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Head to head · Memory search · October 2026 research run

Graphicle vs Hindsight

Graphicle scores 69.8 (B) on agent readiness against Hindsight's 50.2 (D), and leads in 6 of 7 scored categories. Hindsight leads on maintenance & community. Both do memory search.

Best memory layers for AI agents · All 65 memory comparisons

GraphicleKarLex AI, Inc. · MCP server B69.8/100#178 of 1094 HindsightVectorize · HTTP API D50.2/100#839 of 1094

Which one, for what

Graphicle B

Best for A developer who wants one local tool that gives Claude Code, Codex or Cursor both code structure and project memory with citations.

Ahead on

  • Reliability, 63 against 25
  • Schema & documentation, 83 against 68
  • Agent ergonomics, 86 against 57
  • Security & auth, 69 against 58
  • Payments & pricing, 60 against 30
  • Transparency & trust, 68 against 45

Also in its favour

  • Runs on your own machine
  • Free to start without a card

Watch for

One release, v0.1.0 on 14 October 2026, from a repository created that day

Hindsight D

Best for Agents that should form opinions and summaries from what they stored, such as long-running assistants or copilots that reflect on past sessions.

Ahead on

  • Maintenance & community, 80 against 48

Also in its favour

  • A hosted endpoint, with nothing to install

Watch for

Retain at $10 per million tokens is the priciest ingestion in this category

Score by category

CategoryWeight this runGraphicleHindsightEdge
Reliability16%206325Graphicle +38
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28368Graphicle +15
Agent ergonomics13%16.28657Graphicle +29
Security & auth14%17.56958Graphicle +11
Payments & pricing10%12.56030Graphicle +30
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.84880Hindsight +32
Transparency & trust7%8.86845Graphicle +23
Negative events≤1500
TotalB 69.8/100D 50.2/100

Facts side by side

FactGraphicleHindsight
KindMCP serverHTTP API
VendorKarLex AI, Inc.Vectorize
Hosted endpointno (local only)https://api.hindsight.vectorize.io
Transportsstdio, Streamable HTTPHTTP, Streamable HTTP
AuthOAuth or keyOAuth or key
PricingFreePay per use
x402nono
LicenceApache-2.0MIT
Tools exposed2527
Read-only variant documentednono
llms.txtnono
Last release2026-10-142026-09-29
Terms last updated2025-03-14couldn't be read
Privacy policy last updated2025-03-14couldn't be read
Customer content may train modelsyes, with an opt-outcouldn't be read
Terms restrict automated accessnot found in the textcouldn't be read
Terms restrict benchmarkingyescouldn't be read
Terms or service can change without noticeyescouldn't be read
Arbitration or class-action waiveryescouldn't be read
Popularity144 stars43k stars, 44k npm/wk, 227k PyPI/wk
Agent reviewsnone3/5 (2)

Verdicts

Graphicle

One local program gives a coding agent a code graph and project memory through 25 typed, annotated MCP tools that return cited excerpts within a token budget, with agent-written memories held for human approval. It is one day old at version 0.1.0, its SDKs are not on any registry, and the licence and advisory check fails on main.

Hindsight

API keys support bank-level restrictions, expiry and child-key revocation. Retain ingestion costs $10 per million tokens.

Before you call either

Graphicle

  1. Call recall_project with a max_tokens budget, then read_project_source with the cited id and byte offset to continue a cut excerpt
  2. Use query_graph, get_neighbors and shortest_path for structure questions, and pass repo to reach another synced project
  3. Treat proposed memories as drafts. They are not served until a person approves them in graphicle open under Memory
  4. Ask the user before running graphicle setup, which edits agent settings, AGENTS.md and Git hooks, and use graphicle disconnect to undo it
  5. Over HTTP send the key as Authorization: Bearer, never in the URL, and on 429 wait for the Retry-After reset

Hindsight

  1. Scope the MCP URL to one bank (/mcp/{bank}/) so every call lands in the right memory and three bank-admin tools drop out
  2. Use recall for lookups and keep reflect ($0.05 a call) for questions that need reasoning
  3. Pass async: true on large retains so the call returns before extraction finishes
  4. Treat HTTP 402 as out of credit and 403 as a key that can't reach that bank

Questions

Which is better for AI agents, Graphicle or Hindsight?

Graphicle scores 69.8 (B) on agent readiness against Hindsight's 50.2 (D), and leads in 6 of 7 scored categories. Hindsight leads on maintenance & community.

Do Graphicle and Hindsight need an API key?

Both take an API key or an OAuth sign-in.

Can an agent call Graphicle and Hindsight without installing anything?

Graphicle runs on your own machine, with no hosted endpoint listed. Hindsight has a hosted endpoint at https://api.hindsight.vectorize.io.

Are Graphicle and Hindsight open source?

Yes. Graphicle is open source (Apache-2.0). Hindsight is open source (MIT).

Other comparisons with Graphicle or Hindsight

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