Shared memory for AI agents
Drift inferred · capture-to-capture
tool count over time
06-23 23:15 08-11 23:55 now
10t
12t
15t
transport stdio · http
verified
reported
listed in the official MCP registry counts 15 tools · 0 res
· 0 prompts
permission surface via README inference
tools
-
plur_capture
Record an event — incident, resolution, session milestone
-
plur_feedback
Rate relevance (trains quality over time)
-
plur_forget
Retire a memory (activation decays, eventually pruned)
-
plur_ingest
Extract engrams from text automatically
-
plur_inject_hybrid
Select engrams for current task within token budget
-
plur_learn
Store a correction, preference, or convention
-
plur_learn_batch
Store many engrams in one call (batch dedup + per-item failure isolation)
-
plur_outbox
Inspect (and retry) team writes queued while their store was unreachable
-
plur_recall
Retrieve relevant memories — hybrid (BM25 + embeddings) by default; mode:"keyword" for BM25-only
-
plur_receipt
Counted, local report of what your memory retrieved for you
-
plur_rescope
Move an existing engram to another scope — personal → team, or back
-
plur_session_scope
Change the session's default write scope mid-session
-
plur_status
Check system health and engram counts
-
plur_sync
Sync via git. personal remotes mirror everything (use a private repo); shared remotes receive only shared-scope, non-private engrams
-
plur_timeline
Query episode history by time, agent, or channel
prompt-surface
shipped agent-instruction files + hidden-content / dangerous-code findings —
quoted from the analyzed source
analyzed commit e26901c · analyzer v33 · 12h ago
skills & prompt files 19
- agent-rules plur-ai-plur-e26901c/CLAUDE.md
- skill plur-ai-plur-e26901c/packages/claw/clawhub/SKILL.md
- skill plur-ai-plur-e26901c/packages/mcp/packs/effective-memory/SKILL.md
- skill plur-ai-plur-e26901c/skills/plur-create-engrams/SKILL.md
- skill plur-ai-plur-e26901c/skills/plur-memory/SKILL.md
- skill plur-ai-plur-e26901c/skills/plur-session-end/SKILL.md
- skill plur-ai-plur-e26901c/spec/vectors/packs/corrupt-provenance-record/SKILL.md
- skill plur-ai-plur-e26901c/spec/vectors/packs/integrity-mismatch/SKILL.md
- skill plur-ai-plur-e26901c/spec/vectors/packs/locked-engram-shipped/SKILL.md
- skill plur-ai-plur-e26901c/spec/vectors/packs/minimal/SKILL.md
- skill plur-ai-plur-e26901c/spec/vectors/packs/non-latin/SKILL.md
- skill plur-ai-plur-e26901c/spec/vectors/packs/omitted-visibility/SKILL.md
- skill plur-ai-plur-e26901c/spec/vectors/packs/orphan-provenance-record/SKILL.md
- skill plur-ai-plur-e26901c/spec/vectors/packs/pinned-engram-shipped/SKILL.md
- skill plur-ai-plur-e26901c/spec/vectors/packs/private-engram-shipped/SKILL.md
- skill plur-ai-plur-e26901c/spec/vectors/packs/unknown-metadata-field/SKILL.md
- skill plur-ai-plur-e26901c/spec/vectors/packs/unknown-root-field/SKILL.md
- skill plur-ai-plur-e26901c/spec/vectors/packs/with-integrity/SKILL.md
- skill plur-ai-plur-e26901c/spec/vectors/packs/with-provenance/SKILL.md
danger signals3
- committed secret OpenAI key plur-ai-plur-e26901c/packages/core/test/pr5-hardening.test.ts :250
sk-aaa…(31 chars, redacted) - committed secret Anthropic key plur-ai-plur-e26901c/packages/core/test/secrets.test.ts :560
sk-ant…(45 chars, redacted) - committed secret OpenAI key plur-ai-plur-e26901c/packages/core/test/secrets.test.ts :568
sk-012…(31 chars, redacted)
evidence-backed
findings quoted directly from the published source artifact — not inferred
code files: 781
filesystem 280
- fs (weak) plur-ai-plur-e26901c/benchmark/micro.ts :20
import * as fs from 'fs' - fs (weak) plur-ai-plur-e26901c/examples/01-basic-store-recall.ts :13
import { mkdtempSync, rmSync } from 'node:fs' - fs (weak) plur-ai-plur-e26901c/examples/02-mcp-integration.ts :16
import { mkdtempSync, rmSync } from 'node:fs' - fs (weak) plur-ai-plur-e26901c/examples/03-scope-filtering.ts :11
import { mkdtempSync, rmSync } from 'node:fs' - fs plur-ai-plur-e26901c/packages/claw/src/setup.ts :1
import { readFileSync, writeFileSync, existsSync, mkdirSync, renameSync } from 'node:fs' - fs plur-ai-plur-e26901c/packages/claw/src/system-prompt.ts :1
import { existsSync, readFileSync, writeFileSync, mkdirSync } from 'fs' - fs (weak) plur-ai-plur-e26901c/packages/claw/test/cli.test.ts :2
import { mkdtempSync, rmSync } from 'node:fs' - fs (weak) plur-ai-plur-e26901c/packages/claw/test/context-engine.test.ts :2
import { mkdtempSync, rmSync } from 'fs' - fs (weak) plur-ai-plur-e26901c/packages/claw/test/pr1-scope-routing.test.ts :10
