RAWThink

Install

Works with Claude Code, Codex, VS Code, Cursor, Windsurf, Claude Desktop. Read the repository before you give any tool access to your data.

npx agentmarket install connector/ygtalp-rawthink-mcp

About

No reviews yet. Installed it? Reviews come from verified installers only. How reviews work

Permissions

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

Tools

5 read · 9 write · 3 delete

Secrets

None asked for

Install scripts

Not scanned yet

Runs as

Python package

Tools (17)

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

• add_observations

  Add new observations to existing entities in the knowledge graph. Args: observations: List of dicts with keys: entityName, contents (list of strings).

• create_entities

  Create multiple new entities in the knowledge graph. If an entity with the same name exists, new observations are merged. Each entity can have: - name (required): Entity name - entityType: Type (default "concept") - observations: List of observation strings - epistemic: "assertion" | "hypothesis" | "speculation" (optional) Observations are stored with temporal metadata (created date, status). Entities get activation tracking (activation=1.0, last_accessed=today). Args: entities: List of dicts with keys: name, entityType, observations (list of strings), epistemic (optional).

• create_relations

  Create multiple new relations between entities. Relations should be in active voice. Canonical relation types: supports, contradicts, evolved_into, depends_on, exemplifies, part_of, caused_by, enables, supersedes, related_to. Non-standard types are accepted but return a warning. Args: relations: List of dicts with keys: from, to, relationType.

• delete_entitiescan change or delete data

  Delete multiple entities and their associated relations from the knowledge graph. Args: entityNames: List of entity names to delete.

• delete_observationscan change or delete data

  Delete specific observations from entities in the knowledge graph. Args: deletions: List of dicts with keys: entityName, observations (list of strings to remove).

• delete_relationscan change or delete data

  Delete multiple relations from the knowledge graph. Args: relations: List of dicts with keys: from, to, relationType.

• get_sessionread-only

  Get full content of a session by reading the markdown file directly. Args: session_id: Session identifier (e.g. "2026-03-16_001").

• invalidate_observations

  Mark observations as invalidated (belief revision tracking). Sets status='invalidated' and records invalidated_at date. Optionally records what superseded the old belief. Args: entity_name: Name of the entity whose observations to invalidate. observations: List of observation text strings to invalidate. superseded_by: Optional description of what replaced these beliefs.

• open_nodesread-only

  Open specific nodes in the knowledge graph by their names. Returns the requested entities and all relations connected to them. Args: names: List of entity names to retrieve.

• read_graphread-only

  Read the entire knowledge graph — all entities and relations. By default returns full entities with pagination (offset/limit). Use summary=True for a compact overview (names + types + observation counts). Args: summary: If True, return compact overview. If False (default), return full entities with pagination. entity_type: Filter entities by type (e.g. "concept", "decision", "insight"). offset: Skip first N entities (for pagination). Default 0. limit: Max entities to return (for pagination). Default 20.

• record

  Write entities, relations and observations in one validated, atomic call. This is the single write path. Everything is validated before anything is written, so a batch that is half-valid writes nothing. Entity fields: name, entityType (required for new), domain (required for new), epistemic (assertion|hypothesis|speculation|unknown, default unknown), visibility (private|shareable, default private), observations. An observation may be a string, or {"text": ..., "kind": ...} where kind is note|decided|rejected|because|touches. Relations use the canonical vocabulary; close synonyms are folded,…

• record_decision

  Record a decision: what was chosen, what was rejected, and why. `rejected` is the field that makes this worth recording. What was chosen stays readable in the code forever; what was considered and dropped exists nowhere else, and it is the question that gets asked months later. Args: name: Stable identifier, e.g. "banking/phase-7: reference ID strategy". domain: Subject area (software, music, history, ...). decided: What was chosen. because: The constraint or reasoning that forced it. rejected: Alternatives considered and dropped, each with its reason. touches: Files …

• reindex

  Re-index vault content into the search database. Args: session_id: If provided, reindex only this session. full: Force full vault re-index.

• revise

  Mark observations as no longer held, and link what replaced them. Deliberately not a delete. Keeping the superseded belief, dated and linked, is what lets the archive answer "why did we change our mind" later. If you pass `superseding_entity`, record that entity first — a relation cannot point at a name the graph does not know. Args: entity_name: Entity whose observations are being revised. observations: Exact observation texts to invalidate. superseded_by: Short description of what replaced them. superseding_entity: Name of the entity that supersedes this one.

• search_nodesread-only

  Search the knowledge graph. Bounded: returns `total_matched` alongside a capped page, so a truncated result is visible rather than silent. Args: query: Matched against entity names, types and observations. limit: Max entities returned (default 10). max_relations: Max relations returned (default 50). domain: Narrow to one subject area (software, music, history, ...). entity_type: Narrow to one role (decision, concept, finding, rule, ...).

Signals

Stars

0

Forks

0

Open issues

0

Weekly downloads

37

Last commit

Jul 31, 2026 (3 months ago)

Last release

Jul 31, 2026 (3 months ago)

Last package publish

Jul 31, 2026 (3 months ago)

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

Details

Registry name

io.github.ygtalp/rawthink-mcp

Version

2.0.1

Auth

No auth

Packages

pypi rawthink-mcp

License

MIT

Repository

github.com/ygtalp/rawthink-mcp

First seen

Oct 24, 2026

Last checked

Oct 24, 2026

Source

Official MCP Registrygithub-graphql