OmniSeek

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What this server can do and what it asks for, from its tool list, install config and code. Checked Oct 25, 2026.

Tools

6 read · 2 write · 0 delete · 10 not yet classified

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Python package

Tools (18)

Read from the source code; the running server may differ. Descriptions are the server’s own words; hidden characters are shown as [U+…].

• omniseek_coauthors

  Use WHEN you want WHO a researcher collaborates with: advisor + closest collaborators by joint-paper count, or how a paper's author group is connected (WebSearch cannot build this). One LAYER, not the whole graph: co-authorship is one edge type; YOU overlay the others (advising, institution cohort, citation, code, social) and judge what each connection MEANS. Pass author NAMES and/or ids (from omniseek_resolve_identity). A brand-new arXiv paper is not in the graph yet, so this reconstructs from each author's PRIOR work: • N=1 -> that author's frequency-ranked coauthor neighborhood. The adviso…

• omniseek_curator_act

  Use WHEN acting on the source-curation protocol: WRITE a source-lifecycle action (submit / probe / decide / admit / retire ...); every safety gate lives in the impl, unchanged. Pick the action with ``verb``; each verb's REQUIRED args (see the /curator protocol): • submit (name, urls, mode, domain, family; optional kind, regions, rationale, draft) -> add a CANDIDATE source to the admission backlog. mode ∈ STRUCTURE/UNWALL/TRANSCRIBE/RECALL/MONITOR. draft (foundry-grade) is a WORKING artifact ({"row", "fixture", "probe_summary"}) surfaced in the packet and preferred as stage_commit's rea…

• omniseek_curator_view

  Use WHEN running the source-curation protocol (judge the admission queue or a source audit); READ curator state: queue | packet | audit. Never mutates. Pick a view with ``what``: • what="queue" -> the candidate-admission backlog (optionally filtered by ``state``: new / probed / awaiting_verdict / admitted / watching / rejected / owner_review / redline_blocked / parked_p2 / error). The judging agent's entry point: list awaiting_verdict, then view each packet. See the /curator protocol. • what="packet" -> the last-built evidence packet for ``candidate_id`` (a fresh agent picks it up col…

• omniseek_field_skeleton

  Map a research field's shape: use WHEN you need its citation neighborhood (foundational core by citations vs frontier by date) to cluster yourself, from a topic or seed papers. A thin graph primitive, NO judgment: given ``query`` (auto-picks top-relevance seeds) or ``seeds`` (OpenAlex work-ids YOU chose as anchors, preferred once you know the field), it returns the field's complete citation neighborhood: every node with raw metadata, ``date``, and ONE signal ``in_degree`` (how many in-field papers cite it). YOU are the cartographer; do ALL the intelligence over this raw data: • SEEDS: if the…

• omniseek_gather

  Run N independent read-only eye tools IN PARALLEL, returning results in one response. The agent decides WHAT to call (judgment). OmniSeek executes them (mechanical). Each call runs independently; one failure does not affect others. Calls that depend on a prior call's result belong in a SEPARATE gather (the agent reads this batch first, then decides the next batch). ``calls``: [{"tool": "omniseek_search", "args": {"query": "..."}}, ...] Bounded: max 10 calls. Read-only tools only. Calls naming search-index venues / nowcoder serialize through one paced backend (see server instructions (10)); >…

• omniseek_graph

  Use WHEN you want HOW two entities connect, or what OmniSeek already knows AROUND a paper / author / entity; read-only, budgeted projections of its accumulated evidence graph with typed edges (ONE graph). Everything OmniSeek perceives is a statement with provenance ("X relates to Y, per Z"); the evidence graph accumulates those typed edges in ONE store surfaced through N indexes. It stores FACTS + labeled CANDIDATES, never verdicts: mechanical world edges (tier M: cites, authored, coauthored, affiliated, published_in, about, observed, exact-id same_as) and alignment CANDIDATES (tier A: title-…

• omniseek_institution_cohort

  Use WHEN you need the people-ROSTER of a lab / department / university (who actively publishes there, optionally scoped to a field): the "who's at this lab" question, orthogonal to co-authorship ("same lab, never co-authored" is still a tie, and the people-roster of a target lab is exactly the SG/Canada cohort question). Resolve the institution (+ optional FIELD) -> roster ranked by their output AT that institution IN that field (so juniors with a few papers surface, not just senior profs). IMPORTANT: without ``concept`` you get the institution's most-prolific people across ALL fields (e.g. "…

• omniseek_paper_enrich

  Use WHEN you need ONE paper's open-access full-text PDF, retraction / integrity status, or citation count: signals omniseek_search / field_skeleton do NOT give cleanly. Keyless, mechanical: YOU decide when + on which papers. Pass DOIs and/or arXiv ids (e.g. "2306.08543", "10.1145/3292500.3330701"; use a node's ``doi`` from omniseek_field_skeleton, or metadata.paper_id/metadata.doi from an openalex omniseek_search result, NOT its source_id, the OpenAlex W-id, which is not a DOI/arXiv id). Enrich only the handful you care about, not a whole map. For each id: • is_oa / pdf_url: the open-access f…