import { mkdtempSync, rmSync } from 'fs' - fs (weak) plur-ai-plur-e26901c/packages/claw/test/setup.test.ts :2
import { mkdtempSync, readFileSync, writeFileSync, existsSync, mkdirSync } from 'node:fs' - fs (weak) plur-ai-plur-e26901c/packages/claw/test/telemetry-wiring.test.ts :2
import { existsSync, readFileSync, readdirSync } from 'node:fs' - fs (weak) plur-ai-plur-e26901c/packages/claw/test/version-parity.test.ts :2
import { readFileSync } from 'node:fs'
show 28 more
- fs (weak) plur-ai-plur-e26901c/packages/cli/scripts/copy-skills.mjs :17
import { cp, mkdir, readdir, stat } from 'fs/promises' - fs plur-ai-plur-e26901c/packages/cli/src/antigravity-hooks.ts :1
import { existsSync, readFileSync, writeFileSync, mkdirSync } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/codex-hooks.ts :1
import { existsSync, readFileSync, writeFileSync, mkdirSync } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/commands/audit.ts :3
import { readdirSync, readFileSync, statSync } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/commands/doctor.ts :2
import { existsSync, readFileSync, realpathSync, statSync, accessSync, constants } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/commands/hook-codex-session-end.ts :1
import { unlinkSync } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/commands/hook-correction-detect.ts :1
import { readSync } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/commands/hook-cursor-guard.ts :1
import { existsSync } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/commands/hook-cursor-post-tool.ts :1
import { existsSync, writeFileSync, statSync } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/commands/hook-inject.ts :1
import { existsSync, writeFileSync, readFileSync, appendFileSync, mkdirSync, readSync, statSync, readdirSync, unlinkSync } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/commands/hook-learn-check.ts :1
import { readSync, readFileSync, writeFileSync, mkdirSync, existsSync, appendFileSync, statSync, renameSync, unlinkSync } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/commands/hook-observe.ts :1
import { mkdirSync, appendFileSync, readSync } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/commands/hook-revert-detect.ts :1
import { readSync } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/commands/hook-session-end.ts :1
import { readSync, readFileSync, existsSync, unlinkSync, mkdirSync } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/commands/hook-session-guard.ts :1
import { readSync, existsSync, readFileSync, writeFileSync, mkdirSync } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/commands/hook-session-mark.ts :1
import { readSync, writeFileSync } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/commands/import.ts :12
import { readFileSync } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/commands/init-remote.ts :1
import { existsSync, readFileSync, writeFileSync, appendFileSync } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/commands/init.ts :1
import { existsSync, readFileSync, writeFileSync, mkdirSync, chmodSync, cpSync, readdirSync } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/commands/login.ts :1
import { existsSync, readFileSync, writeFileSync, mkdirSync } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/commands/migrate.ts :2
import { existsSync } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/cursor-hooks.ts :1
import { existsSync, readFileSync, writeFileSync, mkdirSync } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/lib/agy-hook-io.ts :1
import { readFileSync, writeFileSync, existsSync, statSync, readdirSync, unlinkSync, openSync, readSync, closeSync, fstatSync } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/lib/codex-hook-io.ts :1
import { readSync, readFileSync, mkdirSync, writeFileSync, existsSync, statSync, lstatSync, chmodSync, readdirSync, unlinkSync } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/lib/cursor-hook-io.ts :1
import { readSync, mkdirSync, writeFileSync, appendFileSync, statSync, readdirSync, unlinkSync } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/lib/plur-configured.ts :1
import { existsSync, readFileSync, realpathSync } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/mcp-config.ts :1
import { existsSync, readFileSync, writeFileSync, mkdirSync } from 'fs' - fs plur-ai-plur-e26901c/packages/cli/src/opencode-config.ts :1
import { existsSync, lstatSync, readFileSync, realpathSync } from 'fs'
240 more not shown — this panel samples each group; the count above is the real total.
