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Official · OpenClawFreePublished on GitHubEnglish overview

knowledge-entities

Resolve people, companies, projects, and concepts found in source material, then create or update Knowledge pages when warranted. Add cited facts, timelines, and links between entities and their sources, while keeping uncertain identities unresolved.

OriginalShow the original description

Resolve and enrich Knowledge people, companies, projects, and concepts during an authorized ingestion or entity update, with sourced State, timelines, and back-links. Read-only identity questions do not authorize writes.

openclaw/openclaw393,156 stars(GitHub 393,156 + cccskills 0)

Run score Not tested

See how to install

Good for

  • Identifying people and projects in source material
  • Creating or updating sourced entity profiles
  • Linking entity pages to the sources behind them
  • Recording partial or unresolved identities

Overview

What it does

This skill identifies people, companies, projects, and concepts mentioned in documents or conversations, then checks them against existing Knowledge pages. It distinguishes actual participants from third parties mentioned in passing. Based on evidence and importance, it decides whether to reuse, update, create, or skip a page. When appropriate, it adds a sourced introduction, State, and timeline, and links the entity page to its source and the source back to the entity. Uncertain identities remain partial or unresolved rather than being guessed.

When it helps

Use it to organize people and project information from meeting notes or other source material. It can add evidence to existing pages or make it possible to follow connections between a source and the people or companies related to it. The amount of work is scaled to the entity’s importance; pages are not created when the evidence is too limited. Read-only identity questions do not authorize changes to pages.

Example requests

  • “Identify the people and projects in this conversation and check for existing pages.”
  • “Update the relevant people pages with facts cited from this source.”
  • “Link this new source to the related people and companies, and link them back.”

Notes

Writes are made during an authorized ingestion or entity update. Every added fact needs an inline citation, and both directions of each source link are verified. User-written assessments are preserved; contradictions are flagged with citations.

This overview was written by AI (OpenAI Codex) from the public SKILL.md. Check the original below for the exact behavior.

Document check

AI checked the SKILL.md for operations that need care and for setup requirements. The score comes only from actually running the skill (hands-on test).

SafetyAre sending data, deleting files, and running commands disclosed?
AGoodWrites require authorized work; the skill forbids guessed identities and overwriting user assessments.
Easy setupDoes it need few tools or API keys, and are they documented?
BPartly lackingIt depends on Knowledge and several reference guides; authentication and installation steps are not supplied.

Not counted in the score. Rated by AI (OpenAI Codex) as of Oct 26, 2026. Treat it as a guide and read the original before installing.

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Files included (15)

  • SKILL.md4.2 KB
  • references/assertions.md4.6 KB
  • references/conventions.md14.3 KB
  • references/enrichment.md4.4 KB
  • references/evidence-repair.md1.1 KB
  • references/identity.md4.8 KB
  • references/meeting-entity-example.md6.8 KB
  • references/profiles.md2.8 KB
  • references/publication.md22.1 KB
  • references/publish.md3.0 KB
  • references/recovery.md2.0 KB
  • references/setup.md1.7 KB
  • references/sources.md3.0 KB
  • references/verify.md2.7 KB
  • references/writing.md1.9 KB

SKILL.md (original)

Review the instructions the agent will receive before you install.

Resolve and enrich entities

Find who or what an entity is before asking, decide whether it deserves a page, then write a sourced profile and link it both ways. Read a reference only when its step needs it. Shared references are identical across Knowledge skills; if another Knowledge skill brought you here, don't reread ones you already read.

  • setup: always, first (status, ontology, search)
  • identity: resolving an entity; whether to create a page
  • enrichment: tiers, what to extract, external lookups, bulk runs
  • profiles: page structure, creating or updating
  • writing: before writing page prose
  • sources: retaining sources and citing them
  • assertions: claims and relationships about the entity
  • publish: page writes and batches
  • recovery: any uncertain, rejected or conflicting write
  • verify: verification and report
  • evidence repair: only for an authorized evidence-set repair

Contract

  • Check Knowledge before asking the user or searching externally. Ask only with a hypothesis.
  • No stubs or placeholders: every page's first line says who or what it is.
  • Every fact has an inline citation; every enriched page links to its source and the source links back.
  • Scale effort to importance. When in doubt, don't create a page.
  • Never overwrite user-written assessments; flag contradictions with both citations.

Steps

1. Identify entities

List the people, companies, projects and concepts in the source. Separate actual participants from third parties mentioned in passing.

Done when: each entity is marked participant, substantive or incidental.

2. Resolve each one

Run the resolve chain in identity. Reuse an existing page's ID. Decide create, update or skip using its page-creation rules, and pick the best-fitting declared ontology type.

Done when: each entity has an existing ID, a create decision with a type, or is skipped; ambiguous identities are recorded as partial or unresolved.

3. Gather signal

Extract texture from the source and, for Key and Notable entities, look up what's missing (enrichment). Only supported claims move on; inferences stay labeled where they appear.

Done when: each entity has its supported facts and texture, each with a citation, or a reason it has none.

4. Write

  • Create: introduction, State and the first Timeline line, plus only the optional sections the evidence supports (profiles).
  • Update: add the Timeline line; edit a State topic only when its meaning changed; use knowledge_edit_body for local edits.
  • Use declared ontology fields only; omit unknown values.
  • Create claims and evidenced relationships for independently useful assertions (assertions). Markdown links don't create relationships.

Done when: every planned write has a published receipt.

5. Cross-reference

Link source → entity and entity → source using observed paths. Update related pages when the new signal matters to them: the company page from a person, and the reverse; the parent project from a sub-feature.

Done when: both link directions exist for every linked entity.

6. Verify

Run verify with planned expectedLinks in both directions, associations and relationship endpoints. Reread each changed page against writing and the no-placeholder rule.

Done when: structural checks pass and every changed page reads as a real briefing.

Report

Return resolved IDs, created/updated/reused pages, sources used, unresolved or partial identities, contradictions and skipped work to the caller or user.

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