• omniseek_paper_recommend

  Use WHEN you have a paper and want more like it: semantically-similar papers (SPECTER embeddings) that keyword search and the citation graph miss, including very recent work. Uses Semantic Scholar's recommendation model (SPECTER embeddings + co-citation), so it surfaces conceptually-related work that omniseek_search (keyword) and omniseek_field_skeleton (citations) miss, including very recent papers the citation graph has not caught up to. Pass seed paper ids (arXiv ids / DOIs / S2 ids: a paper you found via omniseek_search or omniseek_field_skeleton). One seed = "more like this"; several = r…

• omniseek_read

  Read text from any URL OR document FILE: OmniSeek's single "read this deep" verb. AUTO-ROUTES. ROUTING: if ``target`` is a local filesystem path OR ends with a document extension (.pdf / .pptx / .docx / .xlsx / .txt / .md / .csv, case-insensitive, a ?query is tolerated) it routes to the DOCUMENT reader (below); otherwise it routes to the URL reader. A LOCAL path ending in .html / .htm also routes to the document reader, which returns the page's extracted text; an http(s) .html URL stays on the URL branch, where the adapters live. ``start_char`` / ``max_chars`` window the body on BOTH branches…

• omniseek_resolve_identity

  Resolve a PERSON's name to candidate author ids: the shared front door for EVERY relationship layer (you must know WHICH person before you can map their connections). OmniSeek's other tools keyword-search PAPERS; this resolves an AUTHOR. It NEVER silently picks; it returns ranked CANDIDATES so YOU disambiguate (the homonym trap: "Zhennan Shen" is three different people in OpenAlex). ``hint`` (e.g. an institution like "HKUST", or a field) only RE-ORDERS candidates, never filters them. ``source``: "auto" (OpenAlex first, pulls in Semantic Scholar when the top OpenAlex hit is sparse, i.e. a like…

• omniseek_ruling

  Use WHEN two graph nodes ARE (or are NOT) the same person / entity and you want views to collapse them: record / list / retract same_as | not_same_as rulings (the one judgment channel the graph's working policy applies). OmniSeek never MAKES a ruling; it STORES yours as declarative state and APPLIES it at read time (the sensors.json precedent: judgment persisted as config OmniSeek executes mechanically). A ruling says "these two graph nodes ARE / are NOT the same entity"; omniseek_graph's ``working`` and ``exploratory`` policies then collapse (or reject) that pair when projecting a view. The …

• omniseek_search

  Search the curated sources. The default for "best/latest on X". ONE verb, three shapes. DISPATCH (deterministic): • DEFAULT (raw=False): DEDUP + RANK across sources into ONE list. Cross-source duplicates merge (same paper from arxiv + openalex + … → one entry, the others in metadata.also_in); ordered by a relevance+recency+engagement blend (metadata._rank) you may re-sort; each doc's named signals map (e.g. citations / upvotes / stars, each provenance-stamped) + its date are on the doc. CROSS-LINGUAL + SEMANTIC (default on): also runs VECTOR recall over the local perception-memory i…

• omniseek_sensor

  Use WHEN you want to MONITOR a query over time and be told only what's NEW: standing queries with novelty detection. ONE verb; ``action`` picks what to do. The agent decides WHAT to monitor (judgment); the sensor diffs mechanically (a (source, source_id) fingerprint diff against baseline). Each action's REQUIRED args: • action="create" (query; optional sources, schedule, notify) -> register a standing query that detects NEW results over time. The live service runs sensors automatically on their own ``schedule`` (hourly | daily | weekly; unknown = daily); a deployment that schedules senso…

• omniseek_sources

  List all sources: call this to ROUTE before searching. BOUNDED ORIENT: a bare (no-arg) call does NOT dump every source's facets. It returns the routing VOCABULARY (available_domains / available_regions with counts) + the capabilities verb index + `source_names` (the bare inventory) + counts, so the orient payload stays small no matter how far the roster grows (brain_orient's lesson). The per-source FACETS (kind / domains / regions / modes, needs_credentials, explicit_only, stability, health, ...) plus the prose `description` arrive when you NARROW or ask verbose; reach for them on demand: • d…

Signals

Stars

95

Forks

15

Open issues

0

Weekly downloads

33

Last commit

Oct 11, 2026 (19 days ago)

Last release

Sep 14, 2026 (1 month ago)

Last package publish

Sep 14, 2026 (1 month ago)

From GitHub (fetched Oct 24, 2026) and the package registry.

Details

Registry name

io.github.Battam1111/omniseek

Version

0.2.1

Auth

No auth

Packages

pypi omniseekoci ghcr.io/battam1111/omniseek:v0.2.1

License

Apache-2.0

Repository

github.com/Battam1111/omniseek

Website

battam1111.github.io/omniseek

First seen

Oct 24, 2026

Last checked

Oct 25, 2026

Source

Official MCP Registrygithub-graphql