shell / exec 74
- shell (weak) plur-ai-plur-e26901c/docs/demo/mcp-call.mjs :14
import { spawn } from 'node:child_process' - shell plur-ai-plur-e26901c/packages/cli/src/commands/doctor.ts :1
import { spawn } from 'child_process' - shell plur-ai-plur-e26901c/packages/cli/src/commands/init.ts :2
import { execFileSync } from 'child_process' - shell plur-ai-plur-e26901c/packages/cli/src/commands/login.ts :334
const { spawn } = await import('child_process') - shell plur-ai-plur-e26901c/packages/cli/src/commands/ui.ts :6
import { spawn } from 'node:child_process' - shell plur-ai-plur-e26901c/packages/cli/src/global-install.ts :1
import { exec } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/audit-engrams.test.ts :5
import { execSync } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/capture.test.ts :5
import { execSync } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/config-clobber-1059.test.ts :5
import { execSync } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/doctor.test.ts :5
import { execSync } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/embedder-probe.test.ts :5
import { execSync } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/feedback.test.ts :5
import { execSync } from 'child_process'
show 28 more
- shell (weak) plur-ai-plur-e26901c/packages/cli/test/forget-namespaced.test.ts :41
import { spawn } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/forget.test.ts :5
import { execSync } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/global-install.test.ts :7
import { exec } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/helpers/built-cli.ts :4
* The suites here drive a real binary — `spawn('node', [CLI, ...])` against - shell (weak) plur-ai-plur-e26901c/packages/cli/test/helpers/spawn.ts :23
import { spawnSync } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/hook-cursor-guard.test.ts :5
import { execSync } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/hook-cursor-post-tool.test.ts :5
import { execSync } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/hook-cursor-session-start.test.ts :5
import { execSync } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/hook-cursor-stop.test.ts :5
import { execSync } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/hook-remote-recall.test.ts :23
import { spawn } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/import.test.ts :5
import { execSync } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/init-cursor.test.ts :5
import { execSync } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/init-remote.test.ts :16
import { spawn } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/init-skills.test.ts :18
import { execSync } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/init-telemetry.test.ts :23
import { execSync } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/init.test.ts :5
import { execSync } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/inject.test.ts :5
import { execSync } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/known-flags.test.ts :13
import { execFileSync } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/learn-provenance-flags.test.ts :16
import { execFileSync } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/learn.test.ts :5
import { execSync } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/list.test.ts :5
import { execSync } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/login.test.ts :22
import { spawn } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/mcp-entry-read.test.ts :57
// spawn(cmd, undefined) and spawn(cmd, []) differ; callers should not have - shell (weak) plur-ai-plur-e26901c/packages/cli/test/packs.test.ts :5
import { execSync } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/readonly-commands.test.ts :5
import { execSync, execFile } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/recall.test.ts :5
import { execSync } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/rerank-eval.test.ts :15
import { execSync } from 'child_process' - shell (weak) plur-ai-plur-e26901c/packages/cli/test/rescope.test.ts :10
import { execSync } from 'child_process'
34 more not shown — this panel samples each group; the count above is the real total.
