What this is, and what it is not
It is a client. Provider fan-out, ranking, caching and answer synthesis stay in the service; this is the wire contract, packaged so anything can speak it.
That split is deliberate. The alternative was lifting a 3,900-line service with
33 private imports into a package, which produces something that
ModuleNotFoundErrors on your machine while reading as authoritative. A broken
package is worse than no package.
| route | what it does |
|---|---|
POST /search |
search, with a mode |
POST /search/quick · /search/deep |
the same body, mode forced |
POST /fetch |
retrieve one URL through the service |
GET /providers |
which backends are configured |
GET /stats |
counters |
The bug this package exists to prevent
The search model takes pydantic's default, extra="ignore".
So a field name you spell wrong is silently dropped. Not a 422 — an ordinary
200, with results computed from a request that quietly lost half of what you
asked for. synthesise instead of synthesize costs you the answer and tells
you nothing.
That is the exact opposite of the browse service (awbrowse), which forbids extras and fails loudly. Same platform, opposite failure mode — so an assumption carried from one to the other is wrong in the direction that hurts.
The only protection is sending exactly the declared field set, so that set is a constant the self-test asserts against, and every keyword you pass is validated here rather than dropped there:
f.search("q", mode="sideways") # ValueError — never sent, never silently ignored
f.search("") # ValueError — not an empty result list
f.search("x" * 900) # ValueError: looks like a prompt, not a query
Two things it refuses to do
Return [] on failure. A dead backend raises FindError. Returned as an
empty list, an outage would be indistinguishable from an unpopular query — and
nobody investigates an unpopular query.
For the same reason the CLI says so out loud when a search genuinely matched
nothing, and points at awfind providers: a service with no provider
configured returns nothing for everything, cheerfully, forever.
Send an empty Authorization header. No token means no header at all. An
empty Bearer is rejected differently from an absent one, and the difference sends
you debugging the auth server instead of your config.
--self-test
Every install can prove the client still holds its contract, with no service and no network:
$ awfind --self-test
PASS search body is exactly the declared field set, with the service's defaults
PASS empty/over-long queries and unknown modes are refused with a reason
PASS absent answer is None, missing score is 0.0, results iterate in order
SELF-TEST: awfind ok
The first line is the load-bearing one, and it asserts the exact field tuple
rather than membership — because with extra="ignore" there is no error to catch
a wrong name, and a test that only checks "query is in there" passes on the bug.
The aw family
Standalone tools that share one idea: replace something you would otherwise have to trust with something you can check.
Each installs on its own, works offline, and needs no account.
| instead of trusting | you check | |
|---|---|---|
| awdk | a framework's idea of how your agents should run | one loop you can read, pointed at a backend you already pay for |
| awskills | that an agent knows your procedure | the procedure written down, versioned, and loadable by any agent |
| awm | that memory stayed in its lane | tenant:user:project scopes, so a write cannot cross a boundary |
| awnode | a vendor's cloud with every prompt | a local gateway routing to backends you chose |
| awgraph | that grep found everything | an AST + tree-sitter call graph an agent can traverse |
| awgit | that no one else is editing this file | a lease, refused at commit time if you do not hold it |
| awseal | that the artifact came from who you think | an Ed25519 seal — the key that verifies is not the key that forges |
| awshare | that the download is intact | content-addressed bundles, verified on fetch |
| awnest | that there is a person on the other end | a verdict with evidence, where "we could not tell" is not "yes" |
| awnboard | a share link anyone who sees it can use | an invitation addressed to one person, for one gate, revocable |
| awnix | that the box is what you left it as | an immutable image you built, with atomic rollback |
| awrecover | that the restore worked | a restore that fully lands or does not land at all |
| awkno | that the docs site is up, or that you remember the family | the whole ecosystem in your terminal, with no network at all |
| awrelay | a SaaS in the middle of your agents | findings, alerts and coordination over your own transport |
| awmail | a mailbox somebody else can read | mail your agents send and receive over your own server |
| awfind (you are here) | one vendor's idea of the web | results from whichever providers you configured |
| awbrowse | that the page said what you were told | the render, the DOM and the requests it made |
| aitherkvcache | a vendor's quantisation defaults | sub-byte KV cache kernels you can benchmark yourself |
| AitherZero | a pile of scripts nobody has numbered | numbered, discoverable automation with declarative playbooks |
| AitherConnect | what a page tells your browser to do | a federated search and desktop bridge you host |
| awreason | a confident paragraph | the phases it went through, and every tool call it made to get there |
| awrecurse | that everything you pasted in was actually read | which slices it opened, and what it concluded from each |
| awprism | the first explanation that fits | the ranked alternatives, and the observation that separates them |
| awrepl | what the agent believes the value is | the value, printed from the live session |
| awresearch | a summary of pages nobody opened | every claim against the source it came from |
awnix is the ground floor — A Linux you can hand to an agent — immutable base, capabilities included.
The Aitherium ecosystem
Every repository here is public. Each publishes an aither-manifest.json beside its page, so any surface can read every sibling's — the network is browsable from any node in it.
| repo | what it is | pages |
|---|---|---|
| awdk | Build AI agent fleets — 3 lines, any backend, local or cloud | docs |
| awskills | Portable agent skills — self-contained procedures an agent loads on demand | docs |
| awm | A portable, scoped agent memory | docs |
| awnode | A lightweight local gateway — bridges your apps to the AI backends you chose | docs |
| awrun | A priority-aware queue and dispatcher for agentic runs and ad-hoc CI builds | docs |
| awgraph | A semantic code graph for agents — AST + tree-sitter, call graphs | docs |
| awgit | Semantic version control on top of git — edit-ops and leases | docs |
| awseal | Sign an artifact so a stranger can verify it | docs |
| awshare | Publish an artifact and fetch it back verified | docs |
| awnest | Prove there is a human before you let them into the nest | docs |
| awnboard | A front gate you can put in front of anything, and hand someone the key to | docs |
| awnix | A Linux you can hand to an agent — immutable base, capabilities included | docs |
| awrecover | Labelled snapshots with an all-or-nothing restore | docs |
| awkno | The man page for the Aither World — every brick, stack and law, offline | docs |
| awrelay | Portable agent messaging — findings, alerts, coordination | docs |
| awmail | Give an agent an email address — send, and actually receive | docs |
| awfind (you are here) | A portable search client — query, results, ranking | docs |
| awbrowse | A portable browser client — navigate, console, network, DOM, screenshot | docs |
| aitherkvcache | Near-optimal KV cache quantization for LLM inference — sub-byte compression | docs |
| AitherZero | PowerShell 7+ automation framework — numbered, self-describing scripts | docs |
| AitherConnect | Browser extension — federated AI search, page context, and the Living OS overlay | docs |
| awreason | A portable reasoning client — sessions, phases, thoughts, and the chain that produced the answer | docs |
| awrecurse | Answer a question over a context far larger than the window — recursively, with the trace kept | docs |
| awprism | Turn a failure into ranked hypotheses — and say what would confirm each one | docs |
| awrepl | A REPL an agent can actually use — state that survives between turns | docs |
| awresearch | Ask a research question, get a cited report you can check | docs |
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