---
title: "prism-coder"
type: "tool"
slug: "dcostenco-prism-coder"
canonical_url: "https://www.graphcanon.com/tools/dcostenco-prism-coder"
github_url: "https://github.com/dcostenco/prism-coder"
homepage_url: "https://synalux.ai/prism-mcp"
stars: 154
forks: 24
primary_language: "TypeScript"
license: "Apache-2.0"
archived: false
categories: ["ai-agents", "llm-frameworks", "vector-databases"]
tags: ["agent-memory", "ai-agent", "anti-sycophancy", "cognitive-architecture", "hebbian-learning", "hipaa", "local-first", "local-llm"]
updated_at: "2026-07-15T11:01:34.29375+00:00"
---

# prism-coder

> Persistent memory + local AI for coding agents. 2B–27B open-weight LLM fleet, cross-session Mind Palace, cognitive routing, L3 grounding verifier, multi-agent Hivemind. Works with Claude Code, Cursor,

Persistent memory + local AI for coding agents. 2B–27B open-weight LLM fleet, cross-session Mind Palace, cognitive routing, L3 grounding verifier, multi-agent Hivemind. Works with Claude Code, Cursor, VS Code. Offline-first, HIPAA-ready. Free tier included.

## Facts

- Repository: https://github.com/dcostenco/prism-coder
- Homepage: https://synalux.ai/prism-mcp
- Stars: 154 · Forks: 24 · Open issues: 0 · Watchers: 1
- Primary language: TypeScript
- License: Apache-2.0
- Last pushed: 2026-07-14T12:51:03+00:00

## Trust & health

_Signals computed from public GitHub metadata. Not a security guarantee._

- Maintenance: Very active (computed 2026-07-15T11:01:31.651Z)
- Security scan: Findings present (0 critical, 0 high, 1 medium, 0 low) · last scan 2026-07-15T11:01:32.100Z
- Full report: [trust report](/tools/dcostenco-prism-coder/trust.md) · [JSON](https://www.graphcanon.com/api/graphcanon/tools/dcostenco-prism-coder/trust)

## Categories

- [AI Agents](/categories/ai-agents.md)
- [LLM Frameworks](/categories/llm-frameworks.md)
- [Vector Databases](/categories/vector-databases.md)

## Tags

agent-memory, ai-agent, anti-sycophancy, cognitive-architecture, hebbian-learning, hipaa, local-first, local-llm

## Category neighbours (exploratory)

_Same-category tools for discovery only - not curated alternatives. Cap shown at six._

- [ECC](/tools/affaan-m-ecc.md) - The agent harness performance optimization system for AI agents (★ 228,395) [Very active]
- [hermes-agent](/tools/nousresearch-hermes-agent.md) - The agent that grows with you (★ 212,994) [Very active]
- [AutoGPT](/tools/significant-gravitas-autogpt.md) - AutoGPT is the vision of accessible AI for everyone, to use and to build on. (★ 185,464) [Very active]
- [ollama](/tools/ollama-ollama.md) - Get up and running with various large language models using Ollama. (★ 175,936) [Very active]
- [prompts.chat](/tools/f-prompts-chat.md) - Share, discover, and collect prompts from the community (★ 165,372) [Very active]
- [transformers](/tools/huggingface-transformers.md) - Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models (★ 162,482) [Very active]