network 31
- net (weak) plur-ai-plur-e26901c/benchmark/micro.ts :180
const r = await fetch(`${baseUrl}/chat/completions`, { - net plur-ai-plur-e26901c/packages/cli/src/commands/doctor.ts :775
const res = await fetch(`https://registry.npmjs.org/${pkg}/latest`, { - net plur-ai-plur-e26901c/packages/cli/src/commands/init-remote.ts :283
const r = await fetch(probeUrl, { - net plur-ai-plur-e26901c/packages/cli/src/commands/login.ts :209
const r = await fetch(url, { - net plur-ai-plur-e26901c/packages/cli/src/commands/tensions.ts :8
const response = await fetch(`${baseUrl.replace(/\/$/, '')}/chat/completions`, { - net plur-ai-plur-e26901c/packages/cli/src/commands/ui-server.ts :12
import { isIPv6 } from 'node:net' - net (weak) plur-ai-plur-e26901c/packages/cli/test/adapter-remote-recall.test.ts :21
import { createServer, type Server } from 'http' - net (weak) plur-ai-plur-e26901c/packages/cli/test/hook-inject-trust.test.ts :22
import { createServer, type Server } from 'http' - net (weak) plur-ai-plur-e26901c/packages/cli/test/init-remote.test.ts :17
import { createServer, type Server } from 'http' - net (weak) plur-ai-plur-e26901c/packages/cli/test/login.test.ts :20
import { createServer, type Server } from 'http' - net (weak) plur-ai-plur-e26901c/packages/cli/test/readonly-commands.test.ts :7
import { createServer, type Server } from 'http' - net (weak) plur-ai-plur-e26901c/packages/cli/test/tensions-lifecycle.test.ts :7
import { createServer, type Server } from 'http'
show 19 more
- net (weak) plur-ai-plur-e26901c/packages/cli/test/tensions.test.ts :7
import { createServer, type Server } from 'http' - net (weak) plur-ai-plur-e26901c/packages/cli/test/ui-host.test.ts :25
import { request } from 'node:http' - net (weak) plur-ai-plur-e26901c/packages/cli/test/ui-server.test.ts :49
const res = await fetch(`${h.url}/`) - net plur-ai-plur-e26901c/packages/core/probe/p07-outbox-flush.ts :14
import * as http from 'http' - net plur-ai-plur-e26901c/packages/core/src/embedders/openai.ts :145
res = await opts.fetch(ENDPOINT, { - net plur-ai-plur-e26901c/packages/core/src/packs.ts :56
response = await fetch(url) - net plur-ai-plur-e26901c/packages/core/src/store/remote-store.ts :312
* `fetch()` resolves when response HEADERS arrive, so the timer this used to - net plur-ai-plur-e26901c/packages/core/src/version-check.ts :90
// issuing a duplicate fetch (refresh-on-read + the periodic re-check can - net (weak) plur-ai-plur-e26901c/packages/core/test/helpers/pack-stub-server.ts :30
import { createServer, type Server, type IncomingMessage, type ServerResponse } from 'http' - net (weak) plur-ai-plur-e26901c/packages/core/test/helpers/stub-server.ts :50
import { createServer, type Server, type IncomingMessage, type ServerResponse } from 'http' - net (weak) plur-ai-plur-e26901c/packages/core/test/meta/real-extraction.test.ts :56
const response = await fetch('https://api.anthropic.com/v1/messages', { - net (weak) plur-ai-plur-e26901c/packages/core/test/remote-integration.test.ts :7
* codes, and the actual fetch() code path in RemoteStore. - net (weak) plur-ai-plur-e26901c/packages/core/test/remote-write-contract.test.ts :24
import { createServer, type Server } from 'http' - net (weak) plur-ai-plur-e26901c/packages/core/test/set-pinned-remote.test.ts :20
import { createServer, type Server } from 'http' - net plur-ai-plur-e26901c/packages/mcp/src/tools.ts :13
const response = await fetch(`${baseUrl.replace(/\/$/, '')}/chat/completions`, { - net (weak) plur-ai-plur-e26901c/packages/mcp/test/helpers/stub-server.ts :9
