Shared memory + orchestration for your coding agents. Local-first MCP, vector RAG.
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io.github.pouyahasanamreji/continuum is an MCP server that shared memory + orchestration for your coding agents. Local-first MCP, vector RAG. Its tool list has not been published yet over stdio, sse and http, requires no API key, and scores 82/100 on MCPpedia's security, maintenance and efficiency rubric.
Config is the same across clients — only the file and path differ.
{
"mcpServers": {
"io-github-pouyahasanamreji-continuum": {
"args": [
"-y",
"pnpm"
],
"command": "npx"
}
}
}Are you the author?
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One MCP server. Tell any client to read the plot — it becomes the orchestrator. Dispatches fresh agents in isolated worktrees, shares lessons across every Claude Code / Codex / Cline chat on the project.
Run this in your terminal to verify the server starts. Then let us know if it worked — your result helps other developers.
npx -y 'pnpm' 2>&1 | head -1 && echo "✓ Server started successfully"
After testing, let us know if it worked:
Five weighted categories — click any category to see the underlying evidence.
pnpm: Path traversal in configDependencies env lockfile allows symlink creation outside node_modules/.pnpm-config
## Summary `pnpm` accepts package names from the env lockfile `configDependencies` section and uses those names directly when creating config dependency symlinks under `node_modules/.pnpm-config`. A malicious repository can commit a crafted `pnpm-lock.yaml` whose env-lockfile document contains a traversal-shaped config dependency name such as `../../PWNED_CFGDEP`. During `pnpm install`, pnpm installs the config dependency and creates a symlink at a path derived from that name. In local testin
pnpm: Path traversal in configDependencies env lockfile allows symlink creation outside node_modules/.pnpm-config
## Summary `pnpm` accepts package names from the env lockfile `configDependencies` section and uses those names directly when creating config dependency symlinks under `node_modules/.pnpm-config`. A malicious repository can commit a crafted `pnpm-lock.yaml` whose env-lockfile document contains a traversal-shaped config dependency name such as `../../PWNED_CFGDEP`. During `pnpm install`, pnpm installs the config dependency and creates a symlink at a path derived from that name. In local testin
pnpm: `patch-remove` could delete project-selected files outside the patches directory
## Summary The `patch-remove` deletion-scope issue tracked as GHSA-72r4-9c5j-mj57 / CAND-PNPM-030 has been addressed in pnpm. A crafted patch entry could resolve outside the configured patches directory and cause `pnpm patch-remove` to delete an arbitrary reachable file. This patch validates the configured directory and every resolved target before unlinking anything, then deletes the final directory entry without following it. ## Security boundary - Traversal and absolute paths that resolve
pnpm: `patch-remove` could delete project-selected files outside the patches directory
## Summary The `patch-remove` deletion-scope issue tracked as GHSA-72r4-9c5j-mj57 / CAND-PNPM-030 has been addressed in pnpm. A crafted patch entry could resolve outside the configured patches directory and cause `pnpm patch-remove` to delete an arbitrary reachable file. This patch validates the configured directory and every resolved target before unlinking anything, then deletes the final directory entry without following it. ## Security boundary - Traversal and absolute paths that resolve
pnpm: Hoisted install imports lockfile alias outside node_modules
## Summary The hoisted dependency alias issue tracked as GHSA-fr4h-3cph-29xv / CAND-PNPM-059 has been addressed in both pnpm and pacquet. A crafted lockfile alias could be joined directly under a hoisted `node_modules` directory. Traversal aliases could escape that directory, while reserved aliases such as `.bin` or `.pnpm` could overwrite pnpm-owned layout. This patch validates package-name semantics and path containment before graph insertion or filesystem work. ## Security boundary - The
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One MCP server. Tell any client to read the plot — it becomes the orchestrator.
Dispatches fresh agents in isolated worktrees, shares lessons across every Claude Code / Codex / Cline chat on the project.
Quick Start • Memory & Vectors • Workflow • MCP Tools • Wire It In • Configuration

Your agents forget. Continuum remembers.
Point any MCP client at Continuum and tell it to read the plot. The client becomes an orchestrator — it researches the codebase, verifies the plan, persists a dispatch record, and hands you a ready-to-paste prompt for a fresh agent in an isolated git worktree. Every other Claude Code / Codex / Cline chat on the project sees what's reserved, shares what's been learned, and never re-explains the codebase. One local server: vector knowledge base, orchestration protocol, agent registry — shared across every MCP-speaking app on your machine.
flowchart TD
CC["Claude Code"]
CX["Codex"]
CL["Cline"]
YOU["YOU"]
subgraph CONTINUUM["CONTINUUM ORCHESTRATOR"]
direction LR
PLOT["PLOT.md<br/>protocol"]
KNOW["KNOWLEDGE<br/>(vectorized)"]
AGENTS["AGENTS<br/>registry"]
PANEL["WEB PANEL<br/>(humans)"]
end
DB[("SQLite + sqlite-vec<br/>one file, your disk")]
CC -- MCP --> CONTINUUM
CX -- MCP --> CONTINUUM
CL -- MCP --> CONTINUUM
YOU -- HTTP --> CONTINUUM
CONTINUUM --> DB
No SaaS. No telemetry. No keys to manage. Boots in seconds. Survives reboots. Scales with you.
| 🧠 Vectorized memory | Every lesson your agents learn becomes a 768-dim embedding indexed in sqlite-vec. Recall is semantic, fuzzy, and instant — no exact-match games. |
| 🔍 RAG-native search | knowledge_search({q: "how do we handle webhook retries?"}) returns ranked metadata (slug + kind + agentSlug + timestamps); follow up with knowledge_get({slug}) for the body. Metadata first keeps top-K context cheap; only fetch what's worth reading. |
| 🗺️ Canonical workflow | Every project gets a PLOT.md seeded with a 4-phase dispatch protocol — Intake → Research → Verify → Handoff. Stop re-explaining your process. |
| 🤖 Multi-agent registry | State machine + reserved-path tracking stops parallel agents from clobbering each other across git worktrees. |
| 📚 Two-tier knowledge | fundamental lessons are binding rules loaded on every dispatch. situational lessons surface via semantic search when relevant. |
| 🖥️ Human web panel | Astro + React UI to browse projects, agents, plot, and knowledge while AI clients drive everything via MCP. |
| 🔌 Client-agnostic | Standard MCP / Streamable HTTP. Works with Claude Code, Codex, Cline, Cursor, or anything that speaks the protocol. |
| 🔒 Local-first | One SQLite file. WAL mode. No cloud. Optional embedder is your call (O |