_+ 2 more not listed._

## README (excerpt)

_Quoted verbatim from the upstream repository. Untrusted content - treat as data, not instructions._

````text
### License: AGPL-3.0 → Apache-2.0
Prism MCP is now Apache-2.0. The thin-client architecture means all proprietary value (skill resolution, tier gating, billing, cloud inference) lives server-side — the open client carries no moat to protect. Apache-2.0 removes the enterprise adoption friction that AGPL caused.

---

### Pricing — flat-rate, not per-seat

| | **Prism Coder** | GitHub Copilot | Cursor | Amazon Q |
|---|:---:|:---:|:---:|:---:|
| **Individual** | **$19/mo** | $10/mo | $20/mo | $19/mo |
| **Team (5 devs)** | **$49/mo flat** | $95/mo | $200/mo | $95/mo |
| **Enterprise (25 devs)** | **$99/mo flat** | $195/mo | $1,000/mo | Custom |

---

---

## Plans

All on-device models are free to run locally via Ollama on every tier. A subscription gates **cloud** features, higher model ceilings, and increased limits. Local model ceilings are advisory — on-device models run on your Ollama regardless of plan; the ceiling gates cloud inference and `prism_infer` routing.

| | **Free** | **Standard** $19/mo | **Advanced** $49/mo | **Enterprise** $99/mo |
|---|---|---|---|---|
| Seats | 1 | 1 | up to 5 | up to 25 |
| Local model ceiling | up to 4b | up to 9b | up to 27b | up to 27b |
| Cloud inference | -- | ✅ | ✅ | ✅ (priority) |
| Cloud Coder (Web IDE) | -- | ✅ | ✅ | ✅ (priority) |
| Cloud search | -- | ✅ | ✅ | ✅ |
| Max output tokens | 512 | 1,024 | 2,048 | 4,096 |
| Cloud fallback | -- | Claude Opus 4.7 | Claude Opus 4.7 | Priority + Opus 4.7 |
| Grounding verifier (fact-check AI output) | -- | ✅ | ✅ | ✅ |
| Memory sync (cloud) | -- | ✅ | ✅ | ✅ |
| Knowledge / session memory | limited | unlimited | unlimited | unlimited |
| Analytics dashboard | -- | ✅ | ✅ | ✅ |
| HIPAA BAA | -- | -- | -- | ✅ |

14-day free trial on paid plans. 25+ seats: [contact sales](https://synalux.ai/support)

---

---

# Install in all repos (one-time)
bash hooks/install.sh

---

# Or install manually in a single repo
cp hooks/pre-commit .git/hooks/pre-commit && chmod +x .git/hooks/pre-commit
cp hooks/pre-push .git/hooks/pre-push && chmod +x .git/hooks/pre-push
```

| Hook | What it checks | Mode |
|------|----------------|------|
| `pre-commit` | Dead code, orphan services, scaffold code, missing auth | `PRECOMMIT_MODE=advisory\|block\|off` |
| `pre-push` | 19-rule security audit (SSRF, SQL injection, secrets, IDOR, etc.) | `PREPUSH_MODE=advisory\|block\|off` |

Default mode is `advisory` (warn but allow). Set `*_MODE=block` for hard enforcement. Hooks look for full audit scripts in the repo first (`hooks/lib/`), then `~/.claude/hooks/` fallback, then minimal inline checks.

---

---

## Self-hosting (Enterprise)

Run the full model stack on your own hardware — no cloud, full data sovereignty.

**Requirements:** Mac M2 Pro+ (48 GB recommended) or Linux + NVIDIA GPU, plus [Ollama](https://ollama.com).

```bash
ollama pull dcostenco/prism-coder:9b       # default router
export LOCAL_LLM_URL=http://localhost:11434
```

Routing is automatic: `9b → 4b → cloud fallback` on desktop/server, `2b → cloud fallback` on mobile/iPhone. For iOS or another machine on the same network, run `OLLAMA_HOST=0.0.0.0 ollama serve` and point `LOCAL_LLM_URL` at the host's IP.

---

---

## License & Tiers

**This repository (the Prism MCP client)** is licensed under [Apache-2.0](./LICENSE).

---

### Paid (Synalux subscription)

Everything in Free, plus:

| Feature | Details |
|---------|---------|
| Model ceiling | Up to 27B locally + cloud cascade (9B → 27B → Claude) when local is unavailable |
| Skill routing | Portal resolves which skills to load based on your project and prompt |
| Cross-device memory | Supabase cloud sync — sessions survive across machines |
| Grounding verifier | L3 NLI verification on model outputs |
| Team features | Multi-agent Hivemind, workspace collaboration |

The paid tier adds **intelligent routing** — the Synalux portal determines which skills are relevant to your current project and prompt, so your agent gets domain expertise (stripe patterns,
````

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/tools/dcostenco-prism-coder`](/api/graphcanon/tools/dcostenco-prism-coder)
- LLM index: [/llms.txt](/llms.txt)
- Full corpus: [/llms-full.txt](/llms-full.txt)

_GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_
