Particles
An append-only ledger of sourced, dated, confidence-scored claims your agent cites and you audit
Connector by linkedparticles.org · Domain verified by the MCP Registry
Chalk Labs
Need help deploying Particles?
Chalk Labs sets up agents like this inside real teams: connected to your tools, tested on your data, with a human in the loop where it matters.
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/linkedparticles-org-particles
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
Get the weekly diff
The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.
About
Use cases: knowledge-base, agent-memory
Reviews
Write a reviewNo 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, install config and code. Checked Oct 25, 2026.
- Tools
- 17 read · 7 write · 4 delete · 3 not yet classified
- Secrets
- 1 (API keys, tokens or passwords)
- Install scripts
- None found
- Runs as
- Python package
Tools by what they do 31
Read from the source code; the running server may list different tools.
Read 17 · Look things up without changing anything.
corpus_links_suggestevent_showevents_listlinks_suggestlintlist_corpus_entrieslist_taxonomiesopen_nodesparticle_searchparticle_showparticles_listquery
Show 5 more tools
read_graphsearch_nodessubjects_listsubjects_searchsubjects_show
Write 7 · Create, change, send or run things.
add_observationscreate_entitiescreate_relationsdeposit_textlink_addparticle_tagparticle_untag
Delete 4 · Delete, drop, revoke or wipe things.
delete_entitiesdelete_observationsdelete_relationslink_remove
Not yet classified 3 · We could not tell from the name and description.
particle_assertparticle_retractparticle_supersede
Secrets and settings it asks for
Secrets: values you paste in that let it act as you.
ANTHROPIC_API_KEY
Other settings (environment variables or headers).
DATABASE_URLPARTICLES_CONFIG
Network hosts it talks to 16
api.notion.com· found in codedesign-tokens.github.io· found in codedocs.linkedparticles.org· found in codedoi.org· found in codeen.numista.com· found in codeerrors.pydantic.dev· found in codegist.github.com· found in codegithub.com· found in codeglama.ai· found in codehuggingface.co· found in codelinkedparticles.org· found in codenews.ycombinator.com· found in codenomisma.org· found in codenotion.so· found in codereddit.com· found in codewikidata.org· found in code
Files it touches
/home/me/.claude/projects~/.claude~/.claude.json~/.claude/CLAUDE.md~/.claude/projects/proc/cpuinfo/proc/meminfo/tmp/rung1- Your home directory (~)
~/.config/foo/vault~/.particles~/.particles/benchmark/longmemeval~/.particles/benchmark/query-latency~/src/particles-engine-py
Tools (31)
Read from the source code; the running server may differ. Descriptions are the server’s own words; hidden characters are shown as [U+…].
add_observationsAdd ObservationsAdd new observations to existing entities in the knowledge graph Backed by a Particles store: an item identical to one deleted earlier, or one that conflicts with a stored belief, is held for review rather than added. It is left out of the result, and an extra text block names it.
corpus_links_suggestcreate_entitiesCreate EntitiesCreate multiple new entities in the knowledge graph Backed by a Particles store: entity names match case-insensitively, so a name differing from an existing entity only by case is treated as that entity and skipped. Backed by a Particles store: an item identical to one deleted earlier, or one that conflicts with a stored belief, is held for review rather than added. It is left out of the result, and an extra text block names it.
create_relationsCreate RelationsCreate multiple new relations between entities in the knowledge graph. Relations should be in active voice Backed by a Particles store: an item identical to one deleted earlier, or one that conflicts with a stored belief, is held for review rather than added. It is left out of the result, and an extra text block names it.
delete_entitiesDelete Entitiescan change or delete dataDelete multiple entities and their associated relations from the knowledge graph Backed by a Particles store: this retracts with an audit trail rather than hard-deleting, so the item stops appearing in reads while its history survives.
delete_observationsDelete Observationscan change or delete dataDelete specific observations from entities in the knowledge graph Backed by a Particles store: this retracts with an audit trail rather than hard-deleting, so the item stops appearing in reads while its history survives.
delete_relationsDelete Relationscan change or delete dataDelete multiple relations from the knowledge graph Backed by a Particles store: this retracts with an audit trail rather than hard-deleting, so the item stops appearing in reads while its history survives.
