ThinkfleetAI

27 mods across 1 repository, 441 stars between them.

memmesh-plugin

02

ThinkfleetAI/memmesh

Plugin Claude Code

Persistent, local-first memory for AI agents. Remembers facts, preferences, and decisions across sessions with a bi-temporal knowledge graph, over MCP — runs fully local on SQLite with no mandatory LLM calls. Calibrated prediction & behavior discovery available in hosted mode.

441 7d ago A tokens not measured original Apache-2.0

memmesh

03

ThinkfleetAI/memmesh

MCP server Claude CodeCodexCursor +2

MCP server "memmesh" as configured in ThinkfleetAI/memmesh. Launched with memmesh mcp.

441 7d ago A tokens not measured original Apache-2.0

behaviors

04

ThinkfleetAI/memmesh

Skill Claude CodeCodex

Surface emergent behavior patterns MemMesh has mined from a subject's history — recurring habits nobody predefined, each with prevalence, stability, and the evidence behind it. Use when the user asks "what patterns do you see", "what are this user's habits", or wants the patterns that drive predictions.

441 7d ago A 62 tokens original Apache-2.0

benchmark

05

ThinkfleetAI/memmesh

Skill Claude CodeCodex

Run MemMesh's competitive benchmark harness (LOCOMO / BEAM) to compare retrieval quality, tokens, latency, and cost against Mem0, Zep, full-context, and naive-RAG baselines. Use when the user wants proof MemMesh is better, is evaluating a migration, or asks "how does this compare to mem0".

441 7d ago A 72 tokens original Apache-2.0

context-loader

06

ThinkfleetAI/memmesh

Skill Claude CodeCodex

Load relevant MemMesh context before starting work — searches memory and, for a specific subject, assembles a token-budgeted bundle (profile + behavior patterns + forward predictions + top memories) in one call. Use when beginning a task, switching context, or when project history / past decisions / a subject's…

441 7d ago A 68 tokens original Apache-2.0

dream

07

ThinkfleetAI/memmesh

Skill Claude CodeCodex

Consolidate MemMesh memories — find duplicates and contradictions, merge or supersede them, and retire stale entries — to keep search results clean. Use when memory count is high, search feels noisy/repetitive, or for periodic hygiene. Respects pinned memories.

441 7d ago A 55 tokens original Apache-2.0

export

08

ThinkfleetAI/memmesh

Skill Claude CodeCodex

Export MemMesh memories for a project/user to a portable Markdown (or JSONL) file for backup, migration, or sharing. Use when backing up, moving to another project, sharing memory state with teammates, or archiving before a cleanup.

441 7d ago A 51 tokens original Apache-2.0

forget

09

ThinkfleetAI/memmesh

Skill Claude CodeCodex

Delete or correct a MemMesh memory. Finds the item by search or id, confirms, then soft-deletes (default, sync-safe) or hard-deletes (GDPR/cleanup). Also handles "undo that" for a memory just added, and corrections via supersede. Use when removing outdated/incorrect/sensitive memories or cleaning up after experiments.

441 7d ago A 73 tokens original Apache-2.0

graph

10

ThinkfleetAI/memmesh

Skill Claude CodeCodex

Query MemMesh's bi-temporal knowledge graph — multi-hop reasoning across entities, point-in-time "what did we believe on date X", and anticipatory retrieval via spreading activation. Use for questions no single stored fact answers, or to see how knowledge about an entity changed over time.

441 7d ago A 59 tokens original Apache-2.0

health

11

ThinkfleetAI/memmesh

Skill Claude CodeCodex

Diagnose MemMesh connectivity and correctness — is the MCP server reachable, is the key/config valid, do read and write actually work? Use when memory operations fail, searches return empty unexpectedly, observe/save errors occur, or to confirm the plugin is wired correctly.

441 7d ago A 54 tokens original Apache-2.0

import

12

ThinkfleetAI/memmesh

Skill Claude CodeCodex

Import memories into MemMesh from an exported file, a native MEMORY.md / CLAUDE.md, an ADR/decision log, or a mem0 export. Use when migrating from another project, restoring a backup, or seeding a new project with existing knowledge.

441 7d ago A 55 tokens original Apache-2.0

onboard

13

ThinkfleetAI/memmesh

Skill Claude CodeCodex

Set up MemMesh for a new project — verify the MCP server is wired, pick local vs hosted, import any existing project knowledge (MEMORY.md, CLAUDE.md, a mem0 export), and seed initial scopes. Use on first run in a repo, when the API key changes, or to re-run setup after config changes.

441 7d ago A 72 tokens original Apache-2.0

peek

14

ThinkfleetAI/memmesh

Skill Claude CodeCodex

Quick memory lookup — search MemMesh and show compact one-liner results, or fetch one memory by id. Use for fast checks ("did we record X?"), resolving a [memmesh:id] citation, or browsing without full detail.

441 7d ago A 50 tokens original Apache-2.0

pin

15

ThinkfleetAI/memmesh

Skill Claude CodeCodex

Protect a critical MemMesh memory from consolidation/pruning by raising its importance and marking it high-impact — or unpin to release it. Use for architecture decisions, security constraints, or immutable team conventions that must never be retired by a dream pass.

441 7d ago A 53 tokens original Apache-2.0

predict

16

ThinkfleetAI/memmesh

Skill Claude CodeCodex

Forecast what a subject will do next from their mined behavior patterns — with a calibrated, horizon-decayed confidence and provenance. Use when the user asks "what is this user/account likely to do next", "will X churn/convert/ reorder", or wants a forward prediction rather than a recall of known facts. This is a…

441 7d ago A 78 tokens original Apache-2.0

remember

17

ThinkfleetAI/memmesh

Skill Claude CodeCodex

Store a memory in MemMesh from the user's input. Prefers memoryobserve (the engine decides what to extract) and falls back to memorysave only for verbatim/structured notes. Use when the user says "remember this", "save this", "note that", "from now on", "we decided", or explicitly asks to record a decision…

441 7d ago A 81 tokens original Apache-2.0

stats

18

ThinkfleetAI/memmesh

Skill Claude CodeCodex

Show MemMesh usage stats for a project/user — total count and breakdowns by type, scope, and status, plus the oldest/newest timestamps. Use when checking "how many memories do I have", auditing distribution before a cleanup, or giving a quick health read.

441 7d ago A 56 tokens original Apache-2.0

switch-project

19

ThinkfleetAI/memmesh

Skill Claude CodeCodex

Override the auto-detected project scope for MemMesh reads/writes, or widen to cross-project / user-level search. Use when working across repos, pulling a decision from another project, or when auto-detection resolved to the wrong projectId.

441 7d ago A 52 tokens original Apache-2.0

tour

20

ThinkfleetAI/memmesh

Skill Claude CodeCodex

Browse all stored MemMesh memories for a project/user, grouped by type/scope with full content. Use when reviewing everything captured, onboarding to a project, or getting an overview of decisions, conventions, and learnings.

441 7d ago A 46 tokens original Apache-2.0

why

21

ThinkfleetAI/memmesh

Skill Claude CodeCodex

Explain a MemMesh prediction or recalled fact — surface its provenance (evidence memories), its calibrated confidence, and whether the model abstained and why. Use when the user asks "why do you think that", "what's this based on", "how sure are you", or needs an auditable, defensible answer for a regulated decision.

441 7d ago A 71 tokens original Apache-2.0

memmesh-cli

22

ThinkfleetAI/memmesh

Skill Claude CodeCodex

MemMesh CLI + local MCP server — the zero-infra, no-API-key path to the same engine as the hosted SDK. Runs fully local over SQLite. Covers install (wires MCP config + the teaching skill into Claude Code / Cursor / Windsurf / Codex), and the memory subcommands (save / get / search / migrate / mcp / serve). TRIGGER…

441 7d ago A 164 tokens original Apache-2.0

memmesh-integrate

23

ThinkfleetAI/memmesh

Skill Claude CodeCodex

Integrate MemMesh into an existing repository using a goal-driven, test-first (TDD) pipeline. Detects the repo's language/stack, asks whether to use MemMesh Hosted (SDK, managed) or Local (CLI + MCP over SQLite), writes failing tests before any implementation, and lands additive, feature-flag-gated code that a…

441 7d ago A 197 tokens original Apache-2.0

memmesh-migrate

24

ThinkfleetAI/memmesh

Skill Claude CodeCodex

Migrate an existing memory setup ONTO MemMesh — either from another vendor (Mem0, Zep, Letta/MemGPT, a raw vector store) or from MemMesh Local (SQLite) up to MemMesh Hosted. Audits the current usage, produces a reviewable migration plan (API mapping + data export/import), and executes it on approval. Maps add→observe…

441 7d ago A 185 tokens original Apache-2.0