import { createServer, type Server, type IncomingMessage, type ServerResponse } from 'http' - net plur-ai-plur-e26901c/packages/ui/src/server.ts :18
import { createServer, type Server } from 'node:http' - net (weak) plur-ai-plur-e26901c/packages/ui/test/host-policy.test.ts :25
import { request } from 'node:http' - net (weak) plur-ai-plur-e26901c/packages/ui/test/server.test.ts :2
import { request } from 'node:http'
secrets 10
- secrets (weak) plur-ai-plur-e26901c/benchmark/micro.ts :173
const apiKey = process.env.OPENROUTER_API_KEY ?? process.env.OPENAI_API_KEY - secrets plur-ai-plur-e26901c/packages/cli/src/commands/tensions.ts :29
const openrouterKey = process.env.OPENROUTER_API_KEY - secrets plur-ai-plur-e26901c/packages/core/src/embedders/openai.ts :93
const key = process.env.OPENAI_API_KEY - secrets (weak) plur-ai-plur-e26901c/packages/core/test/embedder-default.test.ts :34
const originalKey = process.env.OPENAI_API_KEY - secrets (weak) plur-ai-plur-e26901c/packages/core/test/meta/real-extraction.test.ts :49
const apiKey = process.env.ANTHROPIC_API_KEY - secrets (weak) plur-ai-plur-e26901c/packages/core/test/openai-embedder-hardening.test.ts :32
const originalKey = process.env.OPENAI_API_KEY - secrets (weak) plur-ai-plur-e26901c/packages/core/test/remote-smoke.test.ts :38
const TOKEN = process.env.PLUR_REMOTE_TEST_TOKEN - secrets (weak) plur-ai-plur-e26901c/packages/core/test/remote-store-live.test.ts :16
const TOKEN = process.env.PLUR_REMOTE_TEST_TOKEN - secrets plur-ai-plur-e26901c/packages/mcp/src/tools.ts :499
const openaiKey = process.env.OPENAI_API_KEY - secrets (weak) plur-ai-plur-e26901c/packages/mcp/test/tensions.test.ts :292
process.env.OPENAI_API_KEY = 'env-test-key'
database 8
- db (weak) plur-ai-plur-e26901c/packages/cli/test/import.test.ts :68
const Database = require('better-sqlite3') - db plur-ai-plur-e26901c/packages/core/src/importers/gp-engram.ts :50
Database = require('better-sqlite3') - db plur-ai-plur-e26901c/packages/core/src/storage-indexed.ts :24
Database = require('better-sqlite3') - db (weak) plur-ai-plur-e26901c/packages/core/test/importers.test.ts :187
const Database = require('better-sqlite3') - db (weak) plur-ai-plur-e26901c/packages/core/test/pr1-indexed-migration.test.ts :18
try { Database = require('better-sqlite3'); hasSqlite = true } catch {} - db (weak) plur-ai-plur-e26901c/packages/core/test/read-side-scope-visibility.test.ts :30
try { require('better-sqlite3'); hasSqlite = true } catch {} - db (weak) plur-ai-plur-e26901c/packages/core/test/scope-pushdown.test.ts :32
try { require('better-sqlite3'); hasSqlite = true } catch { /* optional dep */ } - db (weak) plur-ai-plur-e26901c/packages/core/test/storage-indexed.test.ts :12
require('better-sqlite3')
install hooks 1
- postinstall plur-ai-plur-e26901c/packages/claw/package.json :28
node dist/setup.js 2>/dev/null || true
declared dependencies 5
- @types/node@25.5.0
- tsup@^8.5.1
- typescript@^6.0.2
- vite@^7.3.5
- vitest@^4.1.1
obfuscation 1
- dynamic require()/import() plur-ai-plur-e26901c/packages/core/test/injection-dedup.test.ts :139
const { Plur } = require(${JSON.stringify(path.join(process.cwd(), 'packages/core/dist/index.js'))});
perm:untrusted 1
- untrusted (weak) plur-ai-plur-e26901c/packages/cli/test/ui-server.test.ts :61
const html = await (await fetch(`${h.url}/?q=pnpm&mode=all`)).text()
transport_posture 1
- network-listening, binds all interfaces, no auth detected plur-ai-plur-e26901c/packages/cli/test/ui-host.test.ts :249
const p = planViewer({ host: '0.0.0.0', allowHosts: [] })