deposit_textDeposit a literal string as one corpus entry; no fetch, no extraction. ``project_key`` is the project a bound agent surface writes as. It is the server's to supply, never the caller's: on the agent path it replaces any ``project:`` tag in ``tags``. Two callers with deliberately different attribution: * **Agent (cheap deposit)** — both arguments omitted. The entry is attributed to the server-bound asserter identity and typed ``CONVERSATION``, so it lands under the §6.4 AUTHOR trust tier that ranks agent-asserted content below operator content. * **Operator (the CLI ``deposit --text`` h…
event_showevents_listlink_addLink two particles with a typed relation (CO_EVIDENTIAL today). A thin mirror of ``particles links add``; particles are addressed by full id. On a project-bound server the two beliefs must already have the same observer scope: a link between different scopes would change which projects see them, which is the operator's act (``particles links add``). Args: particle_a: Full id of the first particle. particle_b: Full id of the second particle. relation_type: Relation kind; only ``CO_EVIDENTIAL`` is emittable over MCP today. store: Target store handle; required only when several …
link_removeRemove a typed relation between two particles. Mirror of ``particles links remove``. Args: particle_a: Full id of the first particle. particle_b: Full id of the second particle. relation_type: Relation kind; only ``CO_EVIDENTIAL`` is emittable over MCP today. store: Target store handle; required only when several are write-enabled.
links_suggestlintlist_corpus_entries
Show 16 more tools
list_taxonomiesopen_nodesOpen Nodesread-onlyOpen specific nodes in the knowledge graph by their names Backed by a Particles store: results are capped for context safety and any truncation is disclosed in an extra text block.
particle_assertparticle_retractparticle_searchList particles sharing a context fingerprint. Args: fingerprint: Full 64-char SHA-256 hex or a prefix (≥ 8 chars). limit: Maximum particles to return (default 50, capped at 200 to keep responses within MCP per-tool-result token caps — fingerprint matches share full ``content`` strings). all_projects: On a server bound to one project, read the whole store instead of that project's view. The result says so. No effect on an unbound server. Returns: Dict with ``fingerprint`` (the queried value) and ``particles`` (list of ``{id, status, content}…
particle_showparticle_supersedeparticle_tagparticle_untagparticles_listqueryread_graphRead Graphread-onlyRead the entire knowledge graph Backed by a Particles store: results are capped for context safety and any truncation is disclosed in an extra text block. Entities are returned in name order, not creation order.
search_nodesSearch Nodesread-onlySearch for nodes in the knowledge graph based on a query Backed by a Particles store: results are capped for context safety and any truncation is disclosed in an extra text block.
subjects_listsubjects_searchsubjects_showShow one subject with the particle IDs linked to it. Args: subject_id: A full UUID, an unambiguous prefix (≥ 8 chars), or a name or alias, matched case-insensitively and exactly. A reference that matches more than one subject (a prefix shared by several IDs, a name two subjects share, or a string that is both a prefix and a name) raises with the candidates named. A remote engine resolves IDs and prefixes only. particle_id_limit: Maximum particle IDs to include in ``particle_ids`` (default 100). For hot subjects the full list can …
Signals
- Stars
- 3
- Forks
- 1
- Open issues
- 1
- Weekly downloads
- 289
- Last commit
- Oct 24, 2026 (7 days ago)
- Last release
- Oct 24, 2026 (7 days ago)
- Last package publish
- Oct 24, 2026 (7 days ago)
From GitHub (fetched Oct 24, 2026) and the package registry.
Details
- Registry name
org.linkedparticles/particles- Version
- 1.210.2
- Auth
- API key
- Packages
- pypi linkedparticles
- License
- Apache-2.0
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
Done for you
Rather not set it up yourself?
Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.
See how we build AI agents →Read the case studies
Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.
- launches shipped
- 50+
- launches shipped
- media placements
- 500+
- media placements
- founders on every account
- 2
- founders on every account
Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block
Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.
Get Particles running in your business
Tell us what you want to automate. A founder replies within one working day with a plan, not a pitch deck.
Cite this page
Particles MCP server. Agent Mart. https://agentmart.dev/connectors/linkedparticles-org-particles (last updated 2026